From 286167b1d59713a1faf85e23279ee1a037c74c68 Mon Sep 17 00:00:00 2001
From: busya <uglypod@gmail.com>
Date: Tue, 24 Feb 2026 12:51:57 +0300
Subject: [PATCH] generate semantic clean up

---
 .ai/MODULE_MAP.md                      |  254 +-
 .ai/PROJECT_MAP.md                     |  503 +-
 generate_semantic_map.py               |   13 +
 semantics/semantic_map.json            | 7493 ++++++++++++++++++++----
 specs/020-task-reports-design/tasks.md |    1 +
 5 files changed, 7014 insertions(+), 1250 deletions(-)

diff --git a/.ai/MODULE_MAP.md b/.ai/MODULE_MAP.md
index 7104317..29525f2 100644
--- a/.ai/MODULE_MAP.md
+++ b/.ai/MODULE_MAP.md
@@ -2,40 +2,15 @@
 
 > High-level module structure for AI Context. Generated automatically.
 
-**Generated:** 2026-02-23T14:44:08.540853
+**Generated:** 2026-02-24T12:45:07.897362
 
 ## Summary
 
-- **Total Modules:** 70
-- **Total Entities:** 1337
+- **Total Modules:** 72
+- **Total Entities:** 1517
 
 ## Module Hierarchy
 
-  ### 📁 `shots/`
-
-  - 🏗️ **Layers:** Domain (Business Logic), Domain (Core), Interface (API), UI (Presentation)
-  - 📊 **Tiers:** CRITICAL: 2, STANDARD: 7, TRIVIAL: 1
-  - 📄 **Files:** 4
-  - 📦 **Entities:** 10
-
-  **Key Entities:**
-
-    - 🧩 **FrontendComponentShot** (Component) `[CRITICAL]`
-      - Action button to spawn a new task with full UX feedback cycl...
-    - 📦 **BackendRouteShot** (Module)
-      - Reference implementation of a task-based route using GRACE-P...
-    - 📦 **PluginExampleShot** (Module)
-      - Reference implementation of a plugin following GRACE standar...
-    - 📦 **TransactionCore** (Module) `[CRITICAL]`
-      - Core banking transaction processor with ACID guarantees.
-
-  **Dependencies:**
-
-    - 🔗 DEPENDS_ON -> [DEF:Infra:AuditLog]
-    - 🔗 DEPENDS_ON -> [DEF:Infra:PostgresDB]
-    - 🔗 IMPLEMENTS -> [DEF:Std:API_FastAPI]
-    - 🔗 INHERITS -> PluginBase
-
 ### 📁 `backend/`
 
 - 🏗️ **Layers:** Unknown, Utility
@@ -78,13 +53,19 @@
 
       ### 📁 `routes/`
 
-      - 🏗️ **Layers:** API, UI (API), Unknown
-      - 📊 **Tiers:** CRITICAL: 2, STANDARD: 140, TRIVIAL: 3
-      - 📄 **Files:** 16
-      - 📦 **Entities:** 145
+      - 🏗️ **Layers:** API, UI (API)
+      - 📊 **Tiers:** CRITICAL: 2, STANDARD: 181, TRIVIAL: 4
+      - 📄 **Files:** 17
+      - 📦 **Entities:** 187
 
       **Key Entities:**
 
+        - ℂ **AssistantAction** (Class) `[TRIVIAL]`
+          - UI action descriptor returned with assistant responses.
+        - ℂ **AssistantMessageRequest** (Class) `[TRIVIAL]`
+          - Input payload for assistant message endpoint.
+        - ℂ **AssistantMessageResponse** (Class)
+          - Output payload contract for assistant interaction endpoints.
         - ℂ **BranchCheckout** (Class)
           - Schema for branch checkout requests.
         - ℂ **BranchCreate** (Class)
@@ -95,15 +76,10 @@
           - Schema for staging and committing changes.
         - ℂ **CommitSchema** (Class)
           - Schema for representing Git commit details.
+        - ℂ **ConfirmationRecord** (Class)
+          - In-memory confirmation token model for risky operation dispa...
         - ℂ **ConflictResolution** (Class)
           - Schema for resolving merge conflicts.
-        - ℂ **ConnectionCreate** (Class)
-          - Pydantic model for creating a connection.
-        - ℂ **ConnectionSchema** (Class)
-          - Pydantic model for connection response.
-        - ℂ **ConsolidatedSettingsResponse** (Class)
-        - ℂ **DeployRequest** (Class)
-          - Schema for dashboard deployment requests.
 
       **Dependencies:**
 
@@ -111,38 +87,52 @@
         - 🔗 DEPENDS_ON -> ConfigModels
         - 🔗 DEPENDS_ON -> backend.src.core.database
         - 🔗 DEPENDS_ON -> backend.src.core.superset_client
-        - 🔗 DEPENDS_ON -> backend.src.dependencies
+        - 🔗 DEPENDS_ON -> backend.src.core.task_manager
 
         ### 📁 `__tests__/`
 
-        - 🏗️ **Layers:** API, Domain (Tests)
-        - 📊 **Tiers:** CRITICAL: 3, STANDARD: 16, TRIVIAL: 22
-        - 📄 **Files:** 5
-        - 📦 **Entities:** 41
+        - 🏗️ **Layers:** API, Domain (Tests), UI (API Tests)
+        - 📊 **Tiers:** CRITICAL: 3, STANDARD: 33, TRIVIAL: 81
+        - 📄 **Files:** 7
+        - 📦 **Entities:** 117
 
         **Key Entities:**
 
-          - 📦 **backend.src.api.routes.__tests__.test_dashboards** (Module)
-            - Unit tests for Dashboards API endpoints
-          - 📦 **backend.src.api.routes.__tests__.test_datasets** (Module)
-            - Unit tests for Datasets API endpoints
-          - 📦 **backend.tests.test_reports_api** (Module) `[CRITICAL]`
-            - Contract tests for GET /api/reports defaults, pagination, an...
-          - 📦 **backend.tests.test_reports_detail_api** (Module) `[CRITICAL]`
-            - Contract tests for GET /api/reports/{report_id} detail endpo...
-          - 📦 **backend.tests.test_reports_openapi_conformance** (Module) `[CRITICAL]`
-            - Validate implemented reports payload shape against OpenAPI-r...
+          - ℂ **_FakeConfigManager** (Class) `[TRIVIAL]`
+            - Provide deterministic environment aliases required by intent...
+          - ℂ **_FakeConfigManager** (Class) `[TRIVIAL]`
+            - Environment config fixture with dev/prod aliases for parser ...
+          - ℂ **_FakeDb** (Class) `[TRIVIAL]`
+            - In-memory session substitute for assistant route persistence...
+          - ℂ **_FakeDb** (Class) `[TRIVIAL]`
+            - In-memory fake database implementing subset of Session inter...
+          - ℂ **_FakeQuery** (Class) `[TRIVIAL]`
+            - Minimal chainable query object for fake DB interactions.
+          - ℂ **_FakeQuery** (Class) `[TRIVIAL]`
+            - Minimal chainable query object for fake SQLAlchemy-like DB b...
+          - ℂ **_FakeTask** (Class) `[TRIVIAL]`
+            - Lightweight task model used for assistant authz tests.
+          - ℂ **_FakeTask** (Class) `[TRIVIAL]`
+            - Lightweight task stub used by assistant API tests.
+          - ℂ **_FakeTaskManager** (Class) `[TRIVIAL]`
+            - Minimal task manager for deterministic operation creation an...
+          - ℂ **_FakeTaskManager** (Class) `[TRIVIAL]`
+            - Minimal async-compatible TaskManager fixture for determinist...
+
+        **Dependencies:**
+
+          - 🔗 DEPENDS_ON -> backend.src.api.routes.assistant
 
     ### 📁 `core/`
 
     - 🏗️ **Layers:** Core
-    - 📊 **Tiers:** STANDARD: 112, TRIVIAL: 1
+    - 📊 **Tiers:** STANDARD: 113, TRIVIAL: 7
     - 📄 **Files:** 9
-    - 📦 **Entities:** 113
+    - 📦 **Entities:** 120
 
     **Key Entities:**
 
-      - ℂ **AuthSessionLocal** (Class)
+      - ℂ **AuthSessionLocal** (Class) `[TRIVIAL]`
         - A session factory for the authentication database.
       - ℂ **BeliefFormatter** (Class)
         - Custom logging formatter that adds belief state prefixes to ...
@@ -160,7 +150,7 @@
         - Scans a specified directory for Python modules, dynamically ...
       - ℂ **SchedulerService** (Class)
         - Provides a service to manage scheduled backup tasks.
-      - ℂ **SessionLocal** (Class)
+      - ℂ **SessionLocal** (Class) `[TRIVIAL]`
         - A session factory for the main mappings database.
 
     **Dependencies:**
@@ -168,7 +158,8 @@
       - 🔗 DEPENDS_ON -> AppConfigRecord
       - 🔗 DEPENDS_ON -> ConfigModels
       - 🔗 DEPENDS_ON -> PyYAML
-      - 🔗 DEPENDS_ON -> sqlalchemy
+      - 🔗 DEPENDS_ON -> backend.src.core.auth.config
+      - 🔗 DEPENDS_ON -> backend.src.models.mapping
 
       ### 📁 `auth/`
 
@@ -305,9 +296,9 @@
     ### 📁 `models/`
 
     - 🏗️ **Layers:** Domain, Model
-    - 📊 **Tiers:** CRITICAL: 2, STANDARD: 24, TRIVIAL: 21
-    - 📄 **Files:** 10
-    - 📦 **Entities:** 47
+    - 📊 **Tiers:** CRITICAL: 2, STANDARD: 28, TRIVIAL: 21
+    - 📄 **Files:** 11
+    - 📦 **Entities:** 51
 
     **Key Entities:**
 
@@ -315,6 +306,12 @@
         - Maps an Active Directory group to a local System Role.
       - ℂ **AppConfigRecord** (Class)
         - Stores the single source of truth for application configurat...
+      - ℂ **AssistantAuditRecord** (Class)
+        - Store audit decisions and outcomes produced by assistant com...
+      - ℂ **AssistantConfirmationRecord** (Class)
+        - Persist risky operation confirmation tokens with lifecycle s...
+      - ℂ **AssistantMessageRecord** (Class)
+        - Persist chat history entries for assistant conversations.
       - ℂ **ConnectionConfig** (Class) `[TRIVIAL]`
         - Stores credentials for external databases used for column ma...
       - ℂ **DashboardMetadata** (Class) `[TRIVIAL]`
@@ -325,18 +322,13 @@
         - Represents a mapping between source and target databases.
       - ℂ **DeploymentEnvironment** (Class) `[TRIVIAL]`
         - Target Superset environments for dashboard deployment.
-      - ℂ **Environment** (Class)
-        - Represents a Superset instance environment.
-      - ℂ **ErrorContext** (Class)
-        - Error and recovery context for failed/partial reports.
-      - ℂ **FileCategory** (Class) `[TRIVIAL]`
-        - Enumeration of supported file categories in the storage syst...
 
     **Dependencies:**
 
       - 🔗 DEPENDS_ON -> Role
       - 🔗 DEPENDS_ON -> TaskRecord
       - 🔗 DEPENDS_ON -> backend.src.core.task_manager.models
+      - 🔗 DEPENDS_ON -> backend.src.models.mapping
       - 🔗 DEPENDS_ON -> sqlalchemy
 
       ### 📁 `__tests__/`
@@ -511,9 +503,9 @@
     ### 📁 `services/`
 
     - 🏗️ **Layers:** Core, Domain, Service
-    - 📊 **Tiers:** CRITICAL: 1, STANDARD: 50, TRIVIAL: 5
-    - 📄 **Files:** 6
-    - 📦 **Entities:** 56
+    - 📊 **Tiers:** CRITICAL: 1, STANDARD: 58, TRIVIAL: 5
+    - 📄 **Files:** 7
+    - 📦 **Entities:** 64
 
     **Key Entities:**
 
@@ -535,29 +527,35 @@
         - Orchestrates authentication business logic.
       - 📦 **backend.src.services.git_service** (Module)
         - Core Git logic using GitPython to manage dashboard repositor...
-      - 📦 **backend.src.services.llm_provider** (Module)
-        - Service for managing LLM provider configurations with encryp...
+      - 📦 **backend.src.services.llm_prompt_templates** (Module)
+        - Provide default LLM prompt templates and normalization helpe...
 
     **Dependencies:**
 
+      - 🔗 DEPENDS_ON -> backend.src.core.config_manager
       - 🔗 DEPENDS_ON -> backend.src.core.database
       - 🔗 DEPENDS_ON -> backend.src.core.superset_client
       - 🔗 DEPENDS_ON -> backend.src.core.task_manager
       - 🔗 DEPENDS_ON -> backend.src.core.utils.matching
-      - 🔗 DEPENDS_ON -> backend.src.models.llm
 
       ### 📁 `__tests__/`
 
-      - 🏗️ **Layers:** Service
-      - 📊 **Tiers:** STANDARD: 7
-      - 📄 **Files:** 1
-      - 📦 **Entities:** 7
+      - 🏗️ **Layers:** Domain Tests, Service
+      - 📊 **Tiers:** STANDARD: 14
+      - 📄 **Files:** 2
+      - 📦 **Entities:** 14
 
       **Key Entities:**
 
+        - 📦 **backend.src.services.__tests__.test_llm_prompt_templates** (Module)
+          - Validate normalization and rendering behavior for configurab...
         - 📦 **backend.src.services.__tests__.test_resource_service** (Module)
           - Unit tests for ResourceService
 
+      **Dependencies:**
+
+        - 🔗 DEPENDS_ON -> backend.src.services.llm_prompt_templates
+
       ### 📁 `reports/`
 
       - 🏗️ **Layers:** Domain
@@ -689,9 +687,9 @@
       ### 📁 `llm/`
 
       - 🏗️ **Layers:** UI, Unknown
-      - 📊 **Tiers:** STANDARD: 2, TRIVIAL: 10
+      - 📊 **Tiers:** STANDARD: 2, TRIVIAL: 11
       - 📄 **Files:** 3
-      - 📦 **Entities:** 12
+      - 📦 **Entities:** 13
 
       **Key Entities:**
 
@@ -706,6 +704,18 @@
         - 📦 **ValidationReport** (Module) `[TRIVIAL]`
           - Auto-generated module for frontend/src/components/llm/Valida...
 
+        ### 📁 `__tests__/`
+
+        - 🏗️ **Layers:** UI Tests
+        - 📊 **Tiers:** STANDARD: 2
+        - 📄 **Files:** 1
+        - 📦 **Entities:** 2
+
+        **Key Entities:**
+
+          - 📦 **frontend.src.components.llm.__tests__.provider_config_integration** (Module)
+            - Protect edit-button interaction contract in LLM provider set...
+
       ### 📁 `storage/`
 
       - 🏗️ **Layers:** UI
@@ -784,19 +794,22 @@
 
       ### 📁 `api/`
 
-      - 🏗️ **Layers:** Infra
-      - 📊 **Tiers:** CRITICAL: 1, STANDARD: 4
-      - 📄 **Files:** 1
-      - 📦 **Entities:** 5
+      - 🏗️ **Layers:** Infra, Infra-API
+      - 📊 **Tiers:** CRITICAL: 1, STANDARD: 10
+      - 📄 **Files:** 2
+      - 📦 **Entities:** 11
 
       **Key Entities:**
 
+        - 📦 **frontend.src.lib.api.assistant** (Module)
+          - API client wrapper for assistant chat, confirmation actions,...
         - 📦 **frontend.src.lib.api.reports** (Module) `[CRITICAL]`
           - Wrapper-based reports API client for list/detail retrieval w...
 
       **Dependencies:**
 
         - 🔗 DEPENDS_ON -> [DEF:api_module]
+        - 🔗 DEPENDS_ON -> frontend.src.lib.api.api_module
 
       ### 📁 `auth/`
 
@@ -810,12 +823,40 @@
         - 🗄️ **authStore** (Store)
           - Manages the global authentication state on the frontend.
 
+        ### 📁 `assistant/`
+
+        - 🏗️ **Layers:** UI, Unknown
+        - 📊 **Tiers:** CRITICAL: 1, STANDARD: 12, TRIVIAL: 4
+        - 📄 **Files:** 1
+        - 📦 **Entities:** 17
+
+        **Key Entities:**
+
+          - 🧩 **AssistantChatPanel** (Component) `[CRITICAL]`
+            - Slide-out assistant chat panel for natural language command ...
+          - 📦 **AssistantChatPanel** (Module) `[TRIVIAL]`
+            - Auto-generated module for frontend/src/lib/components/assist...
+
+          ### 📁 `__tests__/`
+
+          - 🏗️ **Layers:** UI Tests
+          - 📊 **Tiers:** STANDARD: 5
+          - 📄 **Files:** 2
+          - 📦 **Entities:** 5
+
+          **Key Entities:**
+
+            - 📦 **frontend.src.lib.components.assistant.__tests__.assistant_chat_integration** (Module)
+              - Contract-level integration checks for assistant chat panel i...
+            - 📦 **frontend.src.lib.components.assistant.__tests__.assistant_confirmation_integration** (Module)
+              - Validate confirm/cancel UX contract bindings in assistant ch...
+
         ### 📁 `layout/`
 
         - 🏗️ **Layers:** UI, Unknown
-        - 📊 **Tiers:** CRITICAL: 3, STANDARD: 4, TRIVIAL: 26
+        - 📊 **Tiers:** CRITICAL: 3, STANDARD: 4, TRIVIAL: 27
         - 📄 **Files:** 4
-        - 📦 **Entities:** 33
+        - 📦 **Entities:** 34
 
         **Key Entities:**
 
@@ -934,9 +975,9 @@
       ### 📁 `stores/`
 
       - 🏗️ **Layers:** UI, Unknown
-      - 📊 **Tiers:** CRITICAL: 1, STANDARD: 2, TRIVIAL: 12
-      - 📄 **Files:** 3
-      - 📦 **Entities:** 15
+      - 📊 **Tiers:** CRITICAL: 1, STANDARD: 7, TRIVIAL: 12
+      - 📄 **Files:** 4
+      - 📦 **Entities:** 20
 
       **Key Entities:**
 
@@ -946,6 +987,8 @@
           - Auto-generated module for frontend/src/lib/stores/taskDrawer...
         - 🗄️ **activity** (Store)
           - Track active task count for navbar indicator
+        - 🗄️ **assistantChat** (Store)
+          - Control assistant chat panel visibility and active conversat...
         - 🗄️ **sidebar** (Store)
           - Manage sidebar visibility and navigation state
         - 🗄️ **taskDrawer** (Store) `[CRITICAL]`
@@ -957,13 +1000,15 @@
 
         ### 📁 `__tests__/`
 
-        - 🏗️ **Layers:** Domain (Tests), UI
-        - 📊 **Tiers:** CRITICAL: 1, STANDARD: 8
-        - 📄 **Files:** 5
-        - 📦 **Entities:** 9
+        - 🏗️ **Layers:** Domain (Tests), UI, UI Tests
+        - 📊 **Tiers:** CRITICAL: 1, STANDARD: 10
+        - 📄 **Files:** 6
+        - 📦 **Entities:** 11
 
         **Key Entities:**
 
+          - 📦 **frontend.src.lib.stores.__tests__.assistantChat** (Module)
+            - Validate assistant chat store visibility and conversation bi...
           - 📦 **frontend.src.lib.stores.__tests__.sidebar** (Module)
             - Unit tests for sidebar store
           - 📦 **frontend.src.lib.stores.__tests__.test_activity** (Module)
@@ -977,6 +1022,7 @@
 
         **Dependencies:**
 
+          - 🔗 DEPENDS_ON -> assistantChatStore
           - 🔗 DEPENDS_ON -> frontend.src.lib.stores.taskDrawer
 
           ### 📁 `mocks/`
@@ -1076,9 +1122,9 @@
           ### 📁 `llm/`
 
           - 🏗️ **Layers:** UI, Unknown
-          - 📊 **Tiers:** STANDARD: 1, TRIVIAL: 2
+          - 📊 **Tiers:** STANDARD: 1, TRIVIAL: 5
           - 📄 **Files:** 1
-          - 📦 **Entities:** 3
+          - 📦 **Entities:** 6
 
           **Key Entities:**
 
@@ -1189,9 +1235,9 @@
       ### 📁 `settings/`
 
       - 🏗️ **Layers:** UI, Unknown
-      - 📊 **Tiers:** CRITICAL: 1, STANDARD: 1, TRIVIAL: 10
+      - 📊 **Tiers:** CRITICAL: 1, STANDARD: 1, TRIVIAL: 14
       - 📄 **Files:** 2
-      - 📦 **Entities:** 12
+      - 📦 **Entities:** 16
 
       **Key Entities:**
 
@@ -1355,14 +1401,18 @@ graph TD
     routes-->|DEPENDS_ON|backend
     routes-->|DEPENDS_ON|backend
     routes-->|DEPENDS_ON|backend
+    routes-->|DEPENDS_ON|backend
+    routes-->|DEPENDS_ON|backend
     __tests__-->|TESTS|backend
     __tests__-->|TESTS|backend
     __tests__-->|TESTS|backend
     __tests__-->|TESTS|backend
+    __tests__-->|DEPENDS_ON|backend
+    __tests__-->|DEPENDS_ON|backend
     core-->|USES|backend
     core-->|USES|backend
-    core-->|USES|backend
-    core-->|USES|backend
+    core-->|DEPENDS_ON|backend
+    core-->|DEPENDS_ON|backend
     auth-->|USES|backend
     auth-->|USES|backend
     auth-->|USES|backend
@@ -1372,6 +1422,7 @@ graph TD
     utils-->|DEPENDS_ON|backend
     models-->|INHERITS_FROM|backend
     models-->|DEPENDS_ON|backend
+    models-->|DEPENDS_ON|backend
     models-->|USED_BY|backend
     models-->|INHERITS_FROM|backend
     llm_analysis-->|IMPLEMENTS|backend
@@ -1390,11 +1441,13 @@ graph TD
     services-->|DEPENDS_ON|backend
     services-->|DEPENDS_ON|backend
     services-->|DEPENDS_ON|backend
+    services-->|DEPENDS_ON|backend
     services-->|USES|backend
     services-->|USES|backend
     services-->|USES|backend
     services-->|DEPENDS_ON|backend
     services-->|DEPENDS_ON|backend
+    __tests__-->|DEPENDS_ON|backend
     __tests__-->|TESTS|backend
     reports-->|DEPENDS_ON|backend
     reports-->|DEPENDS_ON|backend
@@ -1405,6 +1458,9 @@ graph TD
     reports-->|DEPENDS_ON|backend
     __tests__-->|TESTS|backend
     tests-->|TESTS|backend
+    __tests__-->|VERIFIES|components
+    __tests__-->|VERIFIES|lib
+    __tests__-->|VERIFIES|lib
     reports-->|DEPENDS_ON|lib
     __tests__-->|TESTS|routes
     __tests__-->|TESTS|routes
diff --git a/.ai/PROJECT_MAP.md b/.ai/PROJECT_MAP.md
index 766f594..43d6ae2 100644
--- a/.ai/PROJECT_MAP.md
+++ b/.ai/PROJECT_MAP.md
@@ -79,43 +79,6 @@
         - 📝 Flattens entity tree for easier grouping.
   - ƒ **to_dict** (`Function`) `[TRIVIAL]`
     - 📝 Auto-detected function (orphan)
-- 📦 **TransactionCore** (`Module`) `[CRITICAL]`
-  - 📝 Core banking transaction processor with ACID guarantees.
-  - 🏗️ Layer: Domain (Core)
-  - 🔒 Invariant: Negative transfers are strictly forbidden.
-  - 🔗 DEPENDS_ON -> `[DEF:Infra:PostgresDB]`
-  - 🔗 DEPENDS_ON -> `[DEF:Infra:AuditLog]`
-  - ƒ **execute_transfer** (`Function`)
-    - 📝 Atomically move funds between accounts with audit trails.
-    - 🔗 CALLS -> `atomic_transaction`
-- 📦 **PluginExampleShot** (`Module`)
-  - 📝 Reference implementation of a plugin following GRACE standards.
-  - 🏗️ Layer: Domain (Business Logic)
-  - 🔒 Invariant: get_schema must return valid JSON Schema.
-  - 🔗 INHERITS -> `PluginBase`
-  - ƒ **get_schema** (`Function`)
-    - 📝 Defines input validation schema.
-  - ƒ **execute** (`Function`)
-    - 📝 Core plugin logic with structured logging and scope isolation.
-  - ƒ **id** (`Function`) `[TRIVIAL]`
-    - 📝 Auto-detected function (orphan)
-- 📦 **BackendRouteShot** (`Module`)
-  - 📝 Reference implementation of a task-based route using GRACE-Poly.
-  - 🏗️ Layer: Interface (API)
-  - 🔒 Invariant: TaskManager must be available in dependency graph.
-  - 🔗 IMPLEMENTS -> `[DEF:Std:API_FastAPI]`
-  - ƒ **create_task** (`Function`)
-    - 📝 Create and start a new task using TaskManager. Non-blocking.
-    - 🔗 CALLS -> `task_manager.create_task`
-- 🧩 **FrontendComponentShot** (`Component`) `[CRITICAL]`
-  - 📝 Action button to spawn a new task with full UX feedback cycle.
-  - 🏗️ Layer: UI (Presentation)
-  - 🔒 Invariant: Must prevent double-submission while loading.
-  - 📥 Props: plugin_id: any, params: any
-  - ⬅️ READS_FROM `lib`
-  - ⬅️ READS_FROM `t`
-  - ƒ **spawnTask** (`Function`)
-    - 📝 Execute task creation request and emit user feedback.
 - 📦 **DashboardTypes** (`Module`) `[TRIVIAL]`
   - 📝 TypeScript interfaces for Dashboard entities
   - 🏗️ Layer: Domain
@@ -191,6 +154,18 @@
   - 🏗️ Layer: Infra
   - ƒ **debounce** (`Function`) `[TRIVIAL]`
     - 📝 Auto-detected function (orphan)
+- 🗄️ **assistantChat** (`Store`)
+  - 📝 Control assistant chat panel visibility and active conversation binding.
+  - 🏗️ Layer: UI
+  - 🔒 Invariant: conversationId persists while panel toggles unless explicitly reset.
+  - ƒ **toggleAssistantChat** (`Function`)
+    - 📝 Toggle assistant panel visibility.
+  - ƒ **openAssistantChat** (`Function`)
+    - 📝 Open assistant panel.
+  - ƒ **closeAssistantChat** (`Function`)
+    - 📝 Close assistant panel.
+  - ƒ **setAssistantConversationId** (`Function`)
+    - 📝 Bind current conversation id in UI state.
 - 🗄️ **taskDrawer** (`Store`) `[CRITICAL]`
   - 📝 Manage Task Drawer visibility and resource-to-task mapping
   - 🏗️ Layer: UI
@@ -253,6 +228,13 @@
   - 📝 Unit tests for task drawer store
   - 🏗️ Layer: UI
   - 🔒 Invariant: Store state transitions remain deterministic for open/close and task-status mapping.
+- 📦 **frontend.src.lib.stores.__tests__.assistantChat** (`Module`)
+  - 📝 Validate assistant chat store visibility and conversation binding transitions.
+  - 🏗️ Layer: UI Tests
+  - 🔒 Invariant: Each test starts from default closed state.
+  - 🔗 DEPENDS_ON -> `assistantChatStore`
+  - ƒ **assistantChatStore_tests** (`Function`)
+    - 📝 Group store unit scenarios for assistant panel behavior.
 - 📦 **navigation** (`Mock`)
   - 📝 Mock for $app/navigation in tests
 - 📦 **stores** (`Mock`)
@@ -272,6 +254,21 @@
     - 📝 Fetch unified report list using existing request wrapper.
   - ƒ **getReportDetail** (`Function`)
     - 📝 Fetch one report detail by report_id.
+- 📦 **frontend.src.lib.api.assistant** (`Module`)
+  - 📝 API client wrapper for assistant chat, confirmation actions, and history retrieval.
+  - 🏗️ Layer: Infra-API
+  - 🔒 Invariant: All assistant requests must use requestApi wrapper (no native fetch).
+  - 🔗 DEPENDS_ON -> `frontend.src.lib.api.api_module`
+  - ƒ **sendAssistantMessage** (`Function`)
+    - 📝 Send a user message to assistant orchestrator endpoint.
+  - ƒ **confirmAssistantOperation** (`Function`)
+    - 📝 Confirm a pending risky assistant operation.
+  - ƒ **cancelAssistantOperation** (`Function`)
+    - 📝 Cancel a pending risky assistant operation.
+  - ƒ **getAssistantHistory** (`Function`)
+    - 📝 Retrieve paginated assistant conversation history.
+  - ƒ **getAssistantConversations** (`Function`)
+    - 📝 Retrieve paginated conversation list for assistant sidebar/history switcher.
 - 🧩 **Select** (`Component`) `[TRIVIAL]`
   - 📝 Standardized dropdown selection component.
   - 🏗️ Layer: Atom
@@ -322,6 +319,60 @@
     - 📝 Derived store providing the translation dictionary.
   - ƒ **_** (`Function`)
     - 📝 Get translation by key path.
+- 🧩 **AssistantChatPanel** (`Component`) `[CRITICAL]`
+  - 📝 Slide-out assistant chat panel for natural language command execution and task tracking.
+  - 🏗️ Layer: UI
+  - 🔒 Invariant: Risky operations are executed only through explicit confirm action.
+  - ⬅️ READS_FROM `app`
+  - ⬅️ READS_FROM `lib`
+  - ⬅️ READS_FROM `assistantChatStore`
+  - ƒ **loadHistory** (`Function`)
+    - 📝 Load current conversation history when panel becomes visible.
+  - ƒ **loadConversations** (`Function`)
+    - 📝 Load paginated conversation summaries for quick switching UI.
+  - ƒ **loadOlderMessages** (`Function`)
+    - 📝 Lazy-load older messages for active conversation when user scrolls to top.
+  - ƒ **appendLocalUserMessage** (`Function`)
+    - 📝 Add optimistic local user message before backend response.
+  - ƒ **appendAssistantResponse** (`Function`)
+    - 📝 Normalize and append assistant response payload to chat list.
+  - ƒ **handleSend** (`Function`)
+    - 📝 Submit user command to assistant orchestration API.
+  - ƒ **selectConversation** (`Function`)
+    - 📝 Switch active chat context to selected conversation item.
+  - ƒ **startNewConversation** (`Function`)
+    - 📝 Create local empty chat context that will be persisted on first message.
+  - ƒ **handleAction** (`Function`)
+    - 📝 Execute assistant action button behavior (open task/reports, confirm, cancel).
+  - ƒ **handleKeydown** (`Function`)
+    - 📝 Submit command by Enter while preserving multiline input with Shift+Enter.
+  - ƒ **stateClass** (`Function`)
+    - 📝 Map assistant state to visual badge style class.
+  - ƒ **handleHistoryScroll** (`Function`)
+    - 📝 Trigger lazy history fetch when user scroll reaches top boundary.
+- 📦 **AssistantChatPanel** (`Module`) `[TRIVIAL]`
+  - 📝 Auto-generated module for frontend/src/lib/components/assistant/AssistantChatPanel.svelte
+  - 🏗️ Layer: Unknown
+  - ƒ **buildConversationTitle** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **setConversationFilter** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **formatConversationTime** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+- 📦 **frontend.src.lib.components.assistant.__tests__.assistant_confirmation_integration** (`Module`)
+  - 📝 Validate confirm/cancel UX contract bindings in assistant chat panel source.
+  - 🏗️ Layer: UI Tests
+  - 🔒 Invariant: Confirm/cancel action handling must remain explicit and confirmation-id bound.
+  - ƒ **assistant_confirmation_contract_tests** (`Function`)
+    - 📝 Assert that confirmation UX flow and API bindings are preserved in chat panel.
+- 📦 **frontend.src.lib.components.assistant.__tests__.assistant_chat_integration** (`Module`)
+  - 📝 Contract-level integration checks for assistant chat panel implementation and localization wiring.
+  - 🏗️ Layer: UI Tests
+  - 🔒 Invariant: Critical assistant UX states and action hooks remain present in component source.
+  - ƒ **readJson** (`Function`)
+    - 📝 Read and parse JSON fixture file from disk.
+  - ƒ **assistant_chat_contract_tests** (`Function`)
+    - 📝 Validate assistant chat component contract and locale integration without DOM runtime dependency.
 - 🧩 **ReportCard** (`Component`) `[CRITICAL]`
   - 📝 Render one report with explicit textual type label and profile-driven visual variant.
   - 🏗️ Layer: UI
@@ -448,6 +499,8 @@
     - 📝 Auto-detected function (orphan)
   - ƒ **handleActivityClick** (`Function`) `[TRIVIAL]`
     - 📝 Auto-detected function (orphan)
+  - ƒ **handleAssistantClick** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
   - ƒ **handleSearchFocus** (`Function`) `[TRIVIAL]`
     - 📝 Auto-detected function (orphan)
   - ƒ **handleSearchBlur** (`Function`) `[TRIVIAL]`
@@ -670,11 +723,19 @@
 - 🧩 **LLMSettingsPage** (`Component`)
   - 📝 Admin settings page for LLM provider configuration.
   - 🏗️ Layer: UI
+  - ⬅️ READS_FROM `t`
+  - ➡️ WRITES_TO `t`
 - 📦 **+page** (`Module`) `[TRIVIAL]`
   - 📝 Auto-generated module for frontend/src/routes/admin/settings/llm/+page.svelte
   - 🏗️ Layer: Unknown
+  - ƒ **isMultimodalModel** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **getProviderById** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
   - ƒ **fetchProviders** (`Function`) `[TRIVIAL]`
     - 📝 Auto-detected function (orphan)
+  - ƒ **saveSettings** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
 - 🧩 **MigrationDashboard** (`Component`)
   - 📝 Main dashboard for configuring and starting migrations.
   - 🏗️ Layer: Page
@@ -704,6 +765,8 @@
   - 🏗️ Layer: Page
   - 🔒 Invariant: Mappings are saved to the backend for persistence.
   - ⬅️ READS_FROM `lib`
+  - ➡️ WRITES_TO `t`
+  - ⬅️ READS_FROM `t`
   - ƒ **fetchEnvironments** (`Function`)
     - 📝 Fetches the list of environments.
   - ƒ **fetchDatabases** (`Function`)
@@ -742,6 +805,14 @@
   - 🏗️ Layer: Unknown
   - ƒ **loadSettings** (`Function`) `[TRIVIAL]`
     - 📝 Auto-detected function (orphan)
+  - ƒ **normalizeLlmSettings** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **isMultimodalModel** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **getProviderById** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **isDashboardValidationBindingValid** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
   - ƒ **handleTabChange** (`Function`) `[TRIVIAL]`
     - 📝 Auto-detected function (orphan)
   - ƒ **getTabClass** (`Function`) `[TRIVIAL]`
@@ -782,6 +853,7 @@
   - 📝 Dashboard management page for Git integration.
   - 🏗️ Layer: Page
   - ⬅️ READS_FROM `lib`
+  - ➡️ WRITES_TO `t`
   - ƒ **fetchEnvironments** (`Function`)
     - 📝 Fetches the list of deployment environments from the API.
   - ƒ **fetchDashboards** (`Function`)
@@ -930,6 +1002,7 @@
   - 🔒 Invariant: Modal blocks migration progress until resolved or cancelled.
   - ⚡ Events: cancel, resolve
   - ➡️ WRITES_TO `props`
+  - ➡️ WRITES_TO `state`
   - ƒ **resolve** (`Function`)
     - 📝 Dispatches the resolution event with the selected mapping.
   - ƒ **cancel** (`Function`)
@@ -940,8 +1013,8 @@
   - 🔒 Invariant: Selected IDs must be a subset of available dashboards.
   - ⚡ Events: selectionChanged
   - ➡️ WRITES_TO `props`
+  - ➡️ WRITES_TO `state`
   - ➡️ WRITES_TO `derived`
-  - ➡️ WRITES_TO `t`
   - ƒ **handleValidate** (`Function`)
     - 📝 Triggers dashboard validation task.
   - ƒ **handleSort** (`Function`)
@@ -1037,6 +1110,7 @@
   - 🔒 Invariant: Source and target environments must be selectable from the list of configured environments.
   - ⚡ Events: change
   - ➡️ WRITES_TO `props`
+  - ➡️ WRITES_TO `t`
   - ƒ **handleSelect** (`Function`)
     - 📝 Dispatches the selection change event.
 - 🧩 **ProtectedRoute** (`Component`) `[TRIVIAL]`
@@ -1111,8 +1185,8 @@
   - 🏗️ Layer: UI
   - ⚡ Events: uploaded
   - ➡️ WRITES_TO `props`
+  - ➡️ WRITES_TO `state`
   - ⬅️ READS_FROM `t`
-  - ➡️ WRITES_TO `t`
   - ƒ **handleUpload** (`Function`)
     - 📝 Handles the file upload process.
   - ƒ **handleDrop** (`Function`)
@@ -1121,8 +1195,8 @@
   - 📝 UI component for creating a new database connection configuration.
   - 🏗️ Layer: UI
   - ⚡ Events: success
-  - ➡️ WRITES_TO `t`
   - ⬅️ READS_FROM `t`
+  - ➡️ WRITES_TO `t`
   - ƒ **handleSubmit** (`Function`)
     - 📝 Submits the connection form to the backend.
   - ƒ **resetForm** (`Function`)
@@ -1130,8 +1204,8 @@
 - 🧩 **ConnectionList** (`Component`)
   - 📝 UI component for listing and deleting saved database connection configurations.
   - 🏗️ Layer: UI
-  - ➡️ WRITES_TO `t`
   - ⬅️ READS_FROM `t`
+  - ➡️ WRITES_TO `t`
   - ƒ **fetchConnections** (`Function`)
     - 📝 Fetches the list of connections from the backend.
   - ƒ **handleDelete** (`Function`)
@@ -1155,6 +1229,8 @@
 - 🧩 **DebugTool** (`Component`)
   - 📝 UI component for system diagnostics and debugging API responses.
   - 🏗️ Layer: UI
+  - ⬅️ READS_FROM `t`
+  - ➡️ WRITES_TO `t`
   - ƒ **fetchEnvironments** (`Function`)
     - 📝 Fetches available environments.
   - ƒ **handleRunDebug** (`Function`)
@@ -1165,8 +1241,8 @@
   - 📝 Displays the commit history for a specific dashboard.
   - 🏗️ Layer: Component
   - ➡️ WRITES_TO `props`
+  - ➡️ WRITES_TO `state`
   - ⬅️ READS_FROM `t`
-  - ➡️ WRITES_TO `t`
   - ƒ **onMount** (`Function`)
     - 📝 Load history when component is mounted.
   - ƒ **loadHistory** (`Function`)
@@ -1177,6 +1253,7 @@
   - 🔒 Invariant: Cannot deploy without a selected environment.
   - ⚡ Events: deploy
   - ➡️ WRITES_TO `props`
+  - ➡️ WRITES_TO `state`
   - ⬅️ READS_FROM `effect`
   - 📦 **loadStatus** (`Watcher`)
   - ƒ **loadEnvironments** (`Function`)
@@ -1189,6 +1266,7 @@
   - 🔒 Invariant: User must resolve all conflicts before saving.
   - ⚡ Events: resolve
   - ➡️ WRITES_TO `props`
+  - ➡️ WRITES_TO `state`
   - ƒ **resolve** (`Function`)
     - 📝 Set resolution strategy for a file.
   - ƒ **handleSave** (`Function`)
@@ -1198,7 +1276,8 @@
   - 🏗️ Layer: Component
   - ⚡ Events: commit
   - ➡️ WRITES_TO `props`
-  - ⬅️ READS_FROM `effect`
+  - ➡️ WRITES_TO `state`
+  - ⬅️ READS_FROM `t`
   - ƒ **handleGenerateMessage** (`Function`)
     - 📝 Generates a commit message using LLM.
   - ƒ **loadStatus** (`Function`)
@@ -1210,6 +1289,7 @@
   - 🏗️ Layer: Component
   - ⚡ Events: change
   - ➡️ WRITES_TO `props`
+  - ➡️ WRITES_TO `state`
   - ⬅️ READS_FROM `t`
   - ƒ **onMount** (`Function`)
     - 📝 Load branches when component is mounted.
@@ -1225,7 +1305,7 @@
   - 📝 Центральный компонент для управления Git-операциями конкретного дашборда.
   - 🏗️ Layer: Component
   - ➡️ WRITES_TO `props`
-  - ➡️ WRITES_TO `t`
+  - ➡️ WRITES_TO `state`
   - ⬅️ READS_FROM `t`
   - ƒ **checkStatus** (`Function`)
     - 📝 Проверяет, инициализирован ли репозиторий для данного дашборда.
@@ -1241,8 +1321,8 @@
   - 📝 UI component for previewing generated dataset documentation before saving.
   - 🏗️ Layer: UI
   - ➡️ WRITES_TO `props`
-  - ➡️ WRITES_TO `t`
-  - ⬅️ READS_FROM `t`
+  - ➡️ WRITES_TO `derived`
+  - ➡️ WRITES_TO `state`
 - 📦 **DocPreview** (`Module`) `[TRIVIAL]`
   - 📝 Auto-generated module for frontend/src/components/llm/DocPreview.svelte
   - 🏗️ Layer: Unknown
@@ -1251,12 +1331,14 @@
 - 🧩 **ProviderConfig** (`Component`)
   - 📝 UI form for managing LLM provider configurations.
   - 🏗️ Layer: UI
-  - ➡️ WRITES_TO `props`
+  - 📥 Props: providers: any, onSave: any
   - ➡️ WRITES_TO `t`
   - ⬅️ READS_FROM `t`
 - 📦 **ProviderConfig** (`Module`) `[TRIVIAL]`
   - 📝 Auto-generated module for frontend/src/components/llm/ProviderConfig.svelte
   - 🏗️ Layer: Unknown
+  - ƒ **isMultimodalModel** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
   - ƒ **resetForm** (`Function`) `[TRIVIAL]`
     - 📝 Auto-detected function (orphan)
   - ƒ **handleEdit** (`Function`) `[TRIVIAL]`
@@ -1272,6 +1354,12 @@
   - 🏗️ Layer: Unknown
   - ƒ **getStatusColor** (`Function`) `[TRIVIAL]`
     - 📝 Auto-detected function (orphan)
+- 📦 **frontend.src.components.llm.__tests__.provider_config_integration** (`Module`)
+  - 📝 Protect edit-button interaction contract in LLM provider settings UI.
+  - 🏗️ Layer: UI Tests
+  - 🔒 Invariant: Edit action keeps explicit click handler and opens normalized edit form.
+  - ƒ **provider_config_edit_contract_tests** (`Function`)
+    - 📝 Validate edit button handler wiring and normalized edit form state mapping.
 - 📦 **test_auth_debug** (`Module`) `[TRIVIAL]`
   - 📝 Auto-generated module for backend/test_auth_debug.py
   - 🏗️ Layer: Unknown
@@ -1423,6 +1511,14 @@
       - 📝 Получает полный список дашбордов, автоматически обрабатывая пагинацию.
     - ƒ **get_dashboards_summary** (`Function`)
       - 📝 Fetches dashboard metadata optimized for the grid.
+    - ƒ **get_dashboard** (`Function`)
+      - 📝 Fetches a single dashboard by ID.
+    - ƒ **get_chart** (`Function`)
+      - 📝 Fetches a single chart by ID.
+    - ƒ **get_dashboard_detail** (`Function`)
+      - 📝 Fetches detailed dashboard information including related charts and datasets.
+    - ƒ **_extract_chart_ids_from_layout** (`Function`)
+      - 📝 Traverses dashboard layout metadata and extracts chart IDs from common keys.
     - ƒ **export_dashboard** (`Function`)
       - 📝 Экспортирует дашборд в виде ZIP-архива.
     - ƒ **import_dashboard** (`Function`)
@@ -1465,6 +1561,12 @@
       - 📝 Iterates through all pages to collect all data items.
     - ƒ **_validate_import_file** (`Function`)
       - 📝 Validates that the file to be imported is a valid ZIP with metadata.yaml.
+  - ƒ **extract_dataset_id_from_form_data** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **walk** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **as_bool** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
 - 📦 **ConfigManagerModule** (`Module`)
   - 📝 Manages application configuration persisted in database with one-time migration from JSON.
   - 🏗️ Layer: Core
@@ -1541,6 +1643,8 @@
   - 🏗️ Layer: Core
   - 🔒 Invariant: A single engine instance is used for the entire application.
   - 🔗 DEPENDS_ON -> `sqlalchemy`
+  - 🔗 DEPENDS_ON -> `backend.src.models.mapping`
+  - 🔗 DEPENDS_ON -> `backend.src.core.auth.config`
   - 📦 **BASE_DIR** (`Variable`)
     - 📝 Base directory for the backend.
   - 📦 **DATABASE_URL** (`Constant`)
@@ -1555,11 +1659,11 @@
     - 📝 SQLAlchemy engine for tasks database.
   - 📦 **auth_engine** (`Variable`)
     - 📝 SQLAlchemy engine for authentication database.
-  - ℂ **SessionLocal** (`Class`)
+  - ℂ **SessionLocal** (`Class`) `[TRIVIAL]`
     - 📝 A session factory for the main mappings database.
-  - ℂ **TasksSessionLocal** (`Class`)
+  - ℂ **TasksSessionLocal** (`Class`) `[TRIVIAL]`
     - 📝 A session factory for the tasks execution database.
-  - ℂ **AuthSessionLocal** (`Class`)
+  - ℂ **AuthSessionLocal** (`Class`) `[TRIVIAL]`
     - 📝 A session factory for the authentication database.
   - ƒ **init_db** (`Function`)
     - 📝 Initializes the database by creating all tables.
@@ -2320,6 +2424,86 @@
     - 📝 Schema for dashboard deployment requests.
   - ℂ **RepoInitRequest** (`Class`)
     - 📝 Schema for repository initialization requests.
+- 📦 **backend.src.api.routes.assistant** (`Module`)
+  - 📝 API routes for LLM assistant command parsing and safe execution orchestration.
+  - 🏗️ Layer: API
+  - 🔒 Invariant: Risky operations are never executed without valid confirmation token.
+  - 🔗 DEPENDS_ON -> `backend.src.core.task_manager`
+  - 🔗 DEPENDS_ON -> `backend.src.models.assistant`
+  - ℂ **AssistantMessageRequest** (`Class`) `[TRIVIAL]`
+    - 📝 Input payload for assistant message endpoint.
+  - ℂ **AssistantAction** (`Class`) `[TRIVIAL]`
+    - 📝 UI action descriptor returned with assistant responses.
+  - ℂ **AssistantMessageResponse** (`Class`)
+    - 📝 Output payload contract for assistant interaction endpoints.
+  - ℂ **ConfirmationRecord** (`Class`)
+    - 📝 In-memory confirmation token model for risky operation dispatch.
+  - ƒ **_append_history** (`Function`)
+    - 📝 Append conversation message to in-memory history buffer.
+  - ƒ **_persist_message** (`Function`)
+    - 📝 Persist assistant/user message record to database.
+  - ƒ **_audit** (`Function`)
+    - 📝 Append in-memory audit record for assistant decision trace.
+  - ƒ **_persist_audit** (`Function`)
+    - 📝 Persist structured assistant audit payload in database.
+  - ƒ **_persist_confirmation** (`Function`)
+    - 📝 Persist confirmation token record to database.
+  - ƒ **_update_confirmation_state** (`Function`)
+    - 📝 Update persistent confirmation token lifecycle state.
+  - ƒ **_load_confirmation_from_db** (`Function`)
+    - 📝 Load confirmation token from database into in-memory model.
+  - ƒ **_ensure_conversation** (`Function`)
+    - 📝 Resolve active conversation id in memory or create a new one.
+  - ƒ **_resolve_or_create_conversation** (`Function`)
+    - 📝 Resolve active conversation using explicit id, memory cache, or persisted history.
+  - ƒ **_cleanup_history_ttl** (`Function`)
+    - 📝 Enforce assistant message retention window by deleting expired rows and in-memory records.
+  - ƒ **_is_conversation_archived** (`Function`)
+    - 📝 Determine archived state for a conversation based on last update timestamp.
+  - ƒ **_coerce_query_bool** (`Function`)
+    - 📝 Normalize bool-like query values for compatibility in direct handler invocations/tests.
+  - ƒ **_extract_id** (`Function`)
+    - 📝 Extract first regex match group from text by ordered pattern list.
+  - ƒ **_resolve_env_id** (`Function`)
+    - 📝 Resolve environment identifier/name token to canonical environment id.
+  - ƒ **_is_production_env** (`Function`)
+    - 📝 Determine whether environment token resolves to production-like target.
+  - ƒ **_resolve_provider_id** (`Function`)
+    - 📝 Resolve provider token to provider id with active/default fallback.
+  - ƒ **_get_default_environment_id** (`Function`)
+    - 📝 Resolve default environment id from settings or first configured environment.
+  - ƒ **_resolve_dashboard_id_by_ref** (`Function`)
+    - 📝 Resolve dashboard id by title or slug reference in selected environment.
+  - ƒ **_parse_command** (`Function`)
+    - 📝 Deterministically parse RU/EN command text into intent payload.
+  - ƒ **_check_any_permission** (`Function`)
+    - 📝 Validate user against alternative permission checks (logical OR).
+  - ƒ **_has_any_permission** (`Function`)
+    - 📝 Check whether user has at least one permission tuple from the provided list.
+  - ƒ **_build_tool_catalog** (`Function`)
+    - 📝 Build current-user tool catalog for LLM planner with operation contracts and defaults.
+  - ƒ **_coerce_intent_entities** (`Function`)
+    - 📝 Normalize intent entity value types from LLM output to route-compatible values.
+  - ƒ **_clarification_text_for_intent** (`Function`)
+    - 📝 Convert technical missing-parameter errors into user-facing clarification prompts.
+  - ƒ **_plan_intent_with_llm** (`Function`)
+    - 📝 Use active LLM provider to select best tool/operation from dynamic catalog.
+  - ƒ **_authorize_intent** (`Function`)
+    - 📝 Validate user permissions for parsed intent before confirmation/dispatch.
+  - ƒ **_dispatch_intent** (`Function`)
+    - 📝 Execute parsed assistant intent via existing task/plugin/git services.
+  - ƒ **send_message** (`Function`)
+    - 📝 Parse assistant command, enforce safety gates, and dispatch executable intent.
+  - ƒ **confirm_operation** (`Function`)
+    - 📝 Execute previously requested risky operation after explicit user confirmation.
+  - ƒ **cancel_operation** (`Function`)
+    - 📝 Cancel pending risky operation and mark confirmation token as cancelled.
+  - ƒ **list_conversations** (`Function`)
+    - 📝 Return paginated conversation list for current user with archived flag and last message preview.
+  - ƒ **get_history** (`Function`)
+    - 📝 Retrieve paginated assistant conversation history for current user.
+  - ƒ **get_assistant_audit** (`Function`)
+    - 📝 Return assistant audit decisions for current user from persistent and in-memory stores.
 - 📦 **storage_routes** (`Module`)
   - 📝 API endpoints for file storage management (backups and repositories).
   - 🏗️ Layer: API
@@ -2349,11 +2533,13 @@
     - 📝 Return paginated unified reports list.
   - ƒ **get_report_detail** (`Function`)
     - 📝 Return one normalized report detail with diagnostics and next actions.
-- 📦 **__init__** (`Module`) `[TRIVIAL]`
-  - 📝 Auto-generated module for backend/src/api/routes/__init__.py
-  - 🏗️ Layer: Unknown
+- 📦 **backend.src.api.routes.__init__** (`Module`)
+  - 📝 Provide lazy route module loading to avoid heavyweight imports during tests.
+  - 🏗️ Layer: API
+  - 🔒 Invariant: Only names listed in __all__ are importable via __getattr__.
+  - 🔗 DEPENDS_ON -> `importlib`
   - ƒ **__getattr__** (`Function`) `[TRIVIAL]`
-    - 📝 Auto-detected function (orphan)
+    - 📝 Lazily import route module by attribute name.
 - 📦 **TasksRouter** (`Module`)
   - 📝 Defines the FastAPI router for task-related endpoints, allowing clients to create, list, and get the status of tasks.
   - 🏗️ Layer: UI (API)
@@ -2386,9 +2572,15 @@
   - 📦 **LastTask** (`DataClass`)
   - 📦 **DashboardItem** (`DataClass`)
   - 📦 **DashboardsResponse** (`DataClass`)
+  - 📦 **DashboardChartItem** (`DataClass`)
+  - 📦 **DashboardDatasetItem** (`DataClass`)
+  - 📦 **DashboardDetailResponse** (`DataClass`)
   - ƒ **get_dashboards** (`Function`)
     - 📝 Fetch list of dashboards from a specific environment with Git status and last task status
     - 🔗 CALLS -> `ResourceService.get_dashboards_with_status`
+  - ƒ **get_dashboard_detail** (`Function`)
+    - 📝 Fetch detailed dashboard info with related charts and datasets
+    - 🔗 CALLS -> `SupersetClient.get_dashboard_detail`
   - 📦 **MigrateRequest** (`DataClass`)
   - 📦 **TaskResponse** (`DataClass`)
   - ƒ **migrate_dashboards** (`Function`)
@@ -2412,6 +2604,8 @@
   - ƒ **test_get_dashboards_with_search** (`Function`)
   - ƒ **test_get_dashboards_env_not_found** (`Function`)
   - ƒ **test_get_dashboards_invalid_pagination** (`Function`)
+  - ƒ **test_get_dashboard_detail_success** (`Function`)
+  - ƒ **test_get_dashboard_detail_env_not_found** (`Function`)
   - ƒ **test_migrate_dashboards_success** (`Function`)
   - ƒ **test_migrate_dashboards_no_ids** (`Function`)
   - ƒ **test_backup_dashboards_success** (`Function`)
@@ -2483,6 +2677,160 @@
     - 📝 Auto-detected function (orphan)
   - ƒ **test_get_report_detail_not_found** (`Function`) `[TRIVIAL]`
     - 📝 Auto-detected function (orphan)
+- 📦 **backend.src.api.routes.__tests__.test_assistant_authz** (`Module`)
+  - 📝 Verify assistant confirmation ownership, expiration, and deny behavior for restricted users.
+  - 🏗️ Layer: UI (API Tests)
+  - 🔒 Invariant: Security-sensitive flows fail closed for unauthorized actors.
+  - 🔗 DEPENDS_ON -> `backend.src.api.routes.assistant`
+  - ƒ **_run_async** (`Function`) `[TRIVIAL]`
+    - 📝 Execute async endpoint handler in synchronous test context.
+  - ℂ **_FakeTask** (`Class`) `[TRIVIAL]`
+    - 📝 Lightweight task model used for assistant authz tests.
+  - ℂ **_FakeTaskManager** (`Class`) `[TRIVIAL]`
+    - 📝 Minimal task manager for deterministic operation creation and lookup.
+  - ℂ **_FakeConfigManager** (`Class`) `[TRIVIAL]`
+    - 📝 Provide deterministic environment aliases required by intent parsing.
+  - ƒ **_admin_user** (`Function`) `[TRIVIAL]`
+    - 📝 Build admin principal fixture.
+  - ƒ **_other_admin_user** (`Function`) `[TRIVIAL]`
+    - 📝 Build second admin principal fixture for ownership tests.
+  - ƒ **_limited_user** (`Function`) `[TRIVIAL]`
+    - 📝 Build limited principal without required assistant execution privileges.
+  - ℂ **_FakeQuery** (`Class`) `[TRIVIAL]`
+    - 📝 Minimal chainable query object for fake DB interactions.
+  - ℂ **_FakeDb** (`Class`) `[TRIVIAL]`
+    - 📝 In-memory session substitute for assistant route persistence calls.
+  - ƒ **_clear_assistant_state** (`Function`) `[TRIVIAL]`
+    - 📝 Reset assistant process-local state between test cases.
+  - ƒ **test_confirmation_owner_mismatch_returns_403** (`Function`)
+    - 📝 Confirm endpoint should reject requests from user that does not own the confirmation token.
+  - ƒ **test_expired_confirmation_cannot_be_confirmed** (`Function`)
+    - 📝 Expired confirmation token should be rejected and not create task.
+  - ƒ **test_limited_user_cannot_launch_restricted_operation** (`Function`)
+    - 📝 Limited user should receive denied state for privileged operation.
+  - ƒ **__init__** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **__init__** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **create_task** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **get_task** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **get_tasks** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **get_environments** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **__init__** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **filter** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **order_by** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **first** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **all** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **limit** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **offset** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **count** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **__init__** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **add** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **merge** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **query** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **commit** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **rollback** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+- 📦 **backend.src.api.routes.__tests__.test_assistant_api** (`Module`)
+  - 📝 Validate assistant API endpoint logic via direct async handler invocation.
+  - 🏗️ Layer: UI (API Tests)
+  - 🔒 Invariant: Every test clears assistant in-memory state before execution.
+  - 🔗 DEPENDS_ON -> `backend.src.api.routes.assistant`
+  - ƒ **_run_async** (`Function`) `[TRIVIAL]`
+    - 📝 Execute async endpoint handler in synchronous test context.
+  - ℂ **_FakeTask** (`Class`) `[TRIVIAL]`
+    - 📝 Lightweight task stub used by assistant API tests.
+  - ℂ **_FakeTaskManager** (`Class`) `[TRIVIAL]`
+    - 📝 Minimal async-compatible TaskManager fixture for deterministic test flows.
+  - ℂ **_FakeConfigManager** (`Class`) `[TRIVIAL]`
+    - 📝 Environment config fixture with dev/prod aliases for parser tests.
+  - ƒ **_admin_user** (`Function`) `[TRIVIAL]`
+    - 📝 Build admin principal fixture.
+  - ƒ **_limited_user** (`Function`) `[TRIVIAL]`
+    - 📝 Build non-admin principal fixture.
+  - ℂ **_FakeQuery** (`Class`) `[TRIVIAL]`
+    - 📝 Minimal chainable query object for fake SQLAlchemy-like DB behavior in tests.
+  - ℂ **_FakeDb** (`Class`) `[TRIVIAL]`
+    - 📝 In-memory fake database implementing subset of Session interface used by assistant routes.
+  - ƒ **_clear_assistant_state** (`Function`) `[TRIVIAL]`
+    - 📝 Reset in-memory assistant registries for isolation between tests.
+  - ƒ **test_unknown_command_returns_needs_clarification** (`Function`)
+    - 📝 Unknown command should return clarification state and unknown intent.
+  - ƒ **test_capabilities_question_returns_successful_help** (`Function`)
+    - 📝 Capability query should return deterministic help response, not clarification.
+  - ƒ **test_non_admin_command_returns_denied** (`Function`)
+    - 📝 Non-admin user must receive denied state for privileged command.
+  - ƒ **test_migration_to_prod_requires_confirmation_and_can_be_confirmed** (`Function`)
+    - 📝 Migration to prod must require confirmation and then start task after explicit confirm.
+  - ƒ **test_status_query_returns_task_status** (`Function`)
+    - 📝 Task status command must surface current status text for existing task id.
+  - ƒ **test_status_query_without_task_id_returns_latest_user_task** (`Function`)
+    - 📝 Status command without explicit task_id should resolve to latest task for current user.
+  - ƒ **test_llm_validation_missing_dashboard_returns_needs_clarification** (`Function`)
+    - 📝 LLM validation command without resolvable dashboard id must request clarification instead of generic failure.
+  - ƒ **test_list_conversations_groups_by_conversation_and_marks_archived** (`Function`)
+    - 📝 Conversations endpoint must group messages and compute archived marker by inactivity threshold.
+  - ƒ **test_history_from_latest_returns_recent_page_first** (`Function`)
+    - 📝 History endpoint from_latest mode must return newest page while preserving chronological order in chunk.
+  - ƒ **test_list_conversations_archived_only_filters_active** (`Function`)
+    - 📝 archived_only mode must return only archived conversations.
+  - ƒ **__init__** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **__init__** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **create_task** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **get_task** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **get_tasks** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **get_environments** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **__init__** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **filter** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **order_by** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **first** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **all** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **count** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **offset** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **limit** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **__init__** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **add** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **merge** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **query** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **commit** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
+  - ƒ **rollback** (`Function`) `[TRIVIAL]`
+    - 📝 Auto-detected function (orphan)
 - 📦 **backend.src.models.config** (`Module`)
   - 📝 Defines database schema for persisted application configuration.
   - 🏗️ Layer: Domain
@@ -2565,6 +2913,17 @@
     - 📝 Auto-detected function (orphan)
   - ƒ **_validate_time_range** (`Function`) `[TRIVIAL]`
     - 📝 Auto-detected function (orphan)
+- 📦 **backend.src.models.assistant** (`Module`)
+  - 📝 SQLAlchemy models for assistant audit trail and confirmation tokens.
+  - 🏗️ Layer: Domain
+  - 🔒 Invariant: Assistant records preserve immutable ids and creation timestamps.
+  - 🔗 DEPENDS_ON -> `backend.src.models.mapping`
+  - ℂ **AssistantAuditRecord** (`Class`)
+    - 📝 Store audit decisions and outcomes produced by assistant command handling.
+  - ℂ **AssistantMessageRecord** (`Class`)
+    - 📝 Persist chat history entries for assistant conversations.
+  - ℂ **AssistantConfirmationRecord** (`Class`)
+    - 📝 Persist risky operation confirmation tokens with lifecycle state.
 - 📦 **backend.src.models.storage** (`Module`) `[TRIVIAL]`
   - 📝 Data models for the storage system.
   - 🏗️ Layer: Domain
@@ -2636,6 +2995,25 @@
       - 📝 Extract resource name from task params
     - ƒ **_extract_resource_type_from_task** (`Function`)
       - 📝 Extract resource type from task params
+- 📦 **backend.src.services.llm_prompt_templates** (`Module`)
+  - 📝 Provide default LLM prompt templates and normalization helpers for runtime usage.
+  - 🏗️ Layer: Domain
+  - 🔒 Invariant: All required prompt template keys are always present after normalization.
+  - 🔗 DEPENDS_ON -> `backend.src.core.config_manager`
+  - 📦 **DEFAULT_LLM_PROMPTS** (`Constant`)
+    - 📝 Default prompt templates used by documentation, dashboard validation, and git commit generation.
+  - 📦 **DEFAULT_LLM_PROVIDER_BINDINGS** (`Constant`)
+    - 📝 Default provider binding per task domain.
+  - 📦 **DEFAULT_LLM_ASSISTANT_SETTINGS** (`Constant`)
+    - 📝 Default planner settings for assistant chat intent model/provider resolution.
+  - ƒ **normalize_llm_settings** (`Function`)
+    - 📝 Ensure llm settings contain stable schema with prompts section and default templates.
+  - ƒ **is_multimodal_model** (`Function`)
+    - 📝 Heuristically determine whether model supports image input required for dashboard validation.
+  - ƒ **resolve_bound_provider_id** (`Function`)
+    - 📝 Resolve provider id configured for a task binding with fallback to default provider.
+  - ƒ **render_prompt** (`Function`)
+    - 📝 Render prompt template using deterministic placeholder replacement with graceful fallback.
 - 📦 **backend.src.services.llm_provider** (`Module`)
   - 📝 Service for managing LLM provider configurations with encrypted API keys.
   - 🏗️ Layer: Domain
@@ -2741,6 +3119,23 @@
       - 📝 Helper to get an initialized SupersetClient for an environment.
     - ƒ **get_suggestions** (`Function`)
       - 📝 Fetches databases from both environments and returns fuzzy matching suggestions.
+- 📦 **backend.src.services.__tests__.test_llm_prompt_templates** (`Module`)
+  - 📝 Validate normalization and rendering behavior for configurable LLM prompt templates.
+  - 🏗️ Layer: Domain Tests
+  - 🔒 Invariant: All required prompt keys remain available after normalization.
+  - 🔗 DEPENDS_ON -> `backend.src.services.llm_prompt_templates`
+  - ƒ **test_normalize_llm_settings_adds_default_prompts** (`Function`)
+    - 📝 Ensure legacy/partial llm settings are expanded with all prompt defaults.
+  - ƒ **test_normalize_llm_settings_keeps_custom_prompt_values** (`Function`)
+    - 📝 Ensure user-customized prompt values are preserved during normalization.
+  - ƒ **test_render_prompt_replaces_known_placeholders** (`Function`)
+    - 📝 Ensure template placeholders are deterministically replaced.
+  - ƒ **test_is_multimodal_model_detects_known_vision_models** (`Function`)
+    - 📝 Ensure multimodal model detection recognizes common vision-capable model names.
+  - ƒ **test_resolve_bound_provider_id_prefers_binding_then_default** (`Function`)
+    - 📝 Verify provider binding resolution priority.
+  - ƒ **test_normalize_llm_settings_keeps_assistant_planner_settings** (`Function`)
+    - 📝 Ensure assistant planner provider/model fields are preserved and normalized.
 - 📦 **backend.src.services.__tests__.test_resource_service** (`Module`)
   - 📝 Unit tests for ResourceService
   - 🏗️ Layer: Service
diff --git a/generate_semantic_map.py b/generate_semantic_map.py
index d07e789..3b00502 100644
--- a/generate_semantic_map.py
+++ b/generate_semantic_map.py
@@ -82,6 +82,12 @@ IGNORE_DIRS = {
 IGNORE_FILES = {
     "package-lock.json", "poetry.lock", "yarn.lock"
 }
+IGNORE_PATH_PREFIXES = {
+    ".ai/shots/"
+}
+IGNORE_EXACT_PATHS = {
+    ".ai/shots"
+}
 OUTPUT_JSON = "semantics/semantic_map.json"
 OUTPUT_COMPRESSED_MD = ".ai/PROJECT_MAP.md"
 OUTPUT_MODULE_MAP_MD = ".ai/MODULE_MAP.md"
@@ -708,6 +714,13 @@ class SemanticMapGenerator:
         with belief_scope("_is_ignored"):
             rel_path = rel_path.replace(os.sep, '/')
 
+            if rel_path in IGNORE_EXACT_PATHS:
+                return True
+
+            for prefix in IGNORE_PATH_PREFIXES:
+                if rel_path.startswith(prefix):
+                    return True
+
             parts = rel_path.split('/')
             for part in parts:
                 if part in IGNORE_DIRS:
diff --git a/semantics/semantic_map.json b/semantics/semantic_map.json
index e6d0161..29681dd 100644
--- a/semantics/semantic_map.json
+++ b/semantics/semantic_map.json
@@ -1,13 +1,13 @@
 {
   "project_root": ".",
-  "generated_at": "2026-02-23T14:44:08.454810",
+  "generated_at": "2026-02-24T12:45:07.793423",
   "modules": [
     {
       "name": "generate_semantic_map",
       "type": "Module",
       "tier": "CRITICAL",
       "start_line": 1,
-      "end_line": 1160,
+      "end_line": 1173,
       "tags": {
         "TIER": "CRITICAL",
         "SEMANTICS": "semantic_analysis, parser, map_generator, compliance_checker, tier_validation, svelte_props, data_flow, module_map",
@@ -138,8 +138,8 @@
           "name": "ComplianceIssue",
           "type": "Class",
           "tier": "TRIVIAL",
-          "start_line": 121,
-          "end_line": 136,
+          "start_line": 127,
+          "end_line": 142,
           "tags": {
             "TIER": "TRIVIAL",
             "PURPOSE": "Represents a single compliance issue with severity."
@@ -156,8 +156,8 @@
           "name": "SemanticEntity",
           "type": "Class",
           "tier": "CRITICAL",
-          "start_line": 139,
-          "end_line": 315,
+          "start_line": 145,
+          "end_line": 321,
           "tags": {
             "TIER": "CRITICAL",
             "PURPOSE": "Represents a code entity (Module, Function, Component) found during parsing.",
@@ -169,8 +169,8 @@
               "name": "__init__",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 144,
-              "end_line": 167,
+              "start_line": 150,
+              "end_line": 173,
               "tags": {
                 "TIER": "STANDARD",
                 "PURPOSE": "Initializes a new SemanticEntity instance.",
@@ -189,8 +189,8 @@
               "name": "get_tier",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 169,
-              "end_line": 181,
+              "start_line": 175,
+              "end_line": 187,
               "tags": {
                 "TIER": "STANDARD",
                 "PURPOSE": "Returns the tier of the entity, defaulting to STANDARD.",
@@ -209,8 +209,8 @@
               "name": "to_dict",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 183,
-              "end_line": 212,
+              "start_line": 189,
+              "end_line": 218,
               "tags": {
                 "TIER": "STANDARD",
                 "PURPOSE": "Serializes the entity to a dictionary for JSON output.",
@@ -229,8 +229,8 @@
               "name": "validate",
               "type": "Function",
               "tier": "CRITICAL",
-              "start_line": 214,
-              "end_line": 278,
+              "start_line": 220,
+              "end_line": 284,
               "tags": {
                 "TIER": "CRITICAL",
                 "PURPOSE": "Checks for semantic compliance based on TIER requirements.",
@@ -250,8 +250,8 @@
               "name": "get_score",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 280,
-              "end_line": 314,
+              "start_line": 286,
+              "end_line": 320,
               "tags": {
                 "TIER": "STANDARD",
                 "PURPOSE": "Calculates a compliance score (0.0 to 1.0) based on tier requirements.",
@@ -277,8 +277,8 @@
           "name": "get_patterns",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 318,
-          "end_line": 353,
+          "start_line": 324,
+          "end_line": 359,
           "tags": {
             "TIER": "STANDARD",
             "PURPOSE": "Returns regex patterns for a specific language.",
@@ -298,8 +298,8 @@
           "name": "extract_svelte_props",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 356,
-          "end_line": 382,
+          "start_line": 362,
+          "end_line": 388,
           "tags": {
             "TIER": "STANDARD",
             "PURPOSE": "Extracts props from Svelte component script section.",
@@ -318,8 +318,8 @@
           "name": "extract_svelte_events",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 385,
-          "end_line": 419,
+          "start_line": 391,
+          "end_line": 425,
           "tags": {
             "TIER": "STANDARD",
             "PURPOSE": "Extracts dispatched events from Svelte component.",
@@ -338,8 +338,8 @@
           "name": "extract_data_flow",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 422,
-          "end_line": 472,
+          "start_line": 428,
+          "end_line": 478,
           "tags": {
             "TIER": "STANDARD",
             "PURPOSE": "Extracts store subscriptions and data flow from Svelte component.",
@@ -358,8 +358,8 @@
           "name": "parse_file",
           "type": "Function",
           "tier": "CRITICAL",
-          "start_line": 475,
-          "end_line": 662,
+          "start_line": 481,
+          "end_line": 668,
           "tags": {
             "TIER": "CRITICAL",
             "PURPOSE": "Parses a single file to extract semantic entities with tier awareness and enhanced Svelte analysis.",
@@ -380,8 +380,8 @@
           "name": "SemanticMapGenerator",
           "type": "Class",
           "tier": "CRITICAL",
-          "start_line": 665,
-          "end_line": 1153,
+          "start_line": 671,
+          "end_line": 1166,
           "tags": {
             "TIER": "CRITICAL",
             "PURPOSE": "Orchestrates the mapping process with tier-based validation.",
@@ -393,8 +393,8 @@
               "name": "__init__",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 670,
-              "end_line": 682,
+              "start_line": 676,
+              "end_line": 688,
               "tags": {
                 "TIER": "STANDARD",
                 "PURPOSE": "Initializes the generator with a root directory.",
@@ -413,8 +413,8 @@
               "name": "_load_gitignore",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 684,
-              "end_line": 700,
+              "start_line": 690,
+              "end_line": 706,
               "tags": {
                 "TIER": "STANDARD",
                 "PURPOSE": "Loads patterns from .gitignore file.",
@@ -433,8 +433,8 @@
               "name": "_is_ignored",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 702,
-              "end_line": 736,
+              "start_line": 708,
+              "end_line": 749,
               "tags": {
                 "TIER": "STANDARD",
                 "PURPOSE": "Checks if a path should be ignored based on .gitignore or hardcoded defaults.",
@@ -453,8 +453,8 @@
               "name": "run",
               "type": "Function",
               "tier": "CRITICAL",
-              "start_line": 738,
-              "end_line": 751,
+              "start_line": 751,
+              "end_line": 764,
               "tags": {
                 "TIER": "CRITICAL",
                 "PURPOSE": "Main execution flow.",
@@ -482,8 +482,8 @@
               "name": "_walk_and_parse",
               "type": "Function",
               "tier": "CRITICAL",
-              "start_line": 753,
-              "end_line": 782,
+              "start_line": 766,
+              "end_line": 795,
               "tags": {
                 "TIER": "CRITICAL",
                 "PURPOSE": "Recursively walks directories and triggers parsing.",
@@ -502,8 +502,8 @@
               "name": "_process_file_results",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 784,
-              "end_line": 813,
+              "start_line": 797,
+              "end_line": 826,
               "tags": {
                 "TIER": "STANDARD",
                 "PURPOSE": "Validates entities and calculates file scores with tier awareness.",
@@ -516,8 +516,8 @@
                   "name": "validate_recursive",
                   "type": "Function",
                   "tier": "STANDARD",
-                  "start_line": 794,
-                  "end_line": 807,
+                  "start_line": 807,
+                  "end_line": 820,
                   "tags": {
                     "TIER": "STANDARD",
                     "PURPOSE": "Recursively validates a list of entities.",
@@ -543,8 +543,8 @@
               "name": "_generate_artifacts",
               "type": "Function",
               "tier": "CRITICAL",
-              "start_line": 815,
-              "end_line": 836,
+              "start_line": 828,
+              "end_line": 849,
               "tags": {
                 "TIER": "CRITICAL",
                 "PURPOSE": "Writes output files with tier-based compliance data.",
@@ -563,8 +563,8 @@
               "name": "_generate_report",
               "type": "Function",
               "tier": "CRITICAL",
-              "start_line": 838,
-              "end_line": 891,
+              "start_line": 851,
+              "end_line": 904,
               "tags": {
                 "TIER": "CRITICAL",
                 "PURPOSE": "Generates the Markdown compliance report with severity levels.",
@@ -583,8 +583,8 @@
               "name": "_collect_issues",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 893,
-              "end_line": 905,
+              "start_line": 906,
+              "end_line": 918,
               "tags": {
                 "TIER": "STANDARD",
                 "PURPOSE": "Helper to collect issues for a specific file from the entity tree.",
@@ -603,8 +603,8 @@
               "name": "_generate_compressed_map",
               "type": "Function",
               "tier": "CRITICAL",
-              "start_line": 907,
-              "end_line": 924,
+              "start_line": 920,
+              "end_line": 937,
               "tags": {
                 "TIER": "CRITICAL",
                 "PURPOSE": "Generates the token-optimized project map with enhanced Svelte details.",
@@ -623,8 +623,8 @@
               "name": "_write_entity_md",
               "type": "Function",
               "tier": "CRITICAL",
-              "start_line": 926,
-              "end_line": 994,
+              "start_line": 939,
+              "end_line": 1007,
               "tags": {
                 "TIER": "CRITICAL",
                 "PURPOSE": "Recursive helper to write entity tree to Markdown with tier badges and enhanced details.",
@@ -643,8 +643,8 @@
               "name": "_generate_module_map",
               "type": "Function",
               "tier": "CRITICAL",
-              "start_line": 996,
-              "end_line": 1151,
+              "start_line": 1009,
+              "end_line": 1164,
               "tags": {
                 "TIER": "CRITICAL",
                 "PURPOSE": "Generates a module-centric map grouping entities by directory structure.",
@@ -657,8 +657,8 @@
                   "name": "_get_module_path",
                   "type": "Function",
                   "tier": "STANDARD",
-                  "start_line": 1008,
-                  "end_line": 1020,
+                  "start_line": 1021,
+                  "end_line": 1033,
                   "tags": {
                     "TIER": "STANDARD",
                     "PURPOSE": "Extracts the module path from a file path.",
@@ -673,22 +673,22 @@
                       {
                         "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
                         "severity": "WARNING",
-                        "line_number": 1008
+                        "line_number": 1021
                       },
                       {
                         "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
                         "severity": "WARNING",
-                        "line_number": 1008
+                        "line_number": 1021
                       },
                       {
                         "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
                         "severity": "WARNING",
-                        "line_number": 1008
+                        "line_number": 1021
                       },
                       {
                         "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
                         "severity": "WARNING",
-                        "line_number": 1008
+                        "line_number": 1021
                       }
                     ],
                     "score": 0.6
@@ -698,8 +698,8 @@
                   "name": "_collect_all_entities",
                   "type": "Function",
                   "tier": "STANDARD",
-                  "start_line": 1022,
-                  "end_line": 1031,
+                  "start_line": 1035,
+                  "end_line": 1044,
                   "tags": {
                     "TIER": "STANDARD",
                     "PURPOSE": "Flattens entity tree for easier grouping.",
@@ -714,22 +714,22 @@
                       {
                         "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
                         "severity": "WARNING",
-                        "line_number": 1022
+                        "line_number": 1035
                       },
                       {
                         "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
                         "severity": "WARNING",
-                        "line_number": 1022
+                        "line_number": 1035
                       },
                       {
                         "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
                         "severity": "WARNING",
-                        "line_number": 1022
+                        "line_number": 1035
                       },
                       {
                         "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
                         "severity": "WARNING",
-                        "line_number": 1022
+                        "line_number": 1035
                       }
                     ],
                     "score": 0.6
@@ -753,8 +753,8 @@
           "name": "to_dict",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 130,
-          "end_line": 130,
+          "start_line": 136,
+          "end_line": 136,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -774,339 +774,6 @@
         "score": 1.0
       }
     },
-    {
-      "name": "TransactionCore",
-      "type": "Module",
-      "tier": "CRITICAL",
-      "start_line": 1,
-      "end_line": 79,
-      "tags": {
-        "TIER": "CRITICAL",
-        "SEMANTICS": "Finance, ACID, Transfer, Ledger",
-        "PURPOSE": "Core banking transaction processor with ACID guarantees.",
-        "LAYER": "Domain (Core)",
-        "INVARIANT": "Negative transfers are strictly forbidden.",
-        "TEST_DATA": "concurrency_lock -> {./fixtures/transactions.json#race_condition}"
-      },
-      "relations": [
-        {
-          "type": "DEPENDS_ON",
-          "target": "[DEF:Infra:PostgresDB]"
-        },
-        {
-          "type": "DEPENDS_ON",
-          "target": "[DEF:Infra:AuditLog]"
-        }
-      ],
-      "children": [
-        {
-          "name": "execute_transfer",
-          "type": "Function",
-          "tier": "STANDARD",
-          "start_line": 26,
-          "end_line": 77,
-          "tags": {
-            "PURPOSE": "Atomically move funds between accounts with audit trails.",
-            "PARAM": "amount (Decimal) - Positive amount to transfer.",
-            "PRE": "amount > 0; sender != receiver; sender_balance >= amount.",
-            "POST": "sender_balance -= amount; receiver_balance += amount; Audit Record Created.",
-            "SIDE_EFFECT": "Database mutation (Rows locked), Audit IO.",
-            "UX_STATE": "Error(System) -> 500 Internal -> UI shows \"Retry later\" toast.",
-            "UX_FEEDBACK": "Triggers specific UI flow for insufficient funds"
-          },
-          "relations": [
-            {
-              "type": "CALLS",
-              "target": "atomic_transaction"
-            }
-          ],
-          "children": [],
-          "compliance": {
-            "valid": true,
-            "issues": [],
-            "score": 1.0
-          }
-        }
-      ],
-      "compliance": {
-        "valid": true,
-        "issues": [],
-        "score": 1.0
-      }
-    },
-    {
-      "name": "PluginExampleShot",
-      "type": "Module",
-      "tier": "STANDARD",
-      "start_line": 1,
-      "end_line": 64,
-      "tags": {
-        "TIER": "STANDARD",
-        "SEMANTICS": "Plugin, Core, Extension",
-        "PURPOSE": "Reference implementation of a plugin following GRACE standards.",
-        "LAYER": "Domain (Business Logic)",
-        "INVARIANT": "get_schema must return valid JSON Schema."
-      },
-      "relations": [
-        {
-          "type": "INHERITS",
-          "target": "PluginBase"
-        }
-      ],
-      "children": [
-        {
-          "name": "get_schema",
-          "type": "Function",
-          "tier": "STANDARD",
-          "start_line": 18,
-          "end_line": 32,
-          "tags": {
-            "PURPOSE": "Defines input validation schema.",
-            "POST": "Returns dict compliant with JSON Schema draft 7."
-          },
-          "relations": [],
-          "children": [],
-          "compliance": {
-            "valid": true,
-            "issues": [
-              {
-                "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
-                "severity": "WARNING",
-                "line_number": 18
-              },
-              {
-                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
-                "severity": "WARNING",
-                "line_number": 18
-              },
-              {
-                "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
-                "severity": "WARNING",
-                "line_number": 18
-              },
-              {
-                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
-                "severity": "WARNING",
-                "line_number": 18
-              }
-            ],
-            "score": 0.5333333333333333
-          }
-        },
-        {
-          "name": "execute",
-          "type": "Function",
-          "tier": "STANDARD",
-          "start_line": 34,
-          "end_line": 62,
-          "tags": {
-            "PURPOSE": "Core plugin logic with structured logging and scope isolation.",
-            "PARAM": "context (TaskContext) - Execution tools (log, progress).",
-            "SIDE_EFFECT": "Emits logs to centralized system."
-          },
-          "relations": [
-            {
-              "type": "BINDS_TO",
-              "target": "context.logger"
-            }
-          ],
-          "children": [],
-          "compliance": {
-            "valid": true,
-            "issues": [
-              {
-                "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
-                "severity": "WARNING",
-                "line_number": 34
-              },
-              {
-                "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
-                "severity": "WARNING",
-                "line_number": 34
-              },
-              {
-                "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
-                "severity": "WARNING",
-                "line_number": 34
-              },
-              {
-                "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
-                "severity": "WARNING",
-                "line_number": 34
-              }
-            ],
-            "score": 0.4666666666666666
-          }
-        },
-        {
-          "name": "id",
-          "type": "Function",
-          "tier": "TRIVIAL",
-          "start_line": 15,
-          "end_line": 15,
-          "tags": {
-            "PURPOSE": "Auto-detected function (orphan)",
-            "TIER": "TRIVIAL"
-          },
-          "relations": [],
-          "children": [],
-          "compliance": {
-            "valid": true,
-            "issues": [],
-            "score": 1.0
-          }
-        }
-      ],
-      "compliance": {
-        "valid": true,
-        "issues": [],
-        "score": 1.0
-      }
-    },
-    {
-      "name": "BackendRouteShot",
-      "type": "Module",
-      "tier": "STANDARD",
-      "start_line": 1,
-      "end_line": 65,
-      "tags": {
-        "TIER": "STANDARD",
-        "SEMANTICS": "Route, Task, API, Async",
-        "PURPOSE": "Reference implementation of a task-based route using GRACE-Poly.",
-        "LAYER": "Interface (API)",
-        "INVARIANT": "TaskManager must be available in dependency graph."
-      },
-      "relations": [
-        {
-          "type": "IMPLEMENTS",
-          "target": "[DEF:Std:API_FastAPI]"
-        }
-      ],
-      "children": [
-        {
-          "name": "create_task",
-          "type": "Function",
-          "tier": "STANDARD",
-          "start_line": 24,
-          "end_line": 63,
-          "tags": {
-            "PURPOSE": "Create and start a new task using TaskManager. Non-blocking.",
-            "PARAM": "task_manager (TaskManager) - Async task executor.",
-            "PRE": "plugin_id must match a registered plugin.",
-            "POST": "A new task is spawned; Task ID returned immediately.",
-            "SIDE_EFFECT": "Writes to DB, Trigger background worker.",
-            "UX_STATE": "Error feedback -> 500 Internal Error"
-          },
-          "relations": [
-            {
-              "type": "CALLS",
-              "target": "task_manager.create_task"
-            }
-          ],
-          "children": [],
-          "compliance": {
-            "valid": true,
-            "issues": [],
-            "score": 1.0
-          }
-        }
-      ],
-      "compliance": {
-        "valid": true,
-        "issues": [],
-        "score": 1.0
-      }
-    },
-    {
-      "name": "FrontendComponentShot",
-      "type": "Component",
-      "tier": "CRITICAL",
-      "start_line": 1,
-      "end_line": 76,
-      "tags": {
-        "TIER": "CRITICAL",
-        "SEMANTICS": "Task, Button, Action, UX",
-        "PURPOSE": "Action button to spawn a new task with full UX feedback cycle.",
-        "LAYER": "UI (Presentation)",
-        "RELATION": "CALLS -> postApi",
-        "INVARIANT": "Must prevent double-submission while loading.",
-        "TEST_DATA": "loading_state -> {\"isLoading\": true}",
-        "UX_STATE": "Error -> Toast notification triggers.",
-        "UX_FEEDBACK": "Toast success/error.",
-        "UX_TEST": "Success -> {api_resolve: 200, expected: toast.success called}"
-      },
-      "relations": [],
-      "children": [
-        {
-          "name": "spawnTask",
-          "type": "Function",
-          "tier": "STANDARD",
-          "start_line": 32,
-          "end_line": 62,
-          "tags": {
-            "PURPOSE": "Execute task creation request and emit user feedback.",
-            "PRE": "plugin_id is resolved and request params are serializable.",
-            "POST": "isLoading is reset and user receives success/error feedback."
-          },
-          "relations": [],
-          "children": [],
-          "compliance": {
-            "valid": true,
-            "issues": [],
-            "score": 1.0
-          }
-        }
-      ],
-      "compliance": {
-        "valid": true,
-        "issues": [],
-        "score": 1.0
-      },
-      "props": [
-        {
-          "name": "plugin_id",
-          "type": "any",
-          "default": "\"\""
-        },
-        {
-          "name": "params",
-          "type": "any",
-          "default": "{}"
-        }
-      ],
-      "data_flow": [
-        {
-          "store": "lib",
-          "type": "READS_FROM",
-          "line": 23
-        },
-        {
-          "store": "lib",
-          "type": "READS_FROM",
-          "line": 24
-        },
-        {
-          "store": "lib",
-          "type": "READS_FROM",
-          "line": 25
-        },
-        {
-          "store": "t",
-          "type": "READS_FROM",
-          "line": 52
-        },
-        {
-          "store": "t",
-          "type": "READS_FROM",
-          "line": 57
-        },
-        {
-          "store": "t",
-          "type": "READS_FROM",
-          "line": 74
-        }
-      ]
-    },
     {
       "name": "DashboardTypes",
       "type": "Module",
@@ -1445,7 +1112,7 @@
       "type": "Module",
       "tier": "STANDARD",
       "start_line": 1,
-      "end_line": 213,
+      "end_line": 214,
       "tags": {
         "TIER": "STANDARD",
         "SEMANTICS": "api, client, fetch, rest",
@@ -1633,7 +1300,7 @@
           "type": "Data",
           "tier": "STANDARD",
           "start_line": 145,
-          "end_line": 211,
+          "end_line": 212,
           "tags": {
             "PURPOSE": "API client object with specific methods."
           },
@@ -1906,6 +1573,121 @@
         "score": 1.0
       }
     },
+    {
+      "name": "assistantChat",
+      "type": "Store",
+      "tier": "STANDARD",
+      "start_line": 1,
+      "end_line": 71,
+      "tags": {
+        "TIER": "STANDARD",
+        "SEMANTICS": "assistant, store, ui-state, conversation",
+        "PURPOSE": "Control assistant chat panel visibility and active conversation binding.",
+        "LAYER": "UI",
+        "INVARIANT": "conversationId persists while panel toggles unless explicitly reset.",
+        "UX_STATE": "Open -> Panel visible and interactive."
+      },
+      "relations": [
+        {
+          "type": "BINDS_TO",
+          "target": "AssistantChatPanel"
+        }
+      ],
+      "children": [
+        {
+          "name": "toggleAssistantChat",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 21,
+          "end_line": 32,
+          "tags": {
+            "PURPOSE": "Toggle assistant panel visibility.",
+            "PRE": "Store is initialized.",
+            "POST": "isOpen value inverted."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 21
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 21
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "openAssistantChat",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 34,
+          "end_line": 45,
+          "tags": {
+            "PURPOSE": "Open assistant panel.",
+            "PRE": "Store is initialized.",
+            "POST": "isOpen = true."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "closeAssistantChat",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 47,
+          "end_line": 58,
+          "tags": {
+            "PURPOSE": "Close assistant panel.",
+            "PRE": "Store is initialized.",
+            "POST": "isOpen = false."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "setAssistantConversationId",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 60,
+          "end_line": 70,
+          "tags": {
+            "PURPOSE": "Bind current conversation id in UI state.",
+            "PRE": "conversationId is string-like identifier.",
+            "POST": "store.conversationId updated."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        }
+      ],
+      "compliance": {
+        "valid": true,
+        "issues": [],
+        "score": 1.0
+      }
+    },
     {
       "name": "taskDrawer",
       "type": "Store",
@@ -2475,6 +2257,64 @@
         "score": 1.0
       }
     },
+    {
+      "name": "frontend.src.lib.stores.__tests__.assistantChat",
+      "type": "Module",
+      "tier": "STANDARD",
+      "start_line": 1,
+      "end_line": 59,
+      "tags": {
+        "TIER": "STANDARD",
+        "SEMANTICS": "test, store, assistant, toggle, conversation",
+        "PURPOSE": "Validate assistant chat store visibility and conversation binding transitions.",
+        "LAYER": "UI Tests",
+        "INVARIANT": "Each test starts from default closed state."
+      },
+      "relations": [
+        {
+          "type": "DEPENDS_ON",
+          "target": "assistantChatStore"
+        }
+      ],
+      "children": [
+        {
+          "name": "assistantChatStore_tests",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 19,
+          "end_line": 58,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "Group store unit scenarios for assistant panel behavior.",
+            "PRE": "Store can be reset to baseline state in beforeEach hook.",
+            "POST": "Open/close/toggle/conversation transitions are validated."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 19
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 19
+              }
+            ],
+            "score": 0.8
+          }
+        }
+      ],
+      "compliance": {
+        "valid": true,
+        "issues": [],
+        "score": 1.0
+      }
+    },
     {
       "name": "navigation",
       "type": "Mock",
@@ -2673,6 +2513,183 @@
         "score": 1.0
       }
     },
+    {
+      "name": "frontend.src.lib.api.assistant",
+      "type": "Module",
+      "tier": "STANDARD",
+      "start_line": 1,
+      "end_line": 78,
+      "tags": {
+        "TIER": "STANDARD",
+        "SEMANTICS": "assistant, api, client, chat, confirmation",
+        "PURPOSE": "API client wrapper for assistant chat, confirmation actions, and history retrieval.",
+        "LAYER": "Infra-API",
+        "INVARIANT": "All assistant requests must use requestApi wrapper (no native fetch)."
+      },
+      "relations": [
+        {
+          "type": "DEPENDS_ON",
+          "target": "frontend.src.lib.api.api_module"
+        }
+      ],
+      "children": [
+        {
+          "name": "sendAssistantMessage",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 11,
+          "end_line": 18,
+          "tags": {
+            "PURPOSE": "Send a user message to assistant orchestrator endpoint.",
+            "PRE": "payload.message is a non-empty string.",
+            "POST": "Returns assistant response object with deterministic state."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 11
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 11
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "confirmAssistantOperation",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 20,
+          "end_line": 27,
+          "tags": {
+            "PURPOSE": "Confirm a pending risky assistant operation.",
+            "PRE": "confirmationId references an existing pending token.",
+            "POST": "Returns execution response (started/success/failed)."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 20
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 20
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "cancelAssistantOperation",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 29,
+          "end_line": 36,
+          "tags": {
+            "PURPOSE": "Cancel a pending risky assistant operation.",
+            "PRE": "confirmationId references an existing pending token.",
+            "POST": "Operation is cancelled and cannot be executed by this token."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 29
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 29
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "getAssistantHistory",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 38,
+          "end_line": 52,
+          "tags": {
+            "PURPOSE": "Retrieve paginated assistant conversation history.",
+            "PRE": "page/pageSize are positive integers.",
+            "POST": "Returns a paginated payload with history items."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 38
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 38
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "getAssistantConversations",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 54,
+          "end_line": 77,
+          "tags": {
+            "PURPOSE": "Retrieve paginated conversation list for assistant sidebar/history switcher.",
+            "PRE": "page/pageSize are positive integers.",
+            "POST": "Returns paginated conversation summaries."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 54
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 54
+              }
+            ],
+            "score": 0.8
+          }
+        }
+      ],
+      "compliance": {
+        "valid": true,
+        "issues": [],
+        "score": 1.0
+      }
+    },
     {
       "name": "Select",
       "type": "Component",
@@ -3016,6 +3033,700 @@
         "score": 1.0
       }
     },
+    {
+      "name": "AssistantChatPanel",
+      "type": "Component",
+      "tier": "CRITICAL",
+      "start_line": 1,
+      "end_line": 556,
+      "tags": {
+        "TIER": "CRITICAL",
+        "PURPOSE": "Slide-out assistant chat panel for natural language command execution and task tracking.",
+        "LAYER": "UI",
+        "RELATION": "DISPATCHES -> taskDrawerStore",
+        "SEMANTICS": "assistant-chat, confirmation, long-running-task, progress-tracking",
+        "INVARIANT": "Risky operations are executed only through explicit confirm action.",
+        "UX_STATE": "Error -> Failed action rendered as assistant failed message.",
+        "UX_FEEDBACK": "Started operation surfaces task_id and quick action to open task drawer.",
+        "UX_RECOVERY": "User can retry command or action from input and action buttons.",
+        "UX_TEST": "NeedsConfirmation -> {click: confirm action, expected: started response with task_id}"
+      },
+      "relations": [],
+      "children": [
+        {
+          "name": "loadHistory",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 67,
+          "end_line": 96,
+          "tags": {
+            "PURPOSE": "Load current conversation history when panel becomes visible.",
+            "PRE": "Panel is open and history request is not already running.",
+            "POST": "messages are populated from persisted history and conversation id is synchronized.",
+            "SIDE_EFFECT": "Performs API call to assistant history endpoint."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 67
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 67
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "loadConversations",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 98,
+          "end_line": 130,
+          "tags": {
+            "PURPOSE": "Load paginated conversation summaries for quick switching UI.",
+            "PRE": "Panel is open and request not already running.",
+            "POST": "conversations list refreshed or appended based on page."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 98
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 98
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "loadOlderMessages",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 132,
+          "end_line": 159,
+          "tags": {
+            "PURPOSE": "Lazy-load older messages for active conversation when user scrolls to top.",
+            "PRE": "History has next page and active conversation is known.",
+            "POST": "Older messages are prepended while preserving order."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 132
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 132
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "appendLocalUserMessage",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 174,
+          "end_line": 191,
+          "tags": {
+            "PURPOSE": "Add optimistic local user message before backend response.",
+            "PRE": "text is non-empty command text.",
+            "POST": "user message appears at the end of messages list."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 174
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 174
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "appendAssistantResponse",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 193,
+          "end_line": 214,
+          "tags": {
+            "PURPOSE": "Normalize and append assistant response payload to chat list.",
+            "PRE": "response follows assistant message response contract.",
+            "POST": "assistant message appended with state/task/actions metadata."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 193
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 193
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "handleSend",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 239,
+          "end_line": 278,
+          "tags": {
+            "PURPOSE": "Submit user command to assistant orchestration API.",
+            "PRE": "input contains a non-empty command and current request is not loading.",
+            "POST": "assistant response is rendered and conversation id is persisted in store.",
+            "SIDE_EFFECT": "Triggers backend command execution pipeline."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 239
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 239
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "selectConversation",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 280,
+          "end_line": 293,
+          "tags": {
+            "PURPOSE": "Switch active chat context to selected conversation item.",
+            "PRE": "conversation carries valid conversation_id.",
+            "POST": "conversationId updated and history reloaded."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 280
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 280
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "startNewConversation",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 295,
+          "end_line": 312,
+          "tags": {
+            "PURPOSE": "Create local empty chat context that will be persisted on first message.",
+            "PRE": "Panel is open.",
+            "POST": "Messages reset and new conversation id bound."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 295
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 295
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "handleAction",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 314,
+          "end_line": 353,
+          "tags": {
+            "PURPOSE": "Execute assistant action button behavior (open task/reports, confirm, cancel).",
+            "PRE": "action object is produced by assistant response contract.",
+            "POST": "UI navigation or follow-up assistant response is appended.",
+            "SIDE_EFFECT": "May navigate routes or call confirm/cancel API endpoints."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 314
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 314
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "handleKeydown",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 355,
+          "end_line": 367,
+          "tags": {
+            "PURPOSE": "Submit command by Enter while preserving multiline input with Shift+Enter.",
+            "PRE": "Keyboard event received from chat input.",
+            "POST": "handleSend is invoked when Enter is pressed without shift modifier."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 355
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 355
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "stateClass",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 369,
+          "end_line": 383,
+          "tags": {
+            "PURPOSE": "Map assistant state to visual badge style class.",
+            "PRE": "state is a nullable assistant state string.",
+            "POST": "Tailwind class string returned for badge rendering."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 369
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 369
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "handleHistoryScroll",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 385,
+          "end_line": 398,
+          "tags": {
+            "PURPOSE": "Trigger lazy history fetch when user scroll reaches top boundary.",
+            "PRE": "Scroll event emitted by history viewport container.",
+            "POST": "loadOlderMessages called when boundary and more pages available."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 385
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 385
+              }
+            ],
+            "score": 0.8
+          }
+        }
+      ],
+      "compliance": {
+        "valid": true,
+        "issues": [],
+        "score": 1.0
+      },
+      "data_flow": [
+        {
+          "store": "app",
+          "type": "READS_FROM",
+          "line": 27
+        },
+        {
+          "store": "lib",
+          "type": "READS_FROM",
+          "line": 28
+        },
+        {
+          "store": "lib",
+          "type": "READS_FROM",
+          "line": 29
+        },
+        {
+          "store": "lib",
+          "type": "READS_FROM",
+          "line": 30
+        },
+        {
+          "store": "lib",
+          "type": "READS_FROM",
+          "line": 35
+        },
+        {
+          "store": "lib",
+          "type": "READS_FROM",
+          "line": 42
+        },
+        {
+          "store": "assistantChatStore",
+          "type": "READS_FROM",
+          "line": 64
+        },
+        {
+          "store": "assistantChatStore",
+          "type": "READS_FROM",
+          "line": 65
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 412
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 417
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 478
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 481
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 499
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 513
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 540
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 549
+        }
+      ]
+    },
+    {
+      "name": "AssistantChatPanel",
+      "type": "Module",
+      "tier": "TRIVIAL",
+      "start_line": 1,
+      "end_line": 556,
+      "tags": {
+        "PURPOSE": "Auto-generated module for frontend/src/lib/components/assistant/AssistantChatPanel.svelte",
+        "TIER": "TRIVIAL",
+        "LAYER": "Unknown"
+      },
+      "relations": [],
+      "children": [
+        {
+          "name": "buildConversationTitle",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 216,
+          "end_line": 216,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "setConversationFilter",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 222,
+          "end_line": 222,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "formatConversationTime",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 232,
+          "end_line": 232,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        }
+      ],
+      "compliance": {
+        "valid": true,
+        "issues": [],
+        "score": 1.0
+      }
+    },
+    {
+      "name": "frontend.src.lib.components.assistant.__tests__.assistant_confirmation_integration",
+      "type": "Module",
+      "tier": "STANDARD",
+      "start_line": 1,
+      "end_line": 50,
+      "tags": {
+        "TIER": "STANDARD",
+        "SEMANTICS": "assistant, confirmation, integration-test, ux",
+        "PURPOSE": "Validate confirm/cancel UX contract bindings in assistant chat panel source.",
+        "LAYER": "UI Tests",
+        "INVARIANT": "Confirm/cancel action handling must remain explicit and confirmation-id bound."
+      },
+      "relations": [
+        {
+          "type": "VERIFIES",
+          "target": "frontend/src/lib/components/assistant/AssistantChatPanel.svelte"
+        }
+      ],
+      "children": [
+        {
+          "name": "assistant_confirmation_contract_tests",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 18,
+          "end_line": 49,
+          "tags": {
+            "PURPOSE": "Assert that confirmation UX flow and API bindings are preserved in chat panel.",
+            "PRE": "Assistant panel source file exists and is readable.",
+            "POST": "Test guarantees explicit confirm/cancel guards and failed-action recovery path."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 18
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 18
+              }
+            ],
+            "score": 0.8
+          }
+        }
+      ],
+      "compliance": {
+        "valid": true,
+        "issues": [],
+        "score": 1.0
+      }
+    },
+    {
+      "name": "frontend.src.lib.components.assistant.__tests__.assistant_chat_integration",
+      "type": "Module",
+      "tier": "STANDARD",
+      "start_line": 1,
+      "end_line": 87,
+      "tags": {
+        "TIER": "STANDARD",
+        "SEMANTICS": "assistant, integration-test, ux-contract, i18n",
+        "PURPOSE": "Contract-level integration checks for assistant chat panel implementation and localization wiring.",
+        "LAYER": "UI Tests",
+        "INVARIANT": "Critical assistant UX states and action hooks remain present in component source."
+      },
+      "relations": [
+        {
+          "type": "VERIFIES",
+          "target": "frontend/src/lib/components/assistant/AssistantChatPanel.svelte"
+        }
+      ],
+      "children": [
+        {
+          "name": "readJson",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 26,
+          "end_line": 33,
+          "tags": {
+            "PURPOSE": "Read and parse JSON fixture file from disk.",
+            "PRE": "filePath points to existing UTF-8 JSON file.",
+            "POST": "Returns parsed object representation."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 26
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 26
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "assistant_chat_contract_tests",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 35,
+          "end_line": 86,
+          "tags": {
+            "PURPOSE": "Validate assistant chat component contract and locale integration without DOM runtime dependency.",
+            "PRE": "Component and locale files exist in expected paths.",
+            "POST": "Contract checks guarantee assistant UI anchors and i18n wiring remain intact.",
+            "TIER": "CRITICAL');",
+            "UX_STATE": "Error');",
+            "UX_FEEDBACK": "Started operation surfaces task_id');",
+            "UX_RECOVERY": "User can retry command');"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 35
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 35
+              }
+            ],
+            "score": 0.8
+          }
+        }
+      ],
+      "compliance": {
+        "valid": true,
+        "issues": [],
+        "score": 1.0
+      }
+    },
     {
       "name": "ReportCard",
       "type": "Component",
@@ -3896,6 +4607,26 @@
           "store": "page",
           "type": "READS_FROM",
           "line": 170
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 204
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 288
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 296
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 299
         }
       ]
     },
@@ -4032,7 +4763,7 @@
       "type": "Component",
       "tier": "CRITICAL",
       "start_line": 1,
-      "end_line": 209,
+      "end_line": 229,
       "tags": {
         "TIER": "CRITICAL",
         "PURPOSE": "Unified top navigation bar with Logo, Search, Activity, and User menu",
@@ -4042,7 +4773,8 @@
         "INVARIANT": "Always visible on non-login pages",
         "UX_STATE": "SearchFocused -> Search input expands",
         "UX_FEEDBACK": "Activity badge shows count of running tasks",
-        "UX_RECOVERY": "Click outside closes dropdowns"
+        "UX_RECOVERY": "Click outside closes dropdowns",
+        "UX_TEST": "ActivityClick -> {click: activity button, expected: task drawer opens}"
       },
       "relations": [],
       "children": [],
@@ -4058,22 +4790,12 @@
         {
           "store": "app",
           "type": "READS_FROM",
-          "line": 18
+          "line": 20
         },
         {
           "store": "lib",
           "type": "READS_FROM",
-          "line": 19
-        },
-        {
-          "store": "lib",
-          "type": "READS_FROM",
-          "line": 24
-        },
-        {
-          "store": "lib",
-          "type": "READS_FROM",
-          "line": 25
+          "line": 21
         },
         {
           "store": "lib",
@@ -4090,40 +4812,90 @@
           "type": "READS_FROM",
           "line": 28
         },
+        {
+          "store": "lib",
+          "type": "READS_FROM",
+          "line": 29
+        },
+        {
+          "store": "lib",
+          "type": "READS_FROM",
+          "line": 30
+        },
+        {
+          "store": "lib",
+          "type": "READS_FROM",
+          "line": 31
+        },
+        {
+          "store": "lib",
+          "type": "READS_FROM",
+          "line": 32
+        },
         {
           "store": "sidebarStore",
           "type": "READS_FROM",
-          "line": 35
+          "line": 39
         },
         {
           "store": "activityStore",
           "type": "READS_FROM",
-          "line": 36
+          "line": 40
         },
         {
           "store": "activityStore",
           "type": "READS_FROM",
-          "line": 37
+          "line": 41
         },
         {
           "store": "auth",
           "type": "READS_FROM",
-          "line": 38
+          "line": 42
         },
         {
           "store": "t",
           "type": "WRITES_TO",
-          "line": 124
+          "line": 109
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 132
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 146
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 147
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 160
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 180
         },
         {
           "store": "t",
           "type": "READS_FROM",
-          "line": 192
+          "line": 198
         },
         {
           "store": "t",
           "type": "READS_FROM",
-          "line": 202
+          "line": 212
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 222
         }
       ]
     },
@@ -4132,7 +4904,7 @@
       "type": "Module",
       "tier": "TRIVIAL",
       "start_line": 1,
-      "end_line": 209,
+      "end_line": 229,
       "tags": {
         "PURPOSE": "Auto-generated module for frontend/src/lib/components/layout/TopNavbar.svelte",
         "TIER": "TRIVIAL",
@@ -4144,8 +4916,8 @@
           "name": "toggleUserMenu",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 40,
-          "end_line": 40,
+          "start_line": 44,
+          "end_line": 44,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -4162,24 +4934,6 @@
           "name": "closeUserMenu",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 45,
-          "end_line": 45,
-          "tags": {
-            "PURPOSE": "Auto-detected function (orphan)",
-            "TIER": "TRIVIAL"
-          },
-          "relations": [],
-          "children": [],
-          "compliance": {
-            "valid": true,
-            "issues": [],
-            "score": 1.0
-          }
-        },
-        {
-          "name": "handleLogout",
-          "type": "Function",
-          "tier": "TRIVIAL",
           "start_line": 49,
           "end_line": 49,
           "tags": {
@@ -4194,12 +4948,30 @@
             "score": 1.0
           }
         },
+        {
+          "name": "handleLogout",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 53,
+          "end_line": 53,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
         {
           "name": "handleActivityClick",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 55,
-          "end_line": 55,
+          "start_line": 59,
+          "end_line": 59,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -4213,25 +4985,7 @@
           }
         },
         {
-          "name": "handleSearchFocus",
-          "type": "Function",
-          "tier": "TRIVIAL",
-          "start_line": 67,
-          "end_line": 67,
-          "tags": {
-            "PURPOSE": "Auto-detected function (orphan)",
-            "TIER": "TRIVIAL"
-          },
-          "relations": [],
-          "children": [],
-          "compliance": {
-            "valid": true,
-            "issues": [],
-            "score": 1.0
-          }
-        },
-        {
-          "name": "handleSearchBlur",
+          "name": "handleAssistantClick",
           "type": "Function",
           "tier": "TRIVIAL",
           "start_line": 71,
@@ -4249,7 +5003,7 @@
           }
         },
         {
-          "name": "handleDocumentClick",
+          "name": "handleSearchFocus",
           "type": "Function",
           "tier": "TRIVIAL",
           "start_line": 75,
@@ -4266,12 +5020,48 @@
             "score": 1.0
           }
         },
+        {
+          "name": "handleSearchBlur",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 79,
+          "end_line": 79,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "handleDocumentClick",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 83,
+          "end_line": 83,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
         {
           "name": "handleHamburgerClick",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 85,
-          "end_line": 85,
+          "start_line": 93,
+          "end_line": 93,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -4352,6 +5142,16 @@
           "store": "page",
           "type": "READS_FROM",
           "line": 23
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 33
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 139
         }
       ]
     },
@@ -4434,12 +5234,12 @@
       "type": "Component",
       "tier": "CRITICAL",
       "start_line": 1,
-      "end_line": 305,
+      "end_line": 311,
       "tags": {
         "TIER": "CRITICAL",
         "PURPOSE": "Global task drawer for monitoring background operations",
         "LAYER": "UI",
-        "RELATION": "BINDS_TO -> taskDrawerStore, WebSocket",
+        "RELATION": "BINDS_TO -> taskDrawerStore, assistantChatStore, WebSocket",
         "SEMANTICS": "TaskLogViewer",
         "INVARIANT": "Drawer shows logs for active task or remains closed",
         "UX_STATE": "InputRequired -> Interactive form rendered in drawer",
@@ -4452,8 +5252,8 @@
           "name": "loadRecentTasks",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 125,
-          "end_line": 144,
+          "start_line": 129,
+          "end_line": 148,
           "tags": {
             "PURPOSE": "Load recent tasks for list mode display",
             "POST": "recentTasks array populated with task list"
@@ -4466,12 +5266,12 @@
               {
                 "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 125
+                "line_number": 129
               },
               {
                 "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 125
+                "line_number": 129
               }
             ],
             "score": 0.7333333333333334
@@ -4481,8 +5281,8 @@
           "name": "selectTask",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 146,
-          "end_line": 156,
+          "start_line": 150,
+          "end_line": 160,
           "tags": {
             "PURPOSE": "Select a task from list to view details"
           },
@@ -4494,32 +5294,32 @@
               {
                 "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 146
+                "line_number": 150
               },
               {
                 "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 146
+                "line_number": 150
               },
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 146
+                "line_number": 150
               },
               {
                 "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 146
+                "line_number": 150
               },
               {
                 "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 146
+                "line_number": 150
               },
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 146
+                "line_number": 150
               }
             ],
             "score": 0.26666666666666655
@@ -4529,8 +5329,8 @@
           "name": "goBackToList",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 158,
-          "end_line": 170,
+          "start_line": 162,
+          "end_line": 174,
           "tags": {
             "PURPOSE": "Return to task list view from task details"
           },
@@ -4542,32 +5342,32 @@
               {
                 "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 158
+                "line_number": 162
               },
               {
                 "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 158
+                "line_number": 162
               },
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 158
+                "line_number": 162
               },
               {
                 "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 158
+                "line_number": 162
               },
               {
                 "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 158
+                "line_number": 162
               },
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 158
+                "line_number": 162
               }
             ],
             "score": 0.26666666666666655
@@ -4588,7 +5388,7 @@
         {
           "store": "lib",
           "type": "READS_FROM",
-          "line": 25
+          "line": 23
         },
         {
           "store": "lib",
@@ -4600,40 +5400,100 @@
           "type": "READS_FROM",
           "line": 27
         },
+        {
+          "store": "lib",
+          "type": "READS_FROM",
+          "line": 28
+        },
         {
           "store": "taskDrawerStore",
           "type": "READS_FROM",
-          "line": 38
-        },
-        {
-          "store": "taskDrawerStore",
-          "type": "WRITES_TO",
-          "line": 39
-        },
-        {
-          "store": "taskDrawerStore",
-          "type": "WRITES_TO",
           "line": 40
         },
         {
-          "store": "t",
+          "store": "taskDrawerStore",
+          "type": "WRITES_TO",
+          "line": 41
+        },
+        {
+          "store": "taskDrawerStore",
+          "type": "WRITES_TO",
+          "line": 42
+        },
+        {
+          "store": "assistantChatStore",
           "type": "READS_FROM",
+          "line": 44
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 204
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 212
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
           "line": 225
         },
         {
           "store": "t",
           "type": "READS_FROM",
-          "line": 241
+          "line": 231
         },
         {
           "store": "t",
           "type": "READS_FROM",
-          "line": 289
+          "line": 231
         },
         {
           "store": "t",
           "type": "READS_FROM",
-          "line": 298
+          "line": 247
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 252
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 271
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 275
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 281
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 282
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 283
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 295
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 304
         }
       ]
     },
@@ -4642,7 +5502,7 @@
       "type": "Module",
       "tier": "TRIVIAL",
       "start_line": 1,
-      "end_line": 305,
+      "end_line": 311,
       "tags": {
         "PURPOSE": "Auto-generated module for frontend/src/lib/components/layout/TaskDrawer.svelte",
         "TIER": "TRIVIAL",
@@ -4654,8 +5514,8 @@
           "name": "handleClose",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 53,
-          "end_line": 53,
+          "start_line": 57,
+          "end_line": 57,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -4672,8 +5532,8 @@
           "name": "goToReportsPage",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 58,
-          "end_line": 58,
+          "start_line": 62,
+          "end_line": 62,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -4690,8 +5550,8 @@
           "name": "handleOverlayClick",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 64,
-          "end_line": 64,
+          "start_line": 68,
+          "end_line": 68,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -4708,8 +5568,8 @@
           "name": "connectWebSocket",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 71,
-          "end_line": 71,
+          "start_line": 75,
+          "end_line": 75,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -4726,8 +5586,8 @@
           "name": "disconnectWebSocket",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 118,
-          "end_line": 118,
+          "start_line": 122,
+          "end_line": 122,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -4895,7 +5755,7 @@
       "type": "Module",
       "tier": "STANDARD",
       "start_line": 16,
-      "end_line": 77,
+      "end_line": 79,
       "tags": {
         "TIER": "STANDARD",
         "SEMANTICS": "app-layout, auth-gating, navigation-shell",
@@ -4917,7 +5777,7 @@
       "type": "Page",
       "tier": "CRITICAL",
       "start_line": 1,
-      "end_line": 780,
+      "end_line": 783,
       "tags": {
         "TIER": "CRITICAL",
         "PURPOSE": "Dataset Hub - Dedicated hub for datasets with mapping progress",
@@ -4941,7 +5801,7 @@
       "type": "Module",
       "tier": "TRIVIAL",
       "start_line": 1,
-      "end_line": 780,
+      "end_line": 783,
       "tags": {
         "PURPOSE": "Auto-generated module for frontend/src/routes/datasets/+page.svelte",
         "TIER": "TRIVIAL",
@@ -6551,7 +7411,7 @@
       "type": "Component",
       "tier": "STANDARD",
       "start_line": 1,
-      "end_line": 49,
+      "end_line": 314,
       "tags": {
         "TIER": "STANDARD",
         "SEMANTICS": "admin, llm, settings, provider, configuration",
@@ -6565,14 +7425,131 @@
         "valid": true,
         "issues": [],
         "score": 1.0
-      }
+      },
+      "data_flow": [
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 112
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 115
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 141
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 144
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 151
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 158
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 169
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 175
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 184
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 187
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 194
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 201
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 210
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 218
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 225
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 236
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 243
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 256
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 259
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 266
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 278
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 290
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 307
+        }
+      ]
     },
     {
       "name": "+page",
       "type": "Module",
       "tier": "TRIVIAL",
       "start_line": 1,
-      "end_line": 49,
+      "end_line": 314,
       "tags": {
         "PURPOSE": "Auto-generated module for frontend/src/routes/admin/settings/llm/+page.svelte",
         "TIER": "TRIVIAL",
@@ -6580,12 +7557,66 @@
       },
       "relations": [],
       "children": [
+        {
+          "name": "isMultimodalModel",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 47,
+          "end_line": 47,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "getProviderById",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 61,
+          "end_line": 61,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
         {
           "name": "fetchProviders",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 18,
-          "end_line": 18,
+          "start_line": 66,
+          "end_line": 66,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "saveSettings",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 91,
+          "end_line": 91,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -6980,6 +8011,31 @@
           "type": "READS_FROM",
           "line": 200
         },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 205
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 219
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 223
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 227
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 252
+        },
         {
           "store": "t",
           "type": "WRITES_TO",
@@ -6994,6 +8050,56 @@
           "store": "t",
           "type": "READS_FROM",
           "line": 280
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 286
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 295
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 300
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 308
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 317
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 332
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 338
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 340
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 354
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 364
         }
       ]
     },
@@ -7124,6 +8230,41 @@
           "store": "lib",
           "type": "READS_FROM",
           "line": 19
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 109
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 119
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 122
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 126
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 132
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 145
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 170
         }
       ]
     },
@@ -7393,7 +8534,7 @@
       "type": "Page",
       "tier": "CRITICAL",
       "start_line": 1,
-      "end_line": 717,
+      "end_line": 964,
       "tags": {
         "TIER": "CRITICAL",
         "PURPOSE": "Consolidated Settings Page - All settings in one place with tabbed navigation",
@@ -7417,7 +8558,7 @@
       "type": "Module",
       "tier": "TRIVIAL",
       "start_line": 1,
-      "end_line": 717,
+      "end_line": 964,
       "tags": {
         "PURPOSE": "Auto-generated module for frontend/src/routes/settings/+page.svelte",
         "TIER": "TRIVIAL",
@@ -7429,8 +8570,80 @@
           "name": "loadSettings",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 51,
-          "end_line": 51,
+          "start_line": 65,
+          "end_line": 65,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "normalizeLlmSettings",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 80,
+          "end_line": 80,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "isMultimodalModel",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 103,
+          "end_line": 103,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "getProviderById",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 117,
+          "end_line": 117,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "isDashboardValidationBindingValid",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 122,
+          "end_line": 122,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -7447,8 +8660,8 @@
           "name": "handleTabChange",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 66,
-          "end_line": 66,
+          "start_line": 130,
+          "end_line": 130,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -7465,8 +8678,8 @@
           "name": "getTabClass",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 71,
-          "end_line": 71,
+          "start_line": 135,
+          "end_line": 135,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -7483,8 +8696,8 @@
           "name": "handleSave",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 78,
-          "end_line": 78,
+          "start_line": 142,
+          "end_line": 142,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -7501,8 +8714,8 @@
           "name": "handleTestEnv",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 93,
-          "end_line": 93,
+          "start_line": 158,
+          "end_line": 158,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -7519,8 +8732,8 @@
           "name": "editEnv",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 112,
-          "end_line": 112,
+          "start_line": 177,
+          "end_line": 177,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -7537,8 +8750,8 @@
           "name": "resetEnvForm",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 123,
-          "end_line": 123,
+          "start_line": 188,
+          "end_line": 188,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -7555,8 +8768,8 @@
           "name": "handleAddOrUpdateEnv",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 139,
-          "end_line": 139,
+          "start_line": 204,
+          "end_line": 204,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -7573,8 +8786,8 @@
           "name": "handleDeleteEnv",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 172,
-          "end_line": 172,
+          "start_line": 237,
+          "end_line": 237,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -7932,6 +9145,31 @@
           "store": "lib",
           "type": "READS_FROM",
           "line": 14
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 67
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 70
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 82
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 84
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 88
         }
       ]
     },
@@ -9739,6 +10977,11 @@
           "store": "props",
           "type": "WRITES_TO",
           "line": 22
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 26
         }
       ]
     },
@@ -9989,6 +11232,51 @@
           "type": "WRITES_TO",
           "line": 24
         },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 29
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 30
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 31
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 32
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 33
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 37
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 38
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 39
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 40
+        },
         {
           "store": "derived",
           "type": "WRITES_TO",
@@ -11116,7 +12404,7 @@
       "type": "Component",
       "tier": "STANDARD",
       "start_line": 1,
-      "end_line": 60,
+      "end_line": 61,
       "tags": {
         "SEMANTICS": "environment, selector, dropdown, migration",
         "PURPOSE": "Provides a UI component for selecting source and target environments.",
@@ -11130,8 +12418,8 @@
           "name": "handleSelect",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 27,
-          "end_line": 39,
+          "start_line": 28,
+          "end_line": 40,
           "tags": {
             "PURPOSE": "Dispatches the selection change event.",
             "PRE": "event.target must be an HTMLSelectElement.",
@@ -11146,12 +12434,12 @@
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 27
+                "line_number": 28
               },
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 27
+                "line_number": 28
               }
             ],
             "score": 0.8
@@ -11176,7 +12464,12 @@
         {
           "store": "props",
           "type": "WRITES_TO",
-          "line": 21
+          "line": 22
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 52
         }
       ]
     },
@@ -11935,6 +13228,16 @@
           "type": "WRITES_TO",
           "line": 32
         },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 34
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 35
+        },
         {
           "store": "t",
           "type": "READS_FROM",
@@ -12077,6 +13380,16 @@
         "success"
       ],
       "data_flow": [
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 34
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 43
+        },
         {
           "store": "t",
           "type": "WRITES_TO",
@@ -12087,6 +13400,16 @@
           "type": "WRITES_TO",
           "line": 73
         },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 73
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 76
+        },
         {
           "store": "t",
           "type": "WRITES_TO",
@@ -12206,6 +13529,21 @@
         "score": 0.85
       },
       "data_flow": [
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 31
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 43
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 47
+        },
         {
           "store": "t",
           "type": "WRITES_TO",
@@ -12375,6 +13713,31 @@
           "type": "READS_FROM",
           "line": 98
         },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 109
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 120
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 122
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 133
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 135
+        },
         {
           "store": "t",
           "type": "WRITES_TO",
@@ -12435,6 +13798,21 @@
           "type": "WRITES_TO",
           "line": 212
         },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 215
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 227
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 229
+        },
         {
           "store": "t",
           "type": "READS_FROM",
@@ -12490,7 +13868,7 @@
       "type": "Component",
       "tier": "STANDARD",
       "start_line": 1,
-      "end_line": 190,
+      "end_line": 191,
       "tags": {
         "SEMANTICS": "debug, tool, api, structure",
         "PURPOSE": "UI component for system diagnostics and debugging API responses.",
@@ -12503,8 +13881,8 @@
           "name": "fetchEnvironments",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 27,
-          "end_line": 41,
+          "start_line": 28,
+          "end_line": 42,
           "tags": {
             "PURPOSE": "Fetches available environments.",
             "PRE": "API is available.",
@@ -12519,12 +13897,12 @@
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 27
+                "line_number": 28
               },
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 27
+                "line_number": 28
               }
             ],
             "score": 0.8
@@ -12534,8 +13912,8 @@
           "name": "handleRunDebug",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 43,
-          "end_line": 84,
+          "start_line": 44,
+          "end_line": 85,
           "tags": {
             "PURPOSE": "Triggers the debug task.",
             "PRE": "Required fields are selected.",
@@ -12550,12 +13928,12 @@
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 43
+                "line_number": 44
               },
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 43
+                "line_number": 44
               }
             ],
             "score": 0.8
@@ -12565,8 +13943,8 @@
           "name": "startPolling",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 86,
-          "end_line": 116,
+          "start_line": 87,
+          "end_line": 117,
           "tags": {
             "PURPOSE": "Polls for task completion.",
             "PRE": "Task ID is valid.",
@@ -12582,12 +13960,12 @@
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 86
+                "line_number": 87
               },
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 86
+                "line_number": 87
               }
             ],
             "score": 0.8
@@ -12604,7 +13982,104 @@
           }
         ],
         "score": 0.85
-      }
+      },
+      "data_flow": [
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 39
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 58
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 68
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 105
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 109
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 124
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 127
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 129
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 130
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 137
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 139
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 146
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 148
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 158
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 160
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 167
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 175
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 175
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 183
+        }
+      ]
     },
     {
       "name": "CommitHistory",
@@ -12698,6 +14173,16 @@
           "type": "WRITES_TO",
           "line": 21
         },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 26
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 27
+        },
         {
           "store": "t",
           "type": "READS_FROM",
@@ -12720,7 +14205,7 @@
       "type": "Component",
       "tier": "STANDARD",
       "start_line": 1,
-      "end_line": 179,
+      "end_line": 180,
       "tags": {
         "SEMANTICS": "deployment, git, environment, modal",
         "PURPOSE": "Modal for deploying a dashboard to a target environment.",
@@ -12734,8 +14219,8 @@
           "name": "loadStatus",
           "type": "Watcher",
           "tier": "STANDARD",
-          "start_line": 33,
-          "end_line": 37,
+          "start_line": 34,
+          "end_line": 38,
           "tags": {},
           "relations": [],
           "children": [],
@@ -12749,8 +14234,8 @@
           "name": "loadEnvironments",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 39,
-          "end_line": 63,
+          "start_line": 40,
+          "end_line": 64,
           "tags": {
             "PURPOSE": "Fetch available environments from API.",
             "POST": "environments state is populated."
@@ -12763,22 +14248,22 @@
               {
                 "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 39
+                "line_number": 40
               },
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 39
+                "line_number": 40
               },
               {
                 "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 39
+                "line_number": 40
               },
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 39
+                "line_number": 40
               }
             ],
             "score": 0.5333333333333333
@@ -12788,8 +14273,8 @@
           "name": "handleDeploy",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 65,
-          "end_line": 92,
+          "start_line": 66,
+          "end_line": 93,
           "tags": {
             "PURPOSE": "Trigger deployment to selected environment.",
             "PRE": "selectedEnv must be set.",
@@ -12803,12 +14288,12 @@
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 65
+                "line_number": 66
               },
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 65
+                "line_number": 66
               }
             ],
             "score": 0.8
@@ -12833,12 +14318,82 @@
         {
           "store": "props",
           "type": "WRITES_TO",
-          "line": 20
+          "line": 21
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 26
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 27
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 28
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 29
         },
         {
           "store": "effect",
           "type": "READS_FROM",
-          "line": 34
+          "line": 35
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 59
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 80
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 102
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 105
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 108
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 115
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 121
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 140
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 168
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 170
         }
       ]
     },
@@ -12939,6 +14494,11 @@
           "store": "props",
           "type": "WRITES_TO",
           "line": 22
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 29
         }
       ]
     },
@@ -12947,7 +14507,7 @@
       "type": "Component",
       "tier": "STANDARD",
       "start_line": 1,
-      "end_line": 268,
+      "end_line": 269,
       "tags": {
         "TIER": "STANDARD",
         "SEMANTICS": "git, commit, modal, version_control, diff",
@@ -12961,8 +14521,8 @@
           "name": "handleGenerateMessage",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 37,
-          "end_line": 60,
+          "start_line": 38,
+          "end_line": 61,
           "tags": {
             "PURPOSE": "Generates a commit message using LLM."
           },
@@ -12974,32 +14534,32 @@
               {
                 "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 37
+                "line_number": 38
               },
               {
                 "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 37
+                "line_number": 38
               },
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 37
+                "line_number": 38
               },
               {
                 "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 37
+                "line_number": 38
               },
               {
                 "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 37
+                "line_number": 38
               },
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 37
+                "line_number": 38
               }
             ],
             "score": 0.26666666666666655
@@ -13009,8 +14569,8 @@
           "name": "loadStatus",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 62,
-          "end_line": 101,
+          "start_line": 63,
+          "end_line": 102,
           "tags": {
             "PURPOSE": "\u0417\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u0442 \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u0441\u0442\u0430\u0442\u0443\u0441 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0438 diff.",
             "PRE": "dashboardId \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u0432\u0430\u043b\u0438\u0434\u043d\u044b\u043c."
@@ -13023,22 +14583,22 @@
               {
                 "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 62
+                "line_number": 63
               },
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 62
+                "line_number": 63
               },
               {
                 "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 62
+                "line_number": 63
               },
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 62
+                "line_number": 63
               }
             ],
             "score": 0.5333333333333333
@@ -13048,8 +14608,8 @@
           "name": "handleCommit",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 103,
-          "end_line": 129,
+          "start_line": 104,
+          "end_line": 130,
           "tags": {
             "PURPOSE": "\u0421\u043e\u0437\u0434\u0430\u0435\u0442 \u043a\u043e\u043c\u043c\u0438\u0442 \u0441 \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u043c \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0435\u043c.",
             "PRE": "message \u043d\u0435 \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u043f\u0443\u0441\u0442\u044b\u043c.",
@@ -13063,12 +14623,12 @@
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 103
+                "line_number": 104
               },
               {
                 "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 103
+                "line_number": 104
               }
             ],
             "score": 0.8
@@ -13087,12 +14647,122 @@
         {
           "store": "props",
           "type": "WRITES_TO",
-          "line": 22
+          "line": 23
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 28
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 29
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 30
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 31
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 32
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 33
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 53
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 56
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 97
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 118
         },
         {
           "store": "effect",
           "type": "READS_FROM",
-          "line": 131
+          "line": 132
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 145
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 154
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 162
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 164
+        },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 171
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 180
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 222
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 229
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 238
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 250
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 261
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 261
         }
       ]
     },
@@ -13291,6 +14961,26 @@
           "type": "WRITES_TO",
           "line": 25
         },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 30
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 31
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 32
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 33
+        },
         {
           "store": "t",
           "type": "READS_FROM",
@@ -13490,11 +15180,91 @@
           "type": "WRITES_TO",
           "line": 33
         },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 38
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 39
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 40
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 42
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 44
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 45
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 46
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 49
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 50
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 51
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 85
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 91
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 113
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 132
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 151
+        },
         {
           "store": "t",
           "type": "WRITES_TO",
           "line": 167
         },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 168
+        },
         {
           "store": "t",
           "type": "READS_FROM",
@@ -13505,11 +15275,21 @@
           "type": "WRITES_TO",
           "line": 191
         },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 196
+        },
         {
           "store": "t",
           "type": "WRITES_TO",
           "line": 200
         },
+        {
+          "store": "t",
+          "type": "WRITES_TO",
+          "line": 202
+        },
         {
           "store": "t",
           "type": "READS_FROM",
@@ -13562,7 +15342,7 @@
       "type": "Component",
       "tier": "STANDARD",
       "start_line": 1,
-      "end_line": 82,
+      "end_line": 86,
       "tags": {
         "TIER": "STANDARD",
         "PURPOSE": "UI component for previewing generated dataset documentation before saving.",
@@ -13587,37 +15367,47 @@
         {
           "store": "props",
           "type": "WRITES_TO",
-          "line": 17
+          "line": 20
+        },
+        {
+          "store": "derived",
+          "type": "WRITES_TO",
+          "line": 22
+        },
+        {
+          "store": "state",
+          "type": "WRITES_TO",
+          "line": 24
         },
         {
           "store": "t",
           "type": "WRITES_TO",
-          "line": 37
+          "line": 41
         },
         {
           "store": "t",
           "type": "WRITES_TO",
-          "line": 40
+          "line": 44
         },
         {
           "store": "t",
           "type": "WRITES_TO",
-          "line": 43
+          "line": 47
         },
         {
           "store": "t",
           "type": "READS_FROM",
-          "line": 68
+          "line": 72
         },
         {
           "store": "t",
           "type": "READS_FROM",
-          "line": 75
+          "line": 79
         },
         {
           "store": "t",
           "type": "READS_FROM",
-          "line": 75
+          "line": 79
         }
       ]
     },
@@ -13626,7 +15416,7 @@
       "type": "Module",
       "tier": "TRIVIAL",
       "start_line": 1,
-      "end_line": 82,
+      "end_line": 86,
       "tags": {
         "PURPOSE": "Auto-generated module for frontend/src/components/llm/DocPreview.svelte",
         "TIER": "TRIVIAL",
@@ -13638,8 +15428,8 @@
           "name": "handleSave",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 22,
-          "end_line": 22,
+          "start_line": 26,
+          "end_line": 26,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -13664,7 +15454,7 @@
       "type": "Component",
       "tier": "STANDARD",
       "start_line": 1,
-      "end_line": 312,
+      "end_line": 351,
       "tags": {
         "TIER": "STANDARD",
         "PURPOSE": "UI form for managing LLM provider configurations.",
@@ -13685,106 +15475,103 @@
         ],
         "score": 0.85
       },
+      "props": [
+        {
+          "name": "providers",
+          "type": "any",
+          "default": "[]"
+        },
+        {
+          "name": "onSave",
+          "type": "any",
+          "default": "() => {}"
+        }
+      ],
       "data_flow": [
         {
-          "store": "props",
+          "store": "t",
           "type": "WRITES_TO",
-          "line": 15
+          "line": 78
         },
         {
           "store": "t",
           "type": "WRITES_TO",
-          "line": 54
+          "line": 87
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 91
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 100
         },
         {
           "store": "t",
           "type": "WRITES_TO",
-          "line": 63
+          "line": 146
         },
         {
           "store": "t",
           "type": "READS_FROM",
-          "line": 67
+          "line": 155
         },
         {
           "store": "t",
           "type": "READS_FROM",
-          "line": 76
+          "line": 167
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 167
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 175
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 190
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 207
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 221
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 236
         },
         {
           "store": "t",
           "type": "WRITES_TO",
-          "line": 122
-        },
-        {
-          "store": "t",
-          "type": "READS_FROM",
-          "line": 130
-        },
-        {
-          "store": "t",
-          "type": "READS_FROM",
-          "line": 140
-        },
-        {
-          "store": "t",
-          "type": "READS_FROM",
-          "line": 140
-        },
-        {
-          "store": "t",
-          "type": "READS_FROM",
-          "line": 148
-        },
-        {
-          "store": "t",
-          "type": "READS_FROM",
-          "line": 163
-        },
-        {
-          "store": "t",
-          "type": "READS_FROM",
-          "line": 180
-        },
-        {
-          "store": "t",
-          "type": "READS_FROM",
-          "line": 194
-        },
-        {
-          "store": "t",
-          "type": "READS_FROM",
-          "line": 209
-        },
-        {
-          "store": "t",
-          "type": "WRITES_TO",
-          "line": 229
-        },
-        {
-          "store": "t",
-          "type": "READS_FROM",
-          "line": 249
-        },
-        {
-          "store": "t",
-          "type": "READS_FROM",
           "line": 256
         },
         {
           "store": "t",
           "type": "READS_FROM",
-          "line": 256
+          "line": 277
         },
         {
           "store": "t",
           "type": "READS_FROM",
-          "line": 262
+          "line": 285
         },
         {
           "store": "t",
           "type": "READS_FROM",
-          "line": 280
+          "line": 285
         },
         {
           "store": "t",
@@ -13794,7 +15581,27 @@
         {
           "store": "t",
           "type": "READS_FROM",
-          "line": 306
+          "line": 310
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 316
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 317
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 330
+        },
+        {
+          "store": "t",
+          "type": "READS_FROM",
+          "line": 345
         }
       ]
     },
@@ -13803,7 +15610,7 @@
       "type": "Module",
       "tier": "TRIVIAL",
       "start_line": 1,
-      "end_line": 312,
+      "end_line": 351,
       "tags": {
         "PURPOSE": "Auto-generated module for frontend/src/components/llm/ProviderConfig.svelte",
         "TIER": "TRIVIAL",
@@ -13812,7 +15619,7 @@
       "relations": [],
       "children": [
         {
-          "name": "resetForm",
+          "name": "isMultimodalModel",
           "type": "Function",
           "tier": "TRIVIAL",
           "start_line": 32,
@@ -13829,12 +15636,30 @@
             "score": 1.0
           }
         },
+        {
+          "name": "resetForm",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 46,
+          "end_line": 46,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
         {
           "name": "handleEdit",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 45,
-          "end_line": 45,
+          "start_line": 59,
+          "end_line": 59,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -13851,8 +15676,8 @@
           "name": "testConnection",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 51,
-          "end_line": 51,
+          "start_line": 75,
+          "end_line": 75,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -13869,8 +15694,8 @@
           "name": "handleSubmit",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 83,
-          "end_line": 83,
+          "start_line": 107,
+          "end_line": 107,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -13887,8 +15712,8 @@
           "name": "toggleActive",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 107,
-          "end_line": 107,
+          "start_line": 131,
+          "end_line": 131,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -13946,6 +15771,64 @@
         "score": 1.0
       }
     },
+    {
+      "name": "frontend.src.components.llm.__tests__.provider_config_integration",
+      "type": "Module",
+      "tier": "STANDARD",
+      "start_line": 1,
+      "end_line": 44,
+      "tags": {
+        "TIER": "STANDARD",
+        "SEMANTICS": "llm, provider-config, integration-test, edit-flow",
+        "PURPOSE": "Protect edit-button interaction contract in LLM provider settings UI.",
+        "LAYER": "UI Tests",
+        "INVARIANT": "Edit action keeps explicit click handler and opens normalized edit form."
+      },
+      "relations": [
+        {
+          "type": "VERIFIES",
+          "target": "frontend/src/components/llm/ProviderConfig.svelte"
+        }
+      ],
+      "children": [
+        {
+          "name": "provider_config_edit_contract_tests",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 18,
+          "end_line": 43,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "Validate edit button handler wiring and normalized edit form state mapping.",
+            "PRE": "ProviderConfig component source exists in expected path.",
+            "POST": "Contract checks ensure edit click cannot degrade into no-op flow."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 18
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use console.log with [ID][STATE] (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 18
+              }
+            ],
+            "score": 0.8
+          }
+        }
+      ],
+      "compliance": {
+        "valid": true,
+        "issues": [],
+        "score": 1.0
+      }
+    },
     {
       "name": "test_auth_debug",
       "type": "Module",
@@ -14045,7 +15928,7 @@
       "type": "Module",
       "tier": "CRITICAL",
       "start_line": 1,
-      "end_line": 274,
+      "end_line": 275,
       "tags": {
         "TIER": "CRITICAL",
         "SEMANTICS": "app, main, entrypoint, fastapi",
@@ -14136,8 +16019,8 @@
           "name": "api.include_routers",
           "type": "Action",
           "tier": "STANDARD",
-          "start_line": 129,
-          "end_line": 133,
+          "start_line": 130,
+          "end_line": 134,
           "tags": {
             "PURPOSE": "Registers all API routers with the FastAPI application.",
             "LAYER": "API",
@@ -14155,8 +16038,8 @@
           "name": "websocket_endpoint",
           "type": "Function",
           "tier": "CRITICAL",
-          "start_line": 135,
-          "end_line": 236,
+          "start_line": 136,
+          "end_line": 237,
           "tags": {
             "PURPOSE": "Provides a WebSocket endpoint for real-time log streaming of a task with server-side filtering.",
             "PRE": "task_id must be a valid task ID.",
@@ -14176,8 +16059,8 @@
           "name": "StaticFiles",
           "type": "Mount",
           "tier": "STANDARD",
-          "start_line": 238,
-          "end_line": 273,
+          "start_line": 239,
+          "end_line": 274,
           "tags": {
             "SEMANTICS": "static, frontend, spa",
             "PURPOSE": "Mounts the frontend build directory to serve static assets."
@@ -14188,8 +16071,8 @@
               "name": "serve_spa",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 245,
-              "end_line": 262,
+              "start_line": 246,
+              "end_line": 263,
               "tags": {
                 "PURPOSE": "Serves the SPA frontend for any path not matched by API routes.",
                 "PRE": "frontend_path exists.",
@@ -14203,17 +16086,17 @@
                   {
                     "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
                     "severity": "WARNING",
-                    "line_number": 245
+                    "line_number": 246
                   },
                   {
                     "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
                     "severity": "WARNING",
-                    "line_number": 245
+                    "line_number": 246
                   },
                   {
                     "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
                     "severity": "WARNING",
-                    "line_number": 245
+                    "line_number": 246
                   }
                 ],
                 "score": 0.7
@@ -14223,8 +16106,8 @@
               "name": "read_root",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 264,
-              "end_line": 272,
+              "start_line": 265,
+              "end_line": 273,
               "tags": {
                 "PURPOSE": "A simple root endpoint to confirm that the API is running when frontend is missing.",
                 "PRE": "None.",
@@ -14267,8 +16150,8 @@
           "name": "matches_filters",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 170,
-          "end_line": 170,
+          "start_line": 171,
+          "end_line": 171,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -15518,7 +17401,7 @@
       "type": "Module",
       "tier": "STANDARD",
       "start_line": 1,
-      "end_line": 557,
+      "end_line": 834,
       "tags": {
         "SEMANTICS": "superset, api, client, rest, http, dashboard, dataset, import, export",
         "PURPOSE": "\u041f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0432\u044b\u0441\u043e\u043a\u043e\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u0434\u043b\u044f \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0441 Superset REST API, \u0438\u043d\u043a\u0430\u043f\u0441\u0443\u043b\u0438\u0440\u0443\u044f \u043b\u043e\u0433\u0438\u043a\u0443 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432, \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u043e\u0448\u0438\u0431\u043e\u043a \u0438 \u043f\u0430\u0433\u0438\u043d\u0430\u0446\u0438\u044e.",
@@ -15541,8 +17424,8 @@
           "name": "SupersetClient",
           "type": "Class",
           "tier": "STANDARD",
-          "start_line": 24,
-          "end_line": 555,
+          "start_line": 25,
+          "end_line": 832,
           "tags": {
             "PURPOSE": "\u041a\u043b\u0430\u0441\u0441-\u043e\u0431\u0451\u0440\u0442\u043a\u0430 \u043d\u0430\u0434 Superset REST API, \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u0439 \u043c\u0435\u0442\u043e\u0434\u044b \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0434\u0430\u0448\u0431\u043e\u0440\u0434\u0430\u043c\u0438 \u0438 \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0430\u043c\u0438."
           },
@@ -15552,8 +17435,8 @@
               "name": "__init__",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 27,
-              "end_line": 53,
+              "start_line": 28,
+              "end_line": 54,
               "tags": {
                 "PURPOSE": "\u0418\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u043a\u043b\u0438\u0435\u043d\u0442, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u043e\u0437\u0434\u0430\u0435\u0442 \u0441\u0435\u0442\u0435\u0432\u043e\u0439 \u043a\u043b\u0438\u0435\u043d\u0442.",
                 "PRE": "`env` \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u0432\u0430\u043b\u0438\u0434\u043d\u044b\u043c \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u043c Environment.",
@@ -15572,8 +17455,8 @@
               "name": "authenticate",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 55,
-              "end_line": 63,
+              "start_line": 56,
+              "end_line": 64,
               "tags": {
                 "PURPOSE": "Authenticates the client using the configured credentials.",
                 "PRE": "self.network must be initialized with valid auth configuration.",
@@ -15592,8 +17475,8 @@
               "name": "headers",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 66,
-              "end_line": 73,
+              "start_line": 67,
+              "end_line": 74,
               "tags": {
                 "PURPOSE": "\u0412\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0431\u0430\u0437\u043e\u0432\u044b\u0435 HTTP-\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0435 \u0441\u0435\u0442\u0435\u0432\u044b\u043c \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u043c.",
                 "PRE": "APIClient is initialized and authenticated.",
@@ -15611,8 +17494,8 @@
               "name": "get_dashboards",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 77,
-              "end_line": 97,
+              "start_line": 78,
+              "end_line": 98,
               "tags": {
                 "PURPOSE": "\u041f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043f\u043e\u043b\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u0434\u0430\u0448\u0431\u043e\u0440\u0434\u043e\u0432, \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044f \u043f\u0430\u0433\u0438\u043d\u0430\u0446\u0438\u044e.",
                 "PARAM": "query (Optional[Dict]) - \u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u0437\u0430\u043f\u0440\u043e\u0441\u0430 \u0434\u043b\u044f API.",
@@ -15632,8 +17515,8 @@
               "name": "get_dashboards_summary",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 99,
-              "end_line": 121,
+              "start_line": 100,
+              "end_line": 122,
               "tags": {
                 "PURPOSE": "Fetches dashboard metadata optimized for the grid.",
                 "PRE": "Client is authenticated.",
@@ -15648,12 +17531,91 @@
                 "score": 1.0
               }
             },
+            {
+              "name": "get_dashboard",
+              "type": "Function",
+              "tier": "STANDARD",
+              "start_line": 124,
+              "end_line": 133,
+              "tags": {
+                "PURPOSE": "Fetches a single dashboard by ID.",
+                "PRE": "Client is authenticated and dashboard_id exists.",
+                "POST": "Returns dashboard payload from Superset API.",
+                "RETURN": "Dict"
+              },
+              "relations": [],
+              "children": [],
+              "compliance": {
+                "valid": true,
+                "issues": [],
+                "score": 1.0
+              }
+            },
+            {
+              "name": "get_chart",
+              "type": "Function",
+              "tier": "STANDARD",
+              "start_line": 135,
+              "end_line": 144,
+              "tags": {
+                "PURPOSE": "Fetches a single chart by ID.",
+                "PRE": "Client is authenticated and chart_id exists.",
+                "POST": "Returns chart payload from Superset API.",
+                "RETURN": "Dict"
+              },
+              "relations": [],
+              "children": [],
+              "compliance": {
+                "valid": true,
+                "issues": [],
+                "score": 1.0
+              }
+            },
+            {
+              "name": "get_dashboard_detail",
+              "type": "Function",
+              "tier": "STANDARD",
+              "start_line": 146,
+              "end_line": 336,
+              "tags": {
+                "PURPOSE": "Fetches detailed dashboard information including related charts and datasets.",
+                "PRE": "Client is authenticated and dashboard_id exists.",
+                "POST": "Returns dashboard metadata with charts and datasets lists.",
+                "RETURN": "Dict"
+              },
+              "relations": [],
+              "children": [],
+              "compliance": {
+                "valid": true,
+                "issues": [],
+                "score": 1.0
+              }
+            },
+            {
+              "name": "_extract_chart_ids_from_layout",
+              "type": "Function",
+              "tier": "STANDARD",
+              "start_line": 338,
+              "end_line": 368,
+              "tags": {
+                "PURPOSE": "Traverses dashboard layout metadata and extracts chart IDs from common keys.",
+                "PRE": "payload can be dict/list/scalar.",
+                "POST": "Returns a set of chart IDs found in nested structures."
+              },
+              "relations": [],
+              "children": [],
+              "compliance": {
+                "valid": true,
+                "issues": [],
+                "score": 1.0
+              }
+            },
             {
               "name": "export_dashboard",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 123,
-              "end_line": 144,
+              "start_line": 370,
+              "end_line": 391,
               "tags": {
                 "PURPOSE": "\u042d\u043a\u0441\u043f\u043e\u0440\u0442\u0438\u0440\u0443\u0435\u0442 \u0434\u0430\u0448\u0431\u043e\u0440\u0434 \u0432 \u0432\u0438\u0434\u0435 ZIP-\u0430\u0440\u0445\u0438\u0432\u0430.",
                 "PARAM": "dashboard_id (int) - ID \u0434\u0430\u0448\u0431\u043e\u0440\u0434\u0430 \u0434\u043b\u044f \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0430.",
@@ -15673,8 +17635,8 @@
               "name": "import_dashboard",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 146,
-              "end_line": 173,
+              "start_line": 393,
+              "end_line": 420,
               "tags": {
                 "PURPOSE": "\u0418\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u0443\u0435\u0442 \u0434\u0430\u0448\u0431\u043e\u0440\u0434 \u0438\u0437 ZIP-\u0444\u0430\u0439\u043b\u0430.",
                 "PARAM": "dash_slug (Optional[str]) - Slug \u0434\u0430\u0448\u0431\u043e\u0440\u0434\u0430 \u0434\u043b\u044f \u043f\u043e\u0438\u0441\u043a\u0430 ID.",
@@ -15694,8 +17656,8 @@
               "name": "delete_dashboard",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 175,
-              "end_line": 189,
+              "start_line": 422,
+              "end_line": 436,
               "tags": {
                 "PURPOSE": "\u0423\u0434\u0430\u043b\u044f\u0435\u0442 \u0434\u0430\u0448\u0431\u043e\u0440\u0434 \u043f\u043e \u0435\u0433\u043e ID \u0438\u043b\u0438 slug.",
                 "PARAM": "dashboard_id (Union[int, str]) - ID \u0438\u043b\u0438 slug \u0434\u0430\u0448\u0431\u043e\u0440\u0434\u0430.",
@@ -15714,8 +17676,8 @@
               "name": "get_datasets",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 195,
-              "end_line": 213,
+              "start_line": 442,
+              "end_line": 460,
               "tags": {
                 "PURPOSE": "\u041f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043f\u043e\u043b\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u043e\u0432, \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044f \u043f\u0430\u0433\u0438\u043d\u0430\u0446\u0438\u044e.",
                 "PARAM": "query (Optional[Dict]) - \u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u0437\u0430\u043f\u0440\u043e\u0441\u0430.",
@@ -15735,8 +17697,8 @@
               "name": "get_datasets_summary",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 215,
-              "end_line": 237,
+              "start_line": 462,
+              "end_line": 484,
               "tags": {
                 "PURPOSE": "Fetches dataset metadata optimized for the Dataset Hub grid.",
                 "PRE": "Client is authenticated.",
@@ -15755,8 +17717,8 @@
               "name": "get_dataset_detail",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 239,
-              "end_line": 319,
+              "start_line": 486,
+              "end_line": 596,
               "tags": {
                 "PURPOSE": "Fetches detailed dataset information including columns and linked dashboards",
                 "PRE": "Client is authenticated and dataset_id exists.",
@@ -15785,8 +17747,8 @@
               "name": "get_dataset",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 321,
-              "end_line": 334,
+              "start_line": 598,
+              "end_line": 611,
               "tags": {
                 "PURPOSE": "\u041f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e \u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u043c \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0435 \u043f\u043e \u0435\u0433\u043e ID.",
                 "PARAM": "dataset_id (int) - ID \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0430.",
@@ -15806,8 +17768,8 @@
               "name": "update_dataset",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 336,
-              "end_line": 355,
+              "start_line": 613,
+              "end_line": 632,
               "tags": {
                 "PURPOSE": "\u041e\u0431\u043d\u043e\u0432\u043b\u044f\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0435 \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0430 \u043f\u043e \u0435\u0433\u043e ID.",
                 "PARAM": "data (Dict) - \u0414\u0430\u043d\u043d\u044b\u0435 \u0434\u043b\u044f \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f.",
@@ -15827,8 +17789,8 @@
               "name": "get_databases",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 361,
-              "end_line": 381,
+              "start_line": 638,
+              "end_line": 658,
               "tags": {
                 "PURPOSE": "\u041f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043f\u043e\u043b\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u0431\u0430\u0437 \u0434\u0430\u043d\u043d\u044b\u0445.",
                 "PARAM": "query (Optional[Dict]) - \u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u0437\u0430\u043f\u0440\u043e\u0441\u0430.",
@@ -15848,8 +17810,8 @@
               "name": "get_database",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 383,
-              "end_line": 396,
+              "start_line": 660,
+              "end_line": 673,
               "tags": {
                 "PURPOSE": "\u041f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e \u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0431\u0430\u0437\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u043e \u0435\u0451 ID.",
                 "PARAM": "database_id (int) - ID \u0431\u0430\u0437\u044b \u0434\u0430\u043d\u043d\u044b\u0445.",
@@ -15869,8 +17831,8 @@
               "name": "get_databases_summary",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 398,
-              "end_line": 415,
+              "start_line": 675,
+              "end_line": 692,
               "tags": {
                 "PURPOSE": "Fetch a summary of databases including uuid, name, and engine.",
                 "PRE": "Client is authenticated.",
@@ -15889,8 +17851,8 @@
               "name": "get_database_by_uuid",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 417,
-              "end_line": 430,
+              "start_line": 694,
+              "end_line": 707,
               "tags": {
                 "PURPOSE": "Find a database by its UUID.",
                 "PARAM": "db_uuid (str) - The UUID of the database.",
@@ -15910,8 +17872,8 @@
               "name": "_resolve_target_id_for_delete",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 436,
-              "end_line": 455,
+              "start_line": 713,
+              "end_line": 732,
               "tags": {
                 "PURPOSE": "Resolves a dashboard ID from either an ID or a slug.",
                 "PRE": "Either dash_id or dash_slug should be provided.",
@@ -15929,8 +17891,8 @@
               "name": "_do_import",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 457,
-              "end_line": 475,
+              "start_line": 734,
+              "end_line": 752,
               "tags": {
                 "PURPOSE": "Performs the actual multipart upload for import.",
                 "PRE": "file_name must be a path to an existing ZIP file.",
@@ -15948,8 +17910,8 @@
               "name": "_validate_export_response",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 477,
-              "end_line": 488,
+              "start_line": 754,
+              "end_line": 765,
               "tags": {
                 "PURPOSE": "Validates that the export response is a non-empty ZIP archive.",
                 "PRE": "response must be a valid requests.Response object.",
@@ -15967,8 +17929,8 @@
               "name": "_resolve_export_filename",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 490,
-              "end_line": 503,
+              "start_line": 767,
+              "end_line": 780,
               "tags": {
                 "PURPOSE": "Determines the filename for an exported dashboard.",
                 "PRE": "response must contain Content-Disposition header or dashboard_id must be provided.",
@@ -15986,8 +17948,8 @@
               "name": "_validate_query_params",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 505,
-              "end_line": 513,
+              "start_line": 782,
+              "end_line": 790,
               "tags": {
                 "PURPOSE": "Ensures query parameters have default page and page_size.",
                 "PRE": "query can be None or a dictionary.",
@@ -16005,8 +17967,8 @@
               "name": "_fetch_total_object_count",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 515,
-              "end_line": 526,
+              "start_line": 792,
+              "end_line": 803,
               "tags": {
                 "PURPOSE": "Fetches the total number of items for a given endpoint.",
                 "PRE": "endpoint must be a valid Superset API path.",
@@ -16024,8 +17986,8 @@
               "name": "_fetch_all_pages",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 528,
-              "end_line": 535,
+              "start_line": 805,
+              "end_line": 812,
               "tags": {
                 "PURPOSE": "Iterates through all pages to collect all data items.",
                 "PRE": "pagination_options must contain base_query, total_count, and results_field.",
@@ -16043,8 +18005,8 @@
               "name": "_validate_import_file",
               "type": "Function",
               "tier": "STANDARD",
-              "start_line": 537,
-              "end_line": 551,
+              "start_line": 814,
+              "end_line": 828,
               "tags": {
                 "PURPOSE": "Validates that the file to be imported is a valid ZIP with metadata.yaml.",
                 "PRE": "zip_path must be a path to a file.",
@@ -16065,16 +18027,70 @@
               {
                 "message": "Missing Mandatory Tag: @TIER (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 24
+                "line_number": 25
               },
               {
                 "message": "Missing Mandatory Tag: @TIER (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 24
+                "line_number": 25
               }
             ],
             "score": 0.7000000000000001
           }
+        },
+        {
+          "name": "extract_dataset_id_from_form_data",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 159,
+          "end_line": 159,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "walk",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 346,
+          "end_line": 346,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "as_bool",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 496,
+          "end_line": 496,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
         }
       ],
       "compliance": {
@@ -16980,7 +18996,7 @@
       "type": "Module",
       "tier": "STANDARD",
       "start_line": 1,
-      "end_line": 67,
+      "end_line": 80,
       "tags": {
         "TIER": "STANDARD",
         "SEMANTICS": "config, models, pydantic",
@@ -17002,8 +19018,8 @@
           "name": "Schedule",
           "type": "DataClass",
           "tier": "STANDARD",
-          "start_line": 13,
-          "end_line": 18,
+          "start_line": 18,
+          "end_line": 23,
           "tags": {
             "PURPOSE": "Represents a backup schedule configuration."
           },
@@ -17019,8 +19035,8 @@
           "name": "Environment",
           "type": "DataClass",
           "tier": "STANDARD",
-          "start_line": 20,
-          "end_line": 32,
+          "start_line": 25,
+          "end_line": 37,
           "tags": {
             "PURPOSE": "Represents a Superset environment configuration."
           },
@@ -17036,8 +19052,8 @@
           "name": "LoggingConfig",
           "type": "DataClass",
           "tier": "STANDARD",
-          "start_line": 34,
-          "end_line": 43,
+          "start_line": 39,
+          "end_line": 48,
           "tags": {
             "PURPOSE": "Defines the configuration for the application's logging system."
           },
@@ -17053,8 +19069,8 @@
           "name": "GlobalSettings",
           "type": "DataClass",
           "tier": "STANDARD",
-          "start_line": 45,
-          "end_line": 58,
+          "start_line": 50,
+          "end_line": 71,
           "tags": {
             "PURPOSE": "Represents global application settings."
           },
@@ -17070,8 +19086,8 @@
           "name": "AppConfig",
           "type": "DataClass",
           "tier": "STANDARD",
-          "start_line": 60,
-          "end_line": 65,
+          "start_line": 73,
+          "end_line": 78,
           "tags": {
             "PURPOSE": "The root configuration model containing all application settings."
           },
@@ -17095,8 +19111,9 @@
       "type": "Module",
       "tier": "STANDARD",
       "start_line": 1,
-      "end_line": 146,
+      "end_line": 151,
       "tags": {
+        "TIER": "STANDARD",
         "SEMANTICS": "database, postgresql, sqlalchemy, session, persistence",
         "PURPOSE": "Configures database connection and session management (PostgreSQL-first).",
         "LAYER": "Core",
@@ -17108,11 +19125,11 @@
           "target": "sqlalchemy"
         },
         {
-          "type": "USES",
+          "type": "DEPENDS_ON",
           "target": "backend.src.models.mapping"
         },
         {
-          "type": "USES",
+          "type": "DEPENDS_ON",
           "target": "backend.src.core.auth.config"
         }
       ],
@@ -17121,8 +19138,8 @@
           "name": "BASE_DIR",
           "type": "Variable",
           "tier": "STANDARD",
-          "start_line": 27,
-          "end_line": 30,
+          "start_line": 29,
+          "end_line": 32,
           "tags": {
             "PURPOSE": "Base directory for the backend."
           },
@@ -17138,8 +19155,8 @@
           "name": "DATABASE_URL",
           "type": "Constant",
           "tier": "STANDARD",
-          "start_line": 32,
-          "end_line": 39,
+          "start_line": 34,
+          "end_line": 41,
           "tags": {
             "PURPOSE": "URL for the main application database."
           },
@@ -17155,8 +19172,8 @@
           "name": "TASKS_DATABASE_URL",
           "type": "Constant",
           "tier": "STANDARD",
-          "start_line": 41,
-          "end_line": 45,
+          "start_line": 43,
+          "end_line": 47,
           "tags": {
             "PURPOSE": "URL for the tasks execution database."
           },
@@ -17172,8 +19189,8 @@
           "name": "AUTH_DATABASE_URL",
           "type": "Constant",
           "tier": "STANDARD",
-          "start_line": 47,
-          "end_line": 50,
+          "start_line": 49,
+          "end_line": 52,
           "tags": {
             "PURPOSE": "URL for the authentication database."
           },
@@ -17189,8 +19206,8 @@
           "name": "engine",
           "type": "Variable",
           "tier": "STANDARD",
-          "start_line": 52,
-          "end_line": 62,
+          "start_line": 54,
+          "end_line": 64,
           "tags": {
             "PURPOSE": "SQLAlchemy engine for mappings database."
           },
@@ -17206,8 +19223,8 @@
           "name": "tasks_engine",
           "type": "Variable",
           "tier": "STANDARD",
-          "start_line": 64,
-          "end_line": 67,
+          "start_line": 66,
+          "end_line": 69,
           "tags": {
             "PURPOSE": "SQLAlchemy engine for tasks database."
           },
@@ -17223,8 +19240,8 @@
           "name": "auth_engine",
           "type": "Variable",
           "tier": "STANDARD",
-          "start_line": 69,
-          "end_line": 72,
+          "start_line": 71,
+          "end_line": 74,
           "tags": {
             "PURPOSE": "SQLAlchemy engine for authentication database."
           },
@@ -17239,10 +19256,11 @@
         {
           "name": "SessionLocal",
           "type": "Class",
-          "tier": "STANDARD",
-          "start_line": 74,
-          "end_line": 78,
+          "tier": "TRIVIAL",
+          "start_line": 76,
+          "end_line": 81,
           "tags": {
+            "TIER": "TRIVIAL",
             "PURPOSE": "A session factory for the main mappings database.",
             "PRE": "engine is initialized."
           },
@@ -17250,28 +19268,18 @@
           "children": [],
           "compliance": {
             "valid": true,
-            "issues": [
-              {
-                "message": "Missing Mandatory Tag: @TIER (required for STANDARD tier)",
-                "severity": "WARNING",
-                "line_number": 74
-              },
-              {
-                "message": "Missing Mandatory Tag: @TIER (required for STANDARD tier)",
-                "severity": "WARNING",
-                "line_number": 74
-              }
-            ],
-            "score": 0.7000000000000001
+            "issues": [],
+            "score": 1.0
           }
         },
         {
           "name": "TasksSessionLocal",
           "type": "Class",
-          "tier": "STANDARD",
-          "start_line": 80,
-          "end_line": 84,
+          "tier": "TRIVIAL",
+          "start_line": 83,
+          "end_line": 88,
           "tags": {
+            "TIER": "TRIVIAL",
             "PURPOSE": "A session factory for the tasks execution database.",
             "PRE": "tasks_engine is initialized."
           },
@@ -17279,28 +19287,18 @@
           "children": [],
           "compliance": {
             "valid": true,
-            "issues": [
-              {
-                "message": "Missing Mandatory Tag: @TIER (required for STANDARD tier)",
-                "severity": "WARNING",
-                "line_number": 80
-              },
-              {
-                "message": "Missing Mandatory Tag: @TIER (required for STANDARD tier)",
-                "severity": "WARNING",
-                "line_number": 80
-              }
-            ],
-            "score": 0.7000000000000001
+            "issues": [],
+            "score": 1.0
           }
         },
         {
           "name": "AuthSessionLocal",
           "type": "Class",
-          "tier": "STANDARD",
-          "start_line": 86,
-          "end_line": 90,
+          "tier": "TRIVIAL",
+          "start_line": 90,
+          "end_line": 95,
           "tags": {
+            "TIER": "TRIVIAL",
             "PURPOSE": "A session factory for the authentication database.",
             "PRE": "auth_engine is initialized."
           },
@@ -17308,27 +19306,16 @@
           "children": [],
           "compliance": {
             "valid": true,
-            "issues": [
-              {
-                "message": "Missing Mandatory Tag: @TIER (required for STANDARD tier)",
-                "severity": "WARNING",
-                "line_number": 86
-              },
-              {
-                "message": "Missing Mandatory Tag: @TIER (required for STANDARD tier)",
-                "severity": "WARNING",
-                "line_number": 86
-              }
-            ],
-            "score": 0.7000000000000001
+            "issues": [],
+            "score": 1.0
           }
         },
         {
           "name": "init_db",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 92,
-          "end_line": 102,
+          "start_line": 97,
+          "end_line": 107,
           "tags": {
             "PURPOSE": "Initializes the database by creating all tables.",
             "PRE": "engine, tasks_engine and auth_engine are initialized.",
@@ -17347,8 +19334,8 @@
           "name": "get_db",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 104,
-          "end_line": 116,
+          "start_line": 109,
+          "end_line": 121,
           "tags": {
             "PURPOSE": "Dependency for getting a database session.",
             "PRE": "SessionLocal is initialized.",
@@ -17367,8 +19354,8 @@
           "name": "get_tasks_db",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 118,
-          "end_line": 130,
+          "start_line": 123,
+          "end_line": 135,
           "tags": {
             "PURPOSE": "Dependency for getting a tasks database session.",
             "PRE": "TasksSessionLocal is initialized.",
@@ -17387,8 +19374,8 @@
           "name": "get_auth_db",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 132,
-          "end_line": 144,
+          "start_line": 137,
+          "end_line": 149,
           "tags": {
             "PURPOSE": "Dependency for getting an authentication database session.",
             "PRE": "AuthSessionLocal is initialized.",
@@ -17407,8 +19394,8 @@
           "name": "_build_engine",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 53,
-          "end_line": 53,
+          "start_line": 55,
+          "end_line": 55,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -17424,14 +19411,8 @@
       ],
       "compliance": {
         "valid": true,
-        "issues": [
-          {
-            "message": "Missing Mandatory Tag: @TIER (required for STANDARD tier)",
-            "severity": "WARNING",
-            "line_number": 1
-          }
-        ],
-        "score": 0.85
+        "issues": [],
+        "score": 1.0
       }
     },
     {
@@ -23127,7 +25108,7 @@
       "type": "Module",
       "tier": "STANDARD",
       "start_line": 1,
-      "end_line": 456,
+      "end_line": 474,
       "tags": {
         "TIER": "STANDARD",
         "SEMANTICS": "git, routes, api, fastapi, repository, deployment",
@@ -23154,8 +25135,8 @@
           "name": "get_git_configs",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 32,
-          "end_line": 44,
+          "start_line": 37,
+          "end_line": 49,
           "tags": {
             "PURPOSE": "List all configured Git servers.",
             "PRE": "Database session `db` is available.",
@@ -23174,8 +25155,8 @@
           "name": "create_git_config",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 46,
-          "end_line": 64,
+          "start_line": 51,
+          "end_line": 69,
           "tags": {
             "PURPOSE": "Register a new Git server configuration.",
             "PRE": "`config` contains valid GitServerConfigCreate data.",
@@ -23195,8 +25176,8 @@
           "name": "delete_git_config",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 66,
-          "end_line": 85,
+          "start_line": 71,
+          "end_line": 90,
           "tags": {
             "PURPOSE": "Remove a Git server configuration.",
             "PRE": "`config_id` corresponds to an existing configuration.",
@@ -23215,8 +25196,8 @@
           "name": "test_git_config",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 87,
-          "end_line": 103,
+          "start_line": 92,
+          "end_line": 108,
           "tags": {
             "PURPOSE": "Validate connection to a Git server using provided credentials.",
             "PRE": "`config` contains provider, url, and pat.",
@@ -23235,8 +25216,8 @@
           "name": "init_repository",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 105,
-          "end_line": 152,
+          "start_line": 110,
+          "end_line": 157,
           "tags": {
             "PURPOSE": "Link a dashboard to a Git repository and perform initial clone/init.",
             "PRE": "`dashboard_id` exists and `init_data` contains valid config_id and remote_url.",
@@ -23255,8 +25236,8 @@
           "name": "get_branches",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 154,
-          "end_line": 170,
+          "start_line": 159,
+          "end_line": 175,
           "tags": {
             "PURPOSE": "List all branches for a dashboard's repository.",
             "PRE": "Repository for `dashboard_id` is initialized.",
@@ -23276,8 +25257,8 @@
           "name": "create_branch",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 172,
-          "end_line": 190,
+          "start_line": 177,
+          "end_line": 195,
           "tags": {
             "PURPOSE": "Create a new branch in the dashboard's repository.",
             "PRE": "`dashboard_id` repository exists and `branch_data` has name and from_branch.",
@@ -23296,8 +25277,8 @@
           "name": "checkout_branch",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 192,
-          "end_line": 210,
+          "start_line": 197,
+          "end_line": 215,
           "tags": {
             "PURPOSE": "Switch the dashboard's repository to a specific branch.",
             "PRE": "`dashboard_id` repository exists and branch `checkout_data.name` exists.",
@@ -23316,8 +25297,8 @@
           "name": "commit_changes",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 212,
-          "end_line": 230,
+          "start_line": 217,
+          "end_line": 235,
           "tags": {
             "PURPOSE": "Stage and commit changes in the dashboard's repository.",
             "PRE": "`dashboard_id` repository exists and `commit_data` has message and files.",
@@ -23336,8 +25317,8 @@
           "name": "push_changes",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 232,
-          "end_line": 248,
+          "start_line": 237,
+          "end_line": 253,
           "tags": {
             "PURPOSE": "Push local commits to the remote repository.",
             "PRE": "`dashboard_id` repository exists and has a remote configured.",
@@ -23356,8 +25337,8 @@
           "name": "pull_changes",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 250,
-          "end_line": 266,
+          "start_line": 255,
+          "end_line": 271,
           "tags": {
             "PURPOSE": "Pull changes from the remote repository.",
             "PRE": "`dashboard_id` repository exists and has a remote configured.",
@@ -23376,8 +25357,8 @@
           "name": "sync_dashboard",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 268,
-          "end_line": 291,
+          "start_line": 273,
+          "end_line": 296,
           "tags": {
             "PURPOSE": "Sync dashboard state from Superset to Git using the GitPlugin.",
             "PRE": "`dashboard_id` is valid; GitPlugin is available.",
@@ -23396,8 +25377,8 @@
           "name": "get_environments",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 293,
-          "end_line": 313,
+          "start_line": 298,
+          "end_line": 318,
           "tags": {
             "PURPOSE": "List all deployment environments.",
             "PRE": "Config manager is accessible.",
@@ -23416,8 +25397,8 @@
           "name": "deploy_dashboard",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 315,
-          "end_line": 338,
+          "start_line": 320,
+          "end_line": 343,
           "tags": {
             "PURPOSE": "Deploy dashboard from Git to a target environment.",
             "PRE": "`dashboard_id` and `deploy_data.environment_id` are valid.",
@@ -23436,8 +25417,8 @@
           "name": "get_history",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 340,
-          "end_line": 358,
+          "start_line": 345,
+          "end_line": 363,
           "tags": {
             "PURPOSE": "View commit history for a dashboard's repository.",
             "PRE": "`dashboard_id` repository exists.",
@@ -23457,8 +25438,8 @@
           "name": "get_repository_status",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 360,
-          "end_line": 376,
+          "start_line": 365,
+          "end_line": 381,
           "tags": {
             "PURPOSE": "Get current Git status for a dashboard repository.",
             "PRE": "`dashboard_id` repository exists.",
@@ -23478,8 +25459,8 @@
           "name": "get_repository_diff",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 378,
-          "end_line": 399,
+          "start_line": 383,
+          "end_line": 404,
           "tags": {
             "PURPOSE": "Get Git diff for a dashboard repository.",
             "PRE": "`dashboard_id` repository exists.",
@@ -23499,8 +25480,8 @@
           "name": "generate_commit_message",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 401,
-          "end_line": 454,
+          "start_line": 406,
+          "end_line": 472,
           "tags": {
             "PURPOSE": "Generate a suggested commit message using LLM.",
             "PRE": "Repository for `dashboard_id` is initialized.",
@@ -24067,7 +26048,7 @@
       "type": "Module",
       "tier": "STANDARD",
       "start_line": 1,
-      "end_line": 376,
+      "end_line": 380,
       "tags": {
         "SEMANTICS": "settings, api, router, fastapi",
         "PURPOSE": "Provides API endpoints for managing application settings and Superset environments.",
@@ -24090,8 +26071,8 @@
           "name": "LoggingConfigResponse",
           "type": "Class",
           "tier": "STANDARD",
-          "start_line": 24,
-          "end_line": 31,
+          "start_line": 25,
+          "end_line": 32,
           "tags": {
             "PURPOSE": "Response model for logging configuration with current task log level.",
             "SEMANTICS": "logging, config, response"
@@ -24104,12 +26085,12 @@
               {
                 "message": "Missing Mandatory Tag: @TIER (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 24
+                "line_number": 25
               },
               {
                 "message": "Missing Mandatory Tag: @TIER (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 24
+                "line_number": 25
               }
             ],
             "score": 0.7000000000000001
@@ -24119,8 +26100,8 @@
           "name": "get_settings",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 35,
-          "end_line": 53,
+          "start_line": 36,
+          "end_line": 55,
           "tags": {
             "PURPOSE": "Retrieves all application settings.",
             "PRE": "Config manager is available.",
@@ -24139,8 +26120,8 @@
           "name": "update_global_settings",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 55,
-          "end_line": 72,
+          "start_line": 57,
+          "end_line": 74,
           "tags": {
             "PURPOSE": "Updates global application settings.",
             "PRE": "New settings are provided.",
@@ -24160,8 +26141,8 @@
           "name": "get_storage_settings",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 74,
-          "end_line": 84,
+          "start_line": 76,
+          "end_line": 86,
           "tags": {
             "PURPOSE": "Retrieves storage-specific settings.",
             "RETURN": "StorageConfig - The storage configuration."
@@ -24174,22 +26155,22 @@
               {
                 "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 74
+                "line_number": 76
               },
               {
                 "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 74
+                "line_number": 76
               },
               {
                 "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 74
+                "line_number": 76
               },
               {
                 "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 74
+                "line_number": 76
               }
             ],
             "score": 0.4666666666666666
@@ -24199,8 +26180,8 @@
           "name": "update_storage_settings",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 86,
-          "end_line": 106,
+          "start_line": 88,
+          "end_line": 108,
           "tags": {
             "PURPOSE": "Updates storage-specific settings.",
             "PARAM": "storage (StorageConfig) - The new storage settings.",
@@ -24215,12 +26196,12 @@
               {
                 "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 86
+                "line_number": 88
               },
               {
                 "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 86
+                "line_number": 88
               }
             ],
             "score": 0.7333333333333334
@@ -24230,8 +26211,8 @@
           "name": "get_environments",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 108,
-          "end_line": 121,
+          "start_line": 110,
+          "end_line": 123,
           "tags": {
             "PURPOSE": "Lists all configured Superset environments.",
             "PRE": "Config manager is available.",
@@ -24250,8 +26231,8 @@
           "name": "add_environment",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 123,
-          "end_line": 148,
+          "start_line": 125,
+          "end_line": 150,
           "tags": {
             "PURPOSE": "Adds a new Superset environment.",
             "PRE": "Environment data is valid and reachable.",
@@ -24271,8 +26252,8 @@
           "name": "update_environment",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 150,
-          "end_line": 184,
+          "start_line": 152,
+          "end_line": 186,
           "tags": {
             "PURPOSE": "Updates an existing Superset environment.",
             "PRE": "ID and valid environment data are provided.",
@@ -24292,8 +26273,8 @@
           "name": "delete_environment",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 186,
-          "end_line": 200,
+          "start_line": 188,
+          "end_line": 202,
           "tags": {
             "PURPOSE": "Deletes a Superset environment.",
             "PRE": "ID is provided.",
@@ -24312,8 +26293,8 @@
           "name": "test_environment_connection",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 202,
-          "end_line": 233,
+          "start_line": 204,
+          "end_line": 235,
           "tags": {
             "PURPOSE": "Tests the connection to a Superset environment.",
             "PRE": "ID is provided.",
@@ -24333,8 +26314,8 @@
           "name": "get_logging_config",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 235,
-          "end_line": 252,
+          "start_line": 237,
+          "end_line": 254,
           "tags": {
             "PURPOSE": "Retrieves current logging configuration.",
             "PRE": "Config manager is available.",
@@ -24353,8 +26334,8 @@
           "name": "update_logging_config",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 254,
-          "end_line": 279,
+          "start_line": 256,
+          "end_line": 281,
           "tags": {
             "PURPOSE": "Updates logging configuration.",
             "PRE": "New logging config is provided.",
@@ -24374,8 +26355,8 @@
           "name": "ConsolidatedSettingsResponse",
           "type": "Class",
           "tier": "STANDARD",
-          "start_line": 281,
-          "end_line": 289,
+          "start_line": 283,
+          "end_line": 291,
           "tags": {},
           "relations": [],
           "children": [],
@@ -24385,22 +26366,22 @@
               {
                 "message": "Missing Mandatory Tag: @PURPOSE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 281
+                "line_number": 283
               },
               {
                 "message": "Missing Mandatory Tag: @TIER (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 281
+                "line_number": 283
               },
               {
                 "message": "Missing Mandatory Tag: @PURPOSE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 281
+                "line_number": 283
               },
               {
                 "message": "Missing Mandatory Tag: @TIER (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 281
+                "line_number": 283
               }
             ],
             "score": 0.39999999999999997
@@ -24410,8 +26391,8 @@
           "name": "get_consolidated_settings",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 291,
-          "end_line": 334,
+          "start_line": 293,
+          "end_line": 338,
           "tags": {
             "PURPOSE": "Retrieves all settings categories in a single call",
             "PRE": "Config manager is available.",
@@ -24430,8 +26411,8 @@
           "name": "update_consolidated_settings",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 336,
-          "end_line": 374,
+          "start_line": 340,
+          "end_line": 378,
           "tags": {
             "PURPOSE": "Bulk update application settings from the consolidated view.",
             "PRE": "User has admin permissions, config is valid.",
@@ -25242,6 +27223,1047 @@
         "score": 1.0
       }
     },
+    {
+      "name": "backend.src.api.routes.assistant",
+      "type": "Module",
+      "tier": "STANDARD",
+      "start_line": 1,
+      "end_line": 1760,
+      "tags": {
+        "TIER": "STANDARD",
+        "SEMANTICS": "api, assistant, chat, command, confirmation",
+        "PURPOSE": "API routes for LLM assistant command parsing and safe execution orchestration.",
+        "LAYER": "API",
+        "INVARIANT": "Risky operations are never executed without valid confirmation token."
+      },
+      "relations": [
+        {
+          "type": "DEPENDS_ON",
+          "target": "backend.src.core.task_manager"
+        },
+        {
+          "type": "DEPENDS_ON",
+          "target": "backend.src.models.assistant"
+        }
+      ],
+      "children": [
+        {
+          "name": "AssistantMessageRequest",
+          "type": "Class",
+          "tier": "TRIVIAL",
+          "start_line": 49,
+          "end_line": 57,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "Input payload for assistant message endpoint.",
+            "PRE": "message length is within accepted bounds.",
+            "POST": "Request object provides message text and optional conversation binding."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "AssistantAction",
+          "type": "Class",
+          "tier": "TRIVIAL",
+          "start_line": 60,
+          "end_line": 69,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "UI action descriptor returned with assistant responses.",
+            "PRE": "type and label are provided by orchestration logic.",
+            "POST": "Action can be rendered as button on frontend."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "AssistantMessageResponse",
+          "type": "Class",
+          "tier": "STANDARD",
+          "start_line": 72,
+          "end_line": 87,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "Output payload contract for assistant interaction endpoints.",
+            "PRE": "Response includes deterministic state and text.",
+            "POST": "Payload may include task_id/confirmation_id/actions for UI follow-up."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "ConfirmationRecord",
+          "type": "Class",
+          "tier": "STANDARD",
+          "start_line": 90,
+          "end_line": 104,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "In-memory confirmation token model for risky operation dispatch.",
+            "PRE": "intent/dispatch/user_id are populated at confirmation request time.",
+            "POST": "Record tracks lifecycle state and expiry timestamp."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "_append_history",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 126,
+          "end_line": 154,
+          "tags": {
+            "PURPOSE": "Append conversation message to in-memory history buffer.",
+            "PRE": "user_id and conversation_id identify target conversation bucket.",
+            "POST": "Message entry is appended to CONVERSATIONS key list."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 126
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 126
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_persist_message",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 157,
+          "end_line": 189,
+          "tags": {
+            "PURPOSE": "Persist assistant/user message record to database.",
+            "PRE": "db session is writable and message payload is serializable.",
+            "POST": "Message row is committed or persistence failure is logged."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 157
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 157
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_audit",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 192,
+          "end_line": 201,
+          "tags": {
+            "PURPOSE": "Append in-memory audit record for assistant decision trace.",
+            "PRE": "payload describes decision/outcome fields.",
+            "POST": "ASSISTANT_AUDIT list for user contains new timestamped entry."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 192
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 192
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_persist_audit",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 204,
+          "end_line": 224,
+          "tags": {
+            "PURPOSE": "Persist structured assistant audit payload in database.",
+            "PRE": "db session is writable and payload is JSON-serializable.",
+            "POST": "Audit row is committed or failure is logged with rollback."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 204
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 204
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_persist_confirmation",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 227,
+          "end_line": 249,
+          "tags": {
+            "PURPOSE": "Persist confirmation token record to database.",
+            "PRE": "record contains id/user/intent/dispatch/expiry fields.",
+            "POST": "Confirmation row exists in persistent storage."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 227
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 227
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_update_confirmation_state",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 252,
+          "end_line": 268,
+          "tags": {
+            "PURPOSE": "Update persistent confirmation token lifecycle state.",
+            "PRE": "confirmation_id references existing row.",
+            "POST": "State and consumed_at fields are updated when applicable."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 252
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 252
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_load_confirmation_from_db",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 271,
+          "end_line": 293,
+          "tags": {
+            "PURPOSE": "Load confirmation token from database into in-memory model.",
+            "PRE": "confirmation_id may or may not exist in storage.",
+            "POST": "Returns ConfirmationRecord when found, otherwise None."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 271
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 271
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_ensure_conversation",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 296,
+          "end_line": 312,
+          "tags": {
+            "PURPOSE": "Resolve active conversation id in memory or create a new one.",
+            "PRE": "user_id identifies current actor.",
+            "POST": "Returns stable conversation id and updates USER_ACTIVE_CONVERSATION."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 296
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 296
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_resolve_or_create_conversation",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 315,
+          "end_line": 341,
+          "tags": {
+            "PURPOSE": "Resolve active conversation using explicit id, memory cache, or persisted history.",
+            "PRE": "user_id and db session are available.",
+            "POST": "Returns conversation id and updates USER_ACTIVE_CONVERSATION cache."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 315
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 315
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_cleanup_history_ttl",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 344,
+          "end_line": 378,
+          "tags": {
+            "PURPOSE": "Enforce assistant message retention window by deleting expired rows and in-memory records.",
+            "PRE": "db session is available and user_id references current actor scope.",
+            "POST": "Messages older than ASSISTANT_MESSAGE_TTL_DAYS are removed from persistence and memory mirrors."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 344
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 344
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_is_conversation_archived",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 381,
+          "end_line": 390,
+          "tags": {
+            "PURPOSE": "Determine archived state for a conversation based on last update timestamp.",
+            "PRE": "updated_at can be null for empty conversations.",
+            "POST": "Returns True when conversation inactivity exceeds archive threshold."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 381
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 381
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_coerce_query_bool",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 393,
+          "end_line": 403,
+          "tags": {
+            "PURPOSE": "Normalize bool-like query values for compatibility in direct handler invocations/tests.",
+            "PRE": "value may be bool, string, or FastAPI Query metadata object.",
+            "POST": "Returns deterministic boolean flag."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 393
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 393
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_extract_id",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 406,
+          "end_line": 416,
+          "tags": {
+            "PURPOSE": "Extract first regex match group from text by ordered pattern list.",
+            "PRE": "patterns contain at least one capture group.",
+            "POST": "Returns first matched token or None."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 406
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 406
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_resolve_env_id",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 419,
+          "end_line": 433,
+          "tags": {
+            "PURPOSE": "Resolve environment identifier/name token to canonical environment id.",
+            "PRE": "config_manager provides environment list.",
+            "POST": "Returns matched environment id or None."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 419
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 419
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_is_production_env",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 436,
+          "end_line": 450,
+          "tags": {
+            "PURPOSE": "Determine whether environment token resolves to production-like target.",
+            "PRE": "config_manager provides environments or token text is provided.",
+            "POST": "Returns True for production/prod synonyms, else False."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 436
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 436
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_resolve_provider_id",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 453,
+          "end_line": 485,
+          "tags": {
+            "PURPOSE": "Resolve provider token to provider id with active/default fallback.",
+            "PRE": "db session can load provider list through LLMProviderService.",
+            "POST": "Returns provider id or None when no providers configured."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 453
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 453
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_get_default_environment_id",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 488,
+          "end_line": 506,
+          "tags": {
+            "PURPOSE": "Resolve default environment id from settings or first configured environment.",
+            "PRE": "config_manager returns environments list.",
+            "POST": "Returns default environment id or None when environment list is empty."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 488
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 488
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_resolve_dashboard_id_by_ref",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 509,
+          "end_line": 548,
+          "tags": {
+            "PURPOSE": "Resolve dashboard id by title or slug reference in selected environment.",
+            "PRE": "dashboard_ref is a non-empty string-like token.",
+            "POST": "Returns dashboard id when uniquely matched, otherwise None."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 509
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 509
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_parse_command",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 551,
+          "end_line": 723,
+          "tags": {
+            "PURPOSE": "Deterministically parse RU/EN command text into intent payload.",
+            "PRE": "message contains raw user text and config manager resolves environments.",
+            "POST": "Returns intent dict with domain/operation/entities/confidence/risk fields."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 551
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 551
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_check_any_permission",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 726,
+          "end_line": 740,
+          "tags": {
+            "PURPOSE": "Validate user against alternative permission checks (logical OR).",
+            "PRE": "checks list contains resource-action tuples.",
+            "POST": "Returns on first successful permission; raises 403-like HTTPException otherwise."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 726
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 726
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_has_any_permission",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 743,
+          "end_line": 753,
+          "tags": {
+            "PURPOSE": "Check whether user has at least one permission tuple from the provided list.",
+            "PRE": "current_user and checks list are valid.",
+            "POST": "Returns True when at least one permission check passes."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 743
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 743
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_build_tool_catalog",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 756,
+          "end_line": 867,
+          "tags": {
+            "PURPOSE": "Build current-user tool catalog for LLM planner with operation contracts and defaults.",
+            "PRE": "current_user is authenticated; config/db are available.",
+            "POST": "Returns list of executable tools filtered by permission and runtime availability."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 756
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 756
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_coerce_intent_entities",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 870,
+          "end_line": 887,
+          "tags": {
+            "PURPOSE": "Normalize intent entity value types from LLM output to route-compatible values.",
+            "PRE": "intent contains entities dict or missing entities.",
+            "POST": "Returned intent has numeric ids coerced where possible and string values stripped."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 870
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 870
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_clarification_text_for_intent",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 890,
+          "end_line": 910,
+          "tags": {
+            "PURPOSE": "Convert technical missing-parameter errors into user-facing clarification prompts.",
+            "PRE": "state was classified as needs_clarification for current intent/error combination.",
+            "POST": "Returned text is human-readable and actionable for target operation."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 890
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 890
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_plan_intent_with_llm",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 913,
+          "end_line": 1018,
+          "tags": {
+            "PURPOSE": "Use active LLM provider to select best tool/operation from dynamic catalog.",
+            "PRE": "tools list contains allowed operations for current user.",
+            "POST": "Returns normalized intent dict when planning succeeds; otherwise None."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 913
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 913
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_authorize_intent",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 1021,
+          "end_line": 1029,
+          "tags": {
+            "PURPOSE": "Validate user permissions for parsed intent before confirmation/dispatch.",
+            "PRE": "intent.operation is present for known assistant command domains.",
+            "POST": "Returns if authorized; raises HTTPException(403) when denied."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 1021
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 1021
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "_dispatch_intent",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 1032,
+          "end_line": 1269,
+          "tags": {
+            "PURPOSE": "Execute parsed assistant intent via existing task/plugin/git services.",
+            "PRE": "intent operation is known and actor permissions are validated per operation.",
+            "POST": "Returns response text, optional task id, and UI actions for follow-up."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 1032
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 1032
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "send_message",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 1273,
+          "end_line": 1430,
+          "tags": {
+            "PURPOSE": "Parse assistant command, enforce safety gates, and dispatch executable intent.",
+            "PRE": "Authenticated user is available and message text is non-empty.",
+            "POST": "Response state is one of clarification/confirmation/started/success/denied/failed.",
+            "RETURN": "AssistantMessageResponse with operation feedback and optional actions."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "confirm_operation",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 1434,
+          "end_line": 1496,
+          "tags": {
+            "PURPOSE": "Execute previously requested risky operation after explicit user confirmation.",
+            "PRE": "confirmation_id exists, belongs to current user, is pending, and not expired.",
+            "POST": "Confirmation state becomes consumed and operation result is persisted in history.",
+            "RETURN": "AssistantMessageResponse with task details when async execution starts."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "cancel_operation",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 1500,
+          "end_line": 1553,
+          "tags": {
+            "PURPOSE": "Cancel pending risky operation and mark confirmation token as cancelled.",
+            "PRE": "confirmation_id exists, belongs to current user, and is still pending.",
+            "POST": "Confirmation becomes cancelled and cannot be executed anymore.",
+            "RETURN": "AssistantMessageResponse confirming cancellation."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "list_conversations",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 1556,
+          "end_line": 1640,
+          "tags": {
+            "PURPOSE": "Return paginated conversation list for current user with archived flag and last message preview.",
+            "PRE": "Authenticated user context and valid pagination params.",
+            "POST": "Conversations are grouped by conversation_id sorted by latest activity descending.",
+            "RETURN": "Dict with items, paging metadata, and archive segmentation counts."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "get_history",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 1644,
+          "end_line": 1715,
+          "tags": {
+            "PURPOSE": "Retrieve paginated assistant conversation history for current user.",
+            "PRE": "Authenticated user is available and page params are valid.",
+            "POST": "Returns persistent messages and mirrored in-memory snapshot for diagnostics.",
+            "RETURN": "Dict with items, paging metadata, and resolved conversation_id."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "get_assistant_audit",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 1719,
+          "end_line": 1758,
+          "tags": {
+            "PURPOSE": "Return assistant audit decisions for current user from persistent and in-memory stores.",
+            "PRE": "User has tasks:READ permission.",
+            "POST": "Audit payload is returned in reverse chronological order from DB.",
+            "RETURN": "Dict with persistent and memory audit slices."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        }
+      ],
+      "compliance": {
+        "valid": true,
+        "issues": [],
+        "score": 1.0
+      }
+    },
     {
       "name": "storage_routes",
       "type": "Module",
@@ -25477,27 +28499,36 @@
       }
     },
     {
-      "name": "__init__",
+      "name": "backend.src.api.routes.__init__",
       "type": "Module",
-      "tier": "TRIVIAL",
+      "tier": "STANDARD",
       "start_line": 1,
-      "end_line": 10,
+      "end_line": 23,
       "tags": {
-        "PURPOSE": "Auto-generated module for backend/src/api/routes/__init__.py",
-        "TIER": "TRIVIAL",
-        "LAYER": "Unknown"
+        "TIER": "STANDARD",
+        "SEMANTICS": "routes, lazy-import, module-registry",
+        "PURPOSE": "Provide lazy route module loading to avoid heavyweight imports during tests.",
+        "LAYER": "API",
+        "INVARIANT": "Only names listed in __all__ are importable via __getattr__."
       },
-      "relations": [],
+      "relations": [
+        {
+          "type": "DEPENDS_ON",
+          "target": "importlib"
+        }
+      ],
       "children": [
         {
           "name": "__getattr__",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 6,
-          "end_line": 6,
+          "start_line": 12,
+          "end_line": 22,
           "tags": {
-            "PURPOSE": "Auto-detected function (orphan)",
-            "TIER": "TRIVIAL"
+            "TIER": "TRIVIAL",
+            "PURPOSE": "Lazily import route module by attribute name.",
+            "PRE": "name is module candidate exposed in __all__.",
+            "POST": "Returns imported submodule or raises AttributeError."
           },
           "relations": [],
           "children": [],
@@ -25519,7 +28550,7 @@
       "type": "Module",
       "tier": "STANDARD",
       "start_line": 1,
-      "end_line": 303,
+      "end_line": 327,
       "tags": {
         "TIER": "STANDARD",
         "SEMANTICS": "api, router, tasks, create, list, get, logs",
@@ -25533,8 +28564,8 @@
           "name": "create_task",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 35,
-          "end_line": 76,
+          "start_line": 41,
+          "end_line": 100,
           "tags": {
             "PURPOSE": "Create and start a new task for a given plugin.",
             "PARAM": "task_manager (TaskManager) - The task manager instance.",
@@ -25554,8 +28585,8 @@
           "name": "list_tasks",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 79,
-          "end_line": 118,
+          "start_line": 103,
+          "end_line": 142,
           "tags": {
             "PURPOSE": "Retrieve a list of tasks with pagination and optional status filter.",
             "PARAM": "task_manager (TaskManager) - The task manager instance.",
@@ -25575,8 +28606,8 @@
           "name": "get_task",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 121,
-          "end_line": 141,
+          "start_line": 145,
+          "end_line": 165,
           "tags": {
             "PURPOSE": "Retrieve the details of a specific task.",
             "PARAM": "task_manager (TaskManager) - The task manager instance.",
@@ -25596,8 +28627,8 @@
           "name": "get_task_logs",
           "type": "Function",
           "tier": "CRITICAL",
-          "start_line": 144,
-          "end_line": 184,
+          "start_line": 168,
+          "end_line": 208,
           "tags": {
             "PURPOSE": "Retrieve logs for a specific task with optional filtering.",
             "PARAM": "task_manager (TaskManager) - The task manager instance.",
@@ -25618,8 +28649,8 @@
           "name": "get_task_log_stats",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 187,
-          "end_line": 207,
+          "start_line": 211,
+          "end_line": 231,
           "tags": {
             "PURPOSE": "Get statistics about logs for a task (counts by level and source).",
             "PARAM": "task_manager (TaskManager) - The task manager instance.",
@@ -25639,8 +28670,8 @@
           "name": "get_task_log_sources",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 210,
-          "end_line": 230,
+          "start_line": 234,
+          "end_line": 254,
           "tags": {
             "PURPOSE": "Get unique sources for a task's logs.",
             "PARAM": "task_manager (TaskManager) - The task manager instance.",
@@ -25660,8 +28691,8 @@
           "name": "resolve_task",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 233,
-          "end_line": 256,
+          "start_line": 257,
+          "end_line": 280,
           "tags": {
             "PURPOSE": "Resolve a task that is awaiting mapping.",
             "PARAM": "task_manager (TaskManager) - The task manager instance.",
@@ -25681,8 +28712,8 @@
           "name": "resume_task",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 259,
-          "end_line": 282,
+          "start_line": 283,
+          "end_line": 306,
           "tags": {
             "PURPOSE": "Resume a task that is awaiting input (e.g., passwords).",
             "PARAM": "task_manager (TaskManager) - The task manager instance.",
@@ -25702,8 +28733,8 @@
           "name": "clear_tasks",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 285,
-          "end_line": 302,
+          "start_line": 309,
+          "end_line": 326,
           "tags": {
             "PURPOSE": "Clear tasks matching the status filter.",
             "PARAM": "task_manager (TaskManager) - The task manager instance.",
@@ -25730,7 +28761,7 @@
       "type": "Module",
       "tier": "STANDARD",
       "start_line": 1,
-      "end_line": 327,
+      "end_line": 396,
       "tags": {
         "TIER": "STANDARD",
         "SEMANTICS": "api, dashboards, resources, hub",
@@ -25757,8 +28788,8 @@
           "name": "GitStatus",
           "type": "DataClass",
           "tier": "STANDARD",
-          "start_line": 23,
-          "end_line": 27,
+          "start_line": 24,
+          "end_line": 28,
           "tags": {},
           "relations": [],
           "children": [],
@@ -25772,8 +28803,8 @@
           "name": "LastTask",
           "type": "DataClass",
           "tier": "STANDARD",
-          "start_line": 29,
-          "end_line": 33,
+          "start_line": 30,
+          "end_line": 34,
           "tags": {},
           "relations": [],
           "children": [],
@@ -25787,8 +28818,8 @@
           "name": "DashboardItem",
           "type": "DataClass",
           "tier": "STANDARD",
-          "start_line": 35,
-          "end_line": 44,
+          "start_line": 36,
+          "end_line": 45,
           "tags": {},
           "relations": [],
           "children": [],
@@ -25802,8 +28833,53 @@
           "name": "DashboardsResponse",
           "type": "DataClass",
           "tier": "STANDARD",
-          "start_line": 46,
-          "end_line": 53,
+          "start_line": 47,
+          "end_line": 54,
+          "tags": {},
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "DashboardChartItem",
+          "type": "DataClass",
+          "tier": "STANDARD",
+          "start_line": 56,
+          "end_line": 64,
+          "tags": {},
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "DashboardDatasetItem",
+          "type": "DataClass",
+          "tier": "STANDARD",
+          "start_line": 66,
+          "end_line": 74,
+          "tags": {},
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "DashboardDetailResponse",
+          "type": "DataClass",
+          "tier": "STANDARD",
+          "start_line": 76,
+          "end_line": 89,
           "tags": {},
           "relations": [],
           "children": [],
@@ -25817,8 +28893,8 @@
           "name": "get_dashboards",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 55,
-          "end_line": 133,
+          "start_line": 91,
+          "end_line": 169,
           "tags": {
             "PURPOSE": "Fetch list of dashboards from a specific environment with Git status and last task status",
             "PRE": "page_size must be between 1 and 100 if provided",
@@ -25839,12 +28915,36 @@
             "score": 1.0
           }
         },
+        {
+          "name": "get_dashboard_detail",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 171,
+          "end_line": 202,
+          "tags": {
+            "PURPOSE": "Fetch detailed dashboard info with related charts and datasets",
+            "PRE": "env_id must be valid and dashboard_id must exist",
+            "POST": "Returns dashboard detail payload for overview page"
+          },
+          "relations": [
+            {
+              "type": "CALLS",
+              "target": "SupersetClient.get_dashboard_detail"
+            }
+          ],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
         {
           "name": "MigrateRequest",
           "type": "DataClass",
           "tier": "STANDARD",
-          "start_line": 135,
-          "end_line": 142,
+          "start_line": 204,
+          "end_line": 211,
           "tags": {},
           "relations": [],
           "children": [],
@@ -25858,8 +28958,8 @@
           "name": "TaskResponse",
           "type": "DataClass",
           "tier": "STANDARD",
-          "start_line": 144,
-          "end_line": 147,
+          "start_line": 213,
+          "end_line": 216,
           "tags": {},
           "relations": [],
           "children": [],
@@ -25873,8 +28973,8 @@
           "name": "migrate_dashboards",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 149,
-          "end_line": 207,
+          "start_line": 218,
+          "end_line": 276,
           "tags": {
             "PURPOSE": "Trigger bulk migration of dashboards from source to target environment",
             "PRE": "dashboard_ids is a non-empty list",
@@ -25903,8 +29003,8 @@
           "name": "BackupRequest",
           "type": "DataClass",
           "tier": "STANDARD",
-          "start_line": 209,
-          "end_line": 214,
+          "start_line": 278,
+          "end_line": 283,
           "tags": {},
           "relations": [],
           "children": [],
@@ -25918,8 +29018,8 @@
           "name": "backup_dashboards",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 216,
-          "end_line": 269,
+          "start_line": 285,
+          "end_line": 338,
           "tags": {
             "PURPOSE": "Trigger bulk backup of dashboards with optional cron schedule",
             "PRE": "dashboard_ids is a non-empty list",
@@ -25948,8 +29048,8 @@
           "name": "DatabaseMapping",
           "type": "DataClass",
           "tier": "STANDARD",
-          "start_line": 271,
-          "end_line": 278,
+          "start_line": 340,
+          "end_line": 347,
           "tags": {},
           "relations": [],
           "children": [],
@@ -25963,8 +29063,8 @@
           "name": "DatabaseMappingsResponse",
           "type": "DataClass",
           "tier": "STANDARD",
-          "start_line": 280,
-          "end_line": 283,
+          "start_line": 349,
+          "end_line": 352,
           "tags": {},
           "relations": [],
           "children": [],
@@ -25978,8 +29078,8 @@
           "name": "get_database_mappings",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 285,
-          "end_line": 325,
+          "start_line": 354,
+          "end_line": 394,
           "tags": {
             "PURPOSE": "Get database mapping suggestions between source and target environments",
             "PRE": "source_env_id and target_env_id are valid environment IDs",
@@ -26012,7 +29112,7 @@
       "type": "Module",
       "tier": "STANDARD",
       "start_line": 1,
-      "end_line": 286,
+      "end_line": 357,
       "tags": {
         "TIER": "STANDARD",
         "PURPOSE": "Unit tests for Dashboards API endpoints",
@@ -26186,11 +29286,127 @@
           }
         },
         {
-          "name": "test_migrate_dashboards_success",
+          "name": "test_get_dashboard_detail_success",
           "type": "Function",
           "tier": "STANDARD",
           "start_line": 149,
-          "end_line": 188,
+          "end_line": 202,
+          "tags": {
+            "TEST": "GET /api/dashboards/{id} returns dashboard detail with charts and datasets"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Mandatory Tag: @PURPOSE (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 149
+              },
+              {
+                "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 149
+              },
+              {
+                "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 149
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 149
+              },
+              {
+                "message": "Missing Mandatory Tag: @PURPOSE (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 149
+              },
+              {
+                "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 149
+              },
+              {
+                "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 149
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 149
+              }
+            ],
+            "score": 0.0
+          }
+        },
+        {
+          "name": "test_get_dashboard_detail_env_not_found",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 205,
+          "end_line": 217,
+          "tags": {
+            "TEST": "GET /api/dashboards/{id} returns 404 for missing environment"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Mandatory Tag: @PURPOSE (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 205
+              },
+              {
+                "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 205
+              },
+              {
+                "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 205
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 205
+              },
+              {
+                "message": "Missing Mandatory Tag: @PURPOSE (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 205
+              },
+              {
+                "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 205
+              },
+              {
+                "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 205
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 205
+              }
+            ],
+            "score": 0.0
+          }
+        },
+        {
+          "name": "test_migrate_dashboards_success",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 220,
+          "end_line": 259,
           "tags": {
             "TEST": "POST /api/dashboards/migrate creates migration task",
             "PRE": "Valid source_env_id, target_env_id, dashboard_ids",
@@ -26204,22 +29420,22 @@
               {
                 "message": "Missing Mandatory Tag: @PURPOSE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 149
+                "line_number": 220
               },
               {
                 "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 149
+                "line_number": 220
               },
               {
                 "message": "Missing Mandatory Tag: @PURPOSE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 149
+                "line_number": 220
               },
               {
                 "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 149
+                "line_number": 220
               }
             ],
             "score": 0.5333333333333333
@@ -26229,8 +29445,8 @@
           "name": "test_migrate_dashboards_no_ids",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 191,
-          "end_line": 212,
+          "start_line": 262,
+          "end_line": 283,
           "tags": {
             "TEST": "POST /api/dashboards/migrate returns 400 for empty dashboard_ids",
             "PRE": "dashboard_ids is empty",
@@ -26244,22 +29460,22 @@
               {
                 "message": "Missing Mandatory Tag: @PURPOSE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 191
+                "line_number": 262
               },
               {
                 "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 191
+                "line_number": 262
               },
               {
                 "message": "Missing Mandatory Tag: @PURPOSE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 191
+                "line_number": 262
               },
               {
                 "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 191
+                "line_number": 262
               }
             ],
             "score": 0.5333333333333333
@@ -26269,8 +29485,8 @@
           "name": "test_backup_dashboards_success",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 215,
-          "end_line": 251,
+          "start_line": 286,
+          "end_line": 322,
           "tags": {
             "TEST": "POST /api/dashboards/backup creates backup task",
             "PRE": "Valid env_id, dashboard_ids",
@@ -26284,22 +29500,22 @@
               {
                 "message": "Missing Mandatory Tag: @PURPOSE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 215
+                "line_number": 286
               },
               {
                 "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 215
+                "line_number": 286
               },
               {
                 "message": "Missing Mandatory Tag: @PURPOSE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 215
+                "line_number": 286
               },
               {
                 "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 215
+                "line_number": 286
               }
             ],
             "score": 0.5333333333333333
@@ -26309,8 +29525,8 @@
           "name": "test_get_database_mappings_success",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 254,
-          "end_line": 283,
+          "start_line": 325,
+          "end_line": 354,
           "tags": {
             "TEST": "GET /api/dashboards/db-mappings returns mapping suggestions",
             "PRE": "Valid source_env_id, target_env_id",
@@ -26324,22 +29540,22 @@
               {
                 "message": "Missing Mandatory Tag: @PURPOSE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 254
+                "line_number": 325
               },
               {
                 "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 254
+                "line_number": 325
               },
               {
                 "message": "Missing Mandatory Tag: @PURPOSE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 254
+                "line_number": 325
               },
               {
                 "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 254
+                "line_number": 325
               }
             ],
             "score": 0.5333333333333333
@@ -27093,6 +30309,1530 @@
         "score": 1.0
       }
     },
+    {
+      "name": "backend.src.api.routes.__tests__.test_assistant_authz",
+      "type": "Module",
+      "tier": "STANDARD",
+      "start_line": 1,
+      "end_line": 306,
+      "tags": {
+        "TIER": "STANDARD",
+        "SEMANTICS": "tests, assistant, authz, confirmation, rbac",
+        "PURPOSE": "Verify assistant confirmation ownership, expiration, and deny behavior for restricted users.",
+        "LAYER": "UI (API Tests)",
+        "INVARIANT": "Security-sensitive flows fail closed for unauthorized actors."
+      },
+      "relations": [
+        {
+          "type": "DEPENDS_ON",
+          "target": "backend.src.api.routes.assistant"
+        }
+      ],
+      "children": [
+        {
+          "name": "_run_async",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 30,
+          "end_line": 39,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "Execute async endpoint handler in synchronous test context.",
+            "PRE": "coroutine is awaitable endpoint invocation.",
+            "POST": "Returns coroutine result or raises propagated exception."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "_FakeTask",
+          "type": "Class",
+          "tier": "TRIVIAL",
+          "start_line": 40,
+          "end_line": 50,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "Lightweight task model used for assistant authz tests."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "_FakeTaskManager",
+          "type": "Class",
+          "tier": "TRIVIAL",
+          "start_line": 51,
+          "end_line": 74,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "Minimal task manager for deterministic operation creation and lookup."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "_FakeConfigManager",
+          "type": "Class",
+          "tier": "TRIVIAL",
+          "start_line": 75,
+          "end_line": 86,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "Provide deterministic environment aliases required by intent parsing."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "_admin_user",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 87,
+          "end_line": 97,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "Build admin principal fixture.",
+            "PRE": "Test requires privileged principal for risky operations.",
+            "POST": "Returns admin-like user stub with Admin role."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "_other_admin_user",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 98,
+          "end_line": 108,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "Build second admin principal fixture for ownership tests.",
+            "PRE": "Ownership mismatch scenario needs distinct authenticated actor.",
+            "POST": "Returns alternate admin-like user stub."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "_limited_user",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 109,
+          "end_line": 119,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "Build limited principal without required assistant execution privileges.",
+            "PRE": "Permission denial scenario needs non-admin actor.",
+            "POST": "Returns restricted user stub."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "_FakeQuery",
+          "type": "Class",
+          "tier": "TRIVIAL",
+          "start_line": 120,
+          "end_line": 151,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "Minimal chainable query object for fake DB interactions."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "_FakeDb",
+          "type": "Class",
+          "tier": "TRIVIAL",
+          "start_line": 152,
+          "end_line": 198,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "In-memory session substitute for assistant route persistence calls."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "_clear_assistant_state",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 199,
+          "end_line": 211,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "Reset assistant process-local state between test cases.",
+            "PRE": "Assistant globals may contain state from prior tests.",
+            "POST": "Assistant in-memory state dictionaries are cleared."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "test_confirmation_owner_mismatch_returns_403",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 212,
+          "end_line": 247,
+          "tags": {
+            "PURPOSE": "Confirm endpoint should reject requests from user that does not own the confirmation token.",
+            "PRE": "Confirmation token is created by first admin actor.",
+            "POST": "Second actor receives 403 on confirm operation."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 212
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 212
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "test_expired_confirmation_cannot_be_confirmed",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 248,
+          "end_line": 284,
+          "tags": {
+            "PURPOSE": "Expired confirmation token should be rejected and not create task.",
+            "PRE": "Confirmation token exists and is manually expired before confirm request.",
+            "POST": "Confirm endpoint raises 400 and no task is created."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 248
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 248
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "test_limited_user_cannot_launch_restricted_operation",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 285,
+          "end_line": 305,
+          "tags": {
+            "PURPOSE": "Limited user should receive denied state for privileged operation.",
+            "PRE": "Restricted user attempts dangerous deploy command.",
+            "POST": "Assistant returns denied state and does not execute operation."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 285
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 285
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "__init__",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 44,
+          "end_line": 44,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "__init__",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 55,
+          "end_line": 55,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "create_task",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 58,
+          "end_line": 58,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "get_task",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 64,
+          "end_line": 64,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "get_tasks",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 70,
+          "end_line": 70,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "get_environments",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 79,
+          "end_line": 79,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "__init__",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 124,
+          "end_line": 124,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "filter",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 127,
+          "end_line": 127,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "order_by",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 130,
+          "end_line": 130,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "first",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 133,
+          "end_line": 133,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "all",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 136,
+          "end_line": 136,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "limit",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 139,
+          "end_line": 139,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "offset",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 143,
+          "end_line": 143,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "count",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 147,
+          "end_line": 147,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "__init__",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 156,
+          "end_line": 156,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "add",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 161,
+          "end_line": 161,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "merge",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 170,
+          "end_line": 170,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "query",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 182,
+          "end_line": 182,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "commit",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 191,
+          "end_line": 191,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "rollback",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 194,
+          "end_line": 194,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        }
+      ],
+      "compliance": {
+        "valid": true,
+        "issues": [],
+        "score": 1.0
+      }
+    },
+    {
+      "name": "backend.src.api.routes.__tests__.test_assistant_api",
+      "type": "Module",
+      "tier": "STANDARD",
+      "start_line": 1,
+      "end_line": 558,
+      "tags": {
+        "TIER": "STANDARD",
+        "SEMANTICS": "tests, assistant, api, confirmation, status",
+        "PURPOSE": "Validate assistant API endpoint logic via direct async handler invocation.",
+        "LAYER": "UI (API Tests)",
+        "INVARIANT": "Every test clears assistant in-memory state before execution."
+      },
+      "relations": [
+        {
+          "type": "DEPENDS_ON",
+          "target": "backend.src.api.routes.assistant"
+        }
+      ],
+      "children": [
+        {
+          "name": "_run_async",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 27,
+          "end_line": 36,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "Execute async endpoint handler in synchronous test context.",
+            "PRE": "coroutine is awaitable endpoint invocation.",
+            "POST": "Returns coroutine result or raises propagated exception."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "_FakeTask",
+          "type": "Class",
+          "tier": "TRIVIAL",
+          "start_line": 37,
+          "end_line": 47,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "Lightweight task stub used by assistant API tests."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "_FakeTaskManager",
+          "type": "Class",
+          "tier": "TRIVIAL",
+          "start_line": 48,
+          "end_line": 71,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "Minimal async-compatible TaskManager fixture for deterministic test flows."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "_FakeConfigManager",
+          "type": "Class",
+          "tier": "TRIVIAL",
+          "start_line": 72,
+          "end_line": 83,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "Environment config fixture with dev/prod aliases for parser tests."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "_admin_user",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 84,
+          "end_line": 94,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "Build admin principal fixture.",
+            "PRE": "Test harness requires authenticated admin-like principal object.",
+            "POST": "Returns user stub with Admin role."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "_limited_user",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 95,
+          "end_line": 105,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "Build non-admin principal fixture.",
+            "PRE": "Test harness requires restricted principal for deny scenarios.",
+            "POST": "Returns user stub without admin privileges."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "_FakeQuery",
+          "type": "Class",
+          "tier": "TRIVIAL",
+          "start_line": 106,
+          "end_line": 137,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "Minimal chainable query object for fake SQLAlchemy-like DB behavior in tests."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "_FakeDb",
+          "type": "Class",
+          "tier": "TRIVIAL",
+          "start_line": 138,
+          "end_line": 187,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "In-memory fake database implementing subset of Session interface used by assistant routes."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "_clear_assistant_state",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 188,
+          "end_line": 200,
+          "tags": {
+            "TIER": "TRIVIAL",
+            "PURPOSE": "Reset in-memory assistant registries for isolation between tests.",
+            "PRE": "Assistant module globals may contain residues from previous test runs.",
+            "POST": "In-memory conversation/confirmation/audit dictionaries are empty."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "test_unknown_command_returns_needs_clarification",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 201,
+          "end_line": 220,
+          "tags": {
+            "PURPOSE": "Unknown command should return clarification state and unknown intent.",
+            "PRE": "Fake dependencies provide admin user and deterministic task/config/db services.",
+            "POST": "Response state is needs_clarification and no execution side-effect occurs."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 201
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 201
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "test_capabilities_question_returns_successful_help",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 223,
+          "end_line": 243,
+          "tags": {
+            "PURPOSE": "Capability query should return deterministic help response, not clarification.",
+            "PRE": "User sends natural-language \"what can you do\" style query.",
+            "POST": "Response is successful and includes capabilities summary."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 223
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 223
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "test_non_admin_command_returns_denied",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 244,
+          "end_line": 264,
+          "tags": {
+            "PURPOSE": "Non-admin user must receive denied state for privileged command.",
+            "PRE": "Limited principal executes privileged git branch command.",
+            "POST": "Response state is denied and operation is not executed."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 244
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 244
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "test_migration_to_prod_requires_confirmation_and_can_be_confirmed",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 265,
+          "end_line": 301,
+          "tags": {
+            "PURPOSE": "Migration to prod must require confirmation and then start task after explicit confirm.",
+            "PRE": "Admin principal submits dangerous migration command.",
+            "POST": "Confirmation endpoint transitions flow to started state with task id."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 265
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 265
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "test_status_query_returns_task_status",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 302,
+          "end_line": 348,
+          "tags": {
+            "PURPOSE": "Task status command must surface current status text for existing task id.",
+            "PRE": "At least one task exists after confirmed operation.",
+            "POST": "Status query returns started/success and includes referenced task id."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 302
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 302
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "test_status_query_without_task_id_returns_latest_user_task",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 349,
+          "end_line": 394,
+          "tags": {
+            "PURPOSE": "Status command without explicit task_id should resolve to latest task for current user.",
+            "PRE": "User has at least one created task in task manager history.",
+            "POST": "Response references latest task status without explicit task id in command."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 349
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 349
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "test_llm_validation_missing_dashboard_returns_needs_clarification",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 395,
+          "end_line": 417,
+          "tags": {
+            "PURPOSE": "LLM validation command without resolvable dashboard id must request clarification instead of generic failure.",
+            "PRE": "Command intent resolves to run_llm_validation but dashboard id cannot be inferred.",
+            "POST": "Assistant response state is needs_clarification with guidance text."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 395
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 395
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "test_list_conversations_groups_by_conversation_and_marks_archived",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 420,
+          "end_line": 467,
+          "tags": {
+            "PURPOSE": "Conversations endpoint must group messages and compute archived marker by inactivity threshold.",
+            "PRE": "Fake DB contains two conversations with different update timestamps.",
+            "POST": "Response includes both conversations with archived flag set for stale one."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 420
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 420
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "test_history_from_latest_returns_recent_page_first",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 470,
+          "end_line": 508,
+          "tags": {
+            "PURPOSE": "History endpoint from_latest mode must return newest page while preserving chronological order in chunk.",
+            "PRE": "Conversation has more messages than single page size.",
+            "POST": "First page returns latest messages and has_next indicates older pages exist."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 470
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 470
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "test_list_conversations_archived_only_filters_active",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 511,
+          "end_line": 557,
+          "tags": {
+            "PURPOSE": "archived_only mode must return only archived conversations.",
+            "PRE": "Dataset includes one active and one archived conversation.",
+            "POST": "Only archived conversation remains in response payload."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 511
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 511
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "__init__",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 41,
+          "end_line": 41,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "__init__",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 52,
+          "end_line": 52,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "create_task",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 55,
+          "end_line": 55,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "get_task",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 61,
+          "end_line": 61,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "get_tasks",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 67,
+          "end_line": 67,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "get_environments",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 76,
+          "end_line": 76,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "__init__",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 110,
+          "end_line": 110,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "filter",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 113,
+          "end_line": 113,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "order_by",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 116,
+          "end_line": 116,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "first",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 119,
+          "end_line": 119,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "all",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 122,
+          "end_line": 122,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "count",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 125,
+          "end_line": 125,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "offset",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 128,
+          "end_line": 128,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "limit",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 132,
+          "end_line": 132,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "__init__",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 142,
+          "end_line": 142,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "add",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 147,
+          "end_line": 147,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "merge",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 158,
+          "end_line": 158,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "query",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 171,
+          "end_line": 171,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "commit",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 180,
+          "end_line": 180,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "rollback",
+          "type": "Function",
+          "tier": "TRIVIAL",
+          "start_line": 183,
+          "end_line": 183,
+          "tags": {
+            "PURPOSE": "Auto-detected function (orphan)",
+            "TIER": "TRIVIAL"
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        }
+      ],
+      "compliance": {
+        "valid": true,
+        "issues": [],
+        "score": 1.0
+      }
+    },
     {
       "name": "backend.src.models.config",
       "type": "Module",
@@ -27832,6 +32572,93 @@
         "score": 1.0
       }
     },
+    {
+      "name": "backend.src.models.assistant",
+      "type": "Module",
+      "tier": "STANDARD",
+      "start_line": 1,
+      "end_line": 74,
+      "tags": {
+        "TIER": "STANDARD",
+        "SEMANTICS": "assistant, audit, confirmation, chat",
+        "PURPOSE": "SQLAlchemy models for assistant audit trail and confirmation tokens.",
+        "LAYER": "Domain",
+        "INVARIANT": "Assistant records preserve immutable ids and creation timestamps."
+      },
+      "relations": [
+        {
+          "type": "DEPENDS_ON",
+          "target": "backend.src.models.mapping"
+        }
+      ],
+      "children": [
+        {
+          "name": "AssistantAuditRecord",
+          "type": "Class",
+          "tier": "STANDARD",
+          "start_line": 16,
+          "end_line": 32,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "Store audit decisions and outcomes produced by assistant command handling.",
+            "PRE": "user_id must identify the actor for every record.",
+            "POST": "Audit payload remains available for compliance and debugging."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "AssistantMessageRecord",
+          "type": "Class",
+          "tier": "STANDARD",
+          "start_line": 35,
+          "end_line": 53,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "Persist chat history entries for assistant conversations.",
+            "PRE": "user_id, conversation_id, role and text must be present.",
+            "POST": "Message row can be queried in chronological order."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "AssistantConfirmationRecord",
+          "type": "Class",
+          "tier": "STANDARD",
+          "start_line": 56,
+          "end_line": 73,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "Persist risky operation confirmation tokens with lifecycle state.",
+            "PRE": "intent/dispatch and expiry timestamp must be provided.",
+            "POST": "State transitions can be tracked and audited."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        }
+      ],
+      "compliance": {
+        "valid": true,
+        "issues": [],
+        "score": 1.0
+      }
+    },
     {
       "name": "backend.src.models.storage",
       "type": "Module",
@@ -28570,6 +33397,211 @@
         "score": 1.0
       }
     },
+    {
+      "name": "backend.src.services.llm_prompt_templates",
+      "type": "Module",
+      "tier": "STANDARD",
+      "start_line": 1,
+      "end_line": 180,
+      "tags": {
+        "TIER": "STANDARD",
+        "SEMANTICS": "llm, prompts, templates, settings",
+        "PURPOSE": "Provide default LLM prompt templates and normalization helpers for runtime usage.",
+        "LAYER": "Domain",
+        "INVARIANT": "All required prompt template keys are always present after normalization."
+      },
+      "relations": [
+        {
+          "type": "DEPENDS_ON",
+          "target": "backend.src.core.config_manager"
+        }
+      ],
+      "children": [
+        {
+          "name": "DEFAULT_LLM_PROMPTS",
+          "type": "Constant",
+          "tier": "STANDARD",
+          "start_line": 15,
+          "end_line": 61,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "Default prompt templates used by documentation, dashboard validation, and git commit generation."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "DEFAULT_LLM_PROVIDER_BINDINGS",
+          "type": "Constant",
+          "tier": "STANDARD",
+          "start_line": 64,
+          "end_line": 72,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "Default provider binding per task domain."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "DEFAULT_LLM_ASSISTANT_SETTINGS",
+          "type": "Constant",
+          "tier": "STANDARD",
+          "start_line": 75,
+          "end_line": 82,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "Default planner settings for assistant chat intent model/provider resolution."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [],
+            "score": 1.0
+          }
+        },
+        {
+          "name": "normalize_llm_settings",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 85,
+          "end_line": 126,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "Ensure llm settings contain stable schema with prompts section and default templates.",
+            "PRE": "llm_settings is dictionary-like value or None.",
+            "POST": "Returned dict contains prompts with all required template keys."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 85
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 85
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "is_multimodal_model",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 129,
+          "end_line": 148,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "Heuristically determine whether model supports image input required for dashboard validation.",
+            "PRE": "model_name may be empty or mixed-case.",
+            "POST": "Returns True when model likely supports multimodal input."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 129
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 129
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "resolve_bound_provider_id",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 151,
+          "end_line": 164,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "Resolve provider id configured for a task binding with fallback to default provider.",
+            "PRE": "llm_settings is normalized or raw dict from config.",
+            "POST": "Returns configured provider id or fallback id/empty string when not defined."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 151
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 151
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "render_prompt",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 167,
+          "end_line": 177,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "Render prompt template using deterministic placeholder replacement with graceful fallback.",
+            "PRE": "template is a string and variables values are already stringifiable.",
+            "POST": "Returns rendered prompt text with known placeholders substituted."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 167
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 167
+              }
+            ],
+            "score": 0.8
+          }
+        }
+      ],
+      "compliance": {
+        "valid": true,
+        "issues": [],
+        "score": 1.0
+      }
+    },
     {
       "name": "backend.src.services.llm_provider",
       "type": "Module",
@@ -29644,6 +34676,273 @@
         "score": 0.85
       }
     },
+    {
+      "name": "backend.src.services.__tests__.test_llm_prompt_templates",
+      "type": "Module",
+      "tier": "STANDARD",
+      "start_line": 1,
+      "end_line": 109,
+      "tags": {
+        "TIER": "STANDARD",
+        "SEMANTICS": "tests, llm, prompts, templates, settings",
+        "PURPOSE": "Validate normalization and rendering behavior for configurable LLM prompt templates.",
+        "LAYER": "Domain Tests",
+        "INVARIANT": "All required prompt keys remain available after normalization."
+      },
+      "relations": [
+        {
+          "type": "DEPENDS_ON",
+          "target": "backend.src.services.llm_prompt_templates"
+        }
+      ],
+      "children": [
+        {
+          "name": "test_normalize_llm_settings_adds_default_prompts",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 20,
+          "end_line": 38,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "Ensure legacy/partial llm settings are expanded with all prompt defaults.",
+            "PRE": "Input llm settings do not contain complete prompts object.",
+            "POST": "Returned structure includes required prompt templates with fallback defaults."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 20
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 20
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "test_normalize_llm_settings_keeps_custom_prompt_values",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 41,
+          "end_line": 53,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "Ensure user-customized prompt values are preserved during normalization.",
+            "PRE": "Input llm settings contain custom prompt override.",
+            "POST": "Custom prompt value remains unchanged in normalized output."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 41
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 41
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "test_render_prompt_replaces_known_placeholders",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 56,
+          "end_line": 68,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "Ensure template placeholders are deterministically replaced.",
+            "PRE": "Template contains placeholders matching provided variables.",
+            "POST": "Rendered prompt string contains substituted values."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 56
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 56
+              }
+            ],
+            "score": 0.8
+          }
+        },
+        {
+          "name": "test_is_multimodal_model_detects_known_vision_models",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 71,
+          "end_line": 78,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "Ensure multimodal model detection recognizes common vision-capable model names."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 71
+              },
+              {
+                "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 71
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 71
+              },
+              {
+                "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 71
+              },
+              {
+                "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 71
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 71
+              }
+            ],
+            "score": 0.26666666666666655
+          }
+        },
+        {
+          "name": "test_resolve_bound_provider_id_prefers_binding_then_default",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 81,
+          "end_line": 91,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "Verify provider binding resolution priority."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 81
+              },
+              {
+                "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 81
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 81
+              },
+              {
+                "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 81
+              },
+              {
+                "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 81
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 81
+              }
+            ],
+            "score": 0.26666666666666655
+          }
+        },
+        {
+          "name": "test_normalize_llm_settings_keeps_assistant_planner_settings",
+          "type": "Function",
+          "tier": "STANDARD",
+          "start_line": 94,
+          "end_line": 106,
+          "tags": {
+            "TIER": "STANDARD",
+            "PURPOSE": "Ensure assistant planner provider/model fields are preserved and normalized."
+          },
+          "relations": [],
+          "children": [],
+          "compliance": {
+            "valid": true,
+            "issues": [
+              {
+                "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 94
+              },
+              {
+                "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 94
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 94
+              },
+              {
+                "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 94
+              },
+              {
+                "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 94
+              },
+              {
+                "message": "Missing Belief State Logging: Function should use belief_scope (required for STANDARD tier)",
+                "severity": "WARNING",
+                "line_number": 94
+              }
+            ],
+            "score": 0.26666666666666655
+          }
+        }
+      ],
+      "compliance": {
+        "valid": true,
+        "issues": [],
+        "score": 1.0
+      }
+    },
     {
       "name": "backend.src.services.__tests__.test_resource_service",
       "type": "Module",
@@ -32451,8 +37750,8 @@
       "name": "DashboardValidationPlugin",
       "type": "Class",
       "tier": "STANDARD",
-      "start_line": 27,
-      "end_line": 229,
+      "start_line": 33,
+      "end_line": 248,
       "tags": {
         "PURPOSE": "Plugin for automated dashboard health analysis using LLMs."
       },
@@ -32467,8 +37766,8 @@
           "name": "DashboardValidationPlugin.execute",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 58,
-          "end_line": 228,
+          "start_line": 64,
+          "end_line": 247,
           "tags": {
             "PURPOSE": "Executes the dashboard validation task with TaskContext support.",
             "PARAM": "context (Optional[TaskContext]) - Task context for logging with source attribution.",
@@ -32491,7 +37790,7 @@
           {
             "message": "Missing Mandatory Tag: @TIER (required for STANDARD tier)",
             "severity": "WARNING",
-            "line_number": 27
+            "line_number": 33
           }
         ],
         "score": 0.8
@@ -32501,8 +37800,8 @@
       "name": "DocumentationPlugin",
       "type": "Class",
       "tier": "STANDARD",
-      "start_line": 231,
-      "end_line": 390,
+      "start_line": 250,
+      "end_line": 405,
       "tags": {
         "PURPOSE": "Plugin for automated dataset documentation using LLMs."
       },
@@ -32517,8 +37816,8 @@
           "name": "DocumentationPlugin.execute",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 262,
-          "end_line": 389,
+          "start_line": 281,
+          "end_line": 404,
           "tags": {
             "PURPOSE": "Executes the dataset documentation task with TaskContext support.",
             "PARAM": "context (Optional[TaskContext]) - Task context for logging with source attribution.",
@@ -32541,7 +37840,7 @@
           {
             "message": "Missing Mandatory Tag: @TIER (required for STANDARD tier)",
             "severity": "WARNING",
-            "line_number": 231
+            "line_number": 250
           }
         ],
         "score": 0.8
@@ -32552,7 +37851,7 @@
       "type": "Module",
       "tier": "TRIVIAL",
       "start_line": 1,
-      "end_line": 392,
+      "end_line": 407,
       "tags": {
         "PURPOSE": "Auto-generated module for backend/src/plugins/llm_analysis/plugin.py",
         "TIER": "TRIVIAL",
@@ -32564,8 +37863,8 @@
           "name": "id",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 32,
-          "end_line": 32,
+          "start_line": 38,
+          "end_line": 38,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -32582,8 +37881,8 @@
           "name": "name",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 36,
-          "end_line": 36,
+          "start_line": 42,
+          "end_line": 42,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -32600,8 +37899,8 @@
           "name": "description",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 40,
-          "end_line": 40,
+          "start_line": 46,
+          "end_line": 46,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -32618,8 +37917,8 @@
           "name": "version",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 44,
-          "end_line": 44,
+          "start_line": 50,
+          "end_line": 50,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -32636,8 +37935,8 @@
           "name": "get_schema",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 47,
-          "end_line": 47,
+          "start_line": 53,
+          "end_line": 53,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -32654,8 +37953,8 @@
           "name": "execute",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 65,
-          "end_line": 65,
+          "start_line": 71,
+          "end_line": 71,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -32672,8 +37971,8 @@
           "name": "id",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 236,
-          "end_line": 236,
+          "start_line": 255,
+          "end_line": 255,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -32690,8 +37989,8 @@
           "name": "name",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 240,
-          "end_line": 240,
+          "start_line": 259,
+          "end_line": 259,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -32708,8 +38007,8 @@
           "name": "description",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 244,
-          "end_line": 244,
+          "start_line": 263,
+          "end_line": 263,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -32726,8 +38025,8 @@
           "name": "version",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 248,
-          "end_line": 248,
+          "start_line": 267,
+          "end_line": 267,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -32744,8 +38043,8 @@
           "name": "get_schema",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 251,
-          "end_line": 251,
+          "start_line": 270,
+          "end_line": 270,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -32762,8 +38061,8 @@
           "name": "execute",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 269,
-          "end_line": 269,
+          "start_line": 288,
+          "end_line": 288,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -32787,8 +38086,8 @@
       "name": "ScreenshotService",
       "type": "Class",
       "tier": "STANDARD",
-      "start_line": 24,
-      "end_line": 414,
+      "start_line": 25,
+      "end_line": 415,
       "tags": {
         "PURPOSE": "Handles capturing screenshots of Superset dashboards."
       },
@@ -32798,8 +38097,8 @@
           "name": "ScreenshotService.__init__",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 27,
-          "end_line": 32,
+          "start_line": 28,
+          "end_line": 33,
           "tags": {
             "PURPOSE": "Initializes the ScreenshotService with environment configuration.",
             "PRE": "env is a valid Environment object."
@@ -32812,12 +38111,12 @@
               {
                 "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 27
+                "line_number": 28
               },
               {
                 "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 27
+                "line_number": 28
               }
             ],
             "score": 0.7333333333333334
@@ -32827,8 +38126,8 @@
           "name": "ScreenshotService.capture_dashboard",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 34,
-          "end_line": 413,
+          "start_line": 35,
+          "end_line": 414,
           "tags": {
             "PURPOSE": "Captures a full-page screenshot of a dashboard using Playwright and CDP.",
             "PRE": "dashboard_id is a valid string, output_path is a writable path.",
@@ -32851,7 +38150,7 @@
           {
             "message": "Missing Mandatory Tag: @TIER (required for STANDARD tier)",
             "severity": "WARNING",
-            "line_number": 24
+            "line_number": 25
           }
         ],
         "score": 0.8
@@ -32861,8 +38160,8 @@
       "name": "LLMClient",
       "type": "Class",
       "tier": "STANDARD",
-      "start_line": 416,
-      "end_line": 630,
+      "start_line": 417,
+      "end_line": 618,
       "tags": {
         "PURPOSE": "Wrapper for LLM provider APIs."
       },
@@ -32872,8 +38171,8 @@
           "name": "LLMClient.__init__",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 419,
-          "end_line": 437,
+          "start_line": 420,
+          "end_line": 438,
           "tags": {
             "PURPOSE": "Initializes the LLMClient with provider settings.",
             "PRE": "api_key, base_url, and default_model are non-empty strings."
@@ -32886,12 +38185,12 @@
               {
                 "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 419
+                "line_number": 420
               },
               {
                 "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 419
+                "line_number": 420
               }
             ],
             "score": 0.7333333333333334
@@ -32901,8 +38200,8 @@
           "name": "LLMClient.get_json_completion",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 439,
-          "end_line": 544,
+          "start_line": 440,
+          "end_line": 545,
           "tags": {
             "PURPOSE": "Helper to handle LLM calls with JSON mode and fallback parsing.",
             "PRE": "messages is a list of valid message dictionaries.",
@@ -32921,8 +38220,8 @@
           "name": "LLMClient.analyze_dashboard",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 546,
-          "end_line": 629,
+          "start_line": 547,
+          "end_line": 617,
           "tags": {
             "PURPOSE": "Sends dashboard data (screenshot + logs) to LLM for health analysis.",
             "PRE": "screenshot_path exists, logs is a list of strings.",
@@ -32944,7 +38243,7 @@
           {
             "message": "Missing Mandatory Tag: @TIER (required for STANDARD tier)",
             "severity": "WARNING",
-            "line_number": 416
+            "line_number": 417
           }
         ],
         "score": 0.8
@@ -32955,7 +38254,7 @@
       "type": "Module",
       "tier": "TRIVIAL",
       "start_line": 1,
-      "end_line": 632,
+      "end_line": 620,
       "tags": {
         "PURPOSE": "Auto-generated module for backend/src/plugins/llm_analysis/service.py",
         "TIER": "TRIVIAL",
@@ -32967,8 +38266,8 @@
           "name": "__init__",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 30,
-          "end_line": 30,
+          "start_line": 31,
+          "end_line": 31,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -32985,8 +38284,8 @@
           "name": "capture_dashboard",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 43,
-          "end_line": 43,
+          "start_line": 44,
+          "end_line": 44,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -33003,8 +38302,8 @@
           "name": "switch_tabs",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 253,
-          "end_line": 253,
+          "start_line": 254,
+          "end_line": 254,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -33021,8 +38320,8 @@
           "name": "__init__",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 422,
-          "end_line": 422,
+          "start_line": 423,
+          "end_line": 423,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -33039,8 +38338,8 @@
           "name": "_should_retry",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 444,
-          "end_line": 444,
+          "start_line": 445,
+          "end_line": 445,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -33057,8 +38356,8 @@
           "name": "get_json_completion",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 458,
-          "end_line": 458,
+          "start_line": 459,
+          "end_line": 459,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -33075,8 +38374,8 @@
           "name": "analyze_dashboard",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 551,
-          "end_line": 551,
+          "start_line": 552,
+          "end_line": 552,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
@@ -33521,8 +38820,8 @@
       "name": "GitLLMExtension",
       "type": "Class",
       "tier": "STANDARD",
-      "start_line": 13,
-      "end_line": 64,
+      "start_line": 14,
+      "end_line": 62,
       "tags": {
         "PURPOSE": "Provides LLM capabilities to the Git plugin."
       },
@@ -33532,8 +38831,8 @@
           "name": "suggest_commit_message",
           "type": "Function",
           "tier": "STANDARD",
-          "start_line": 19,
-          "end_line": 63,
+          "start_line": 20,
+          "end_line": 61,
           "tags": {
             "PURPOSE": "Generates a suggested commit message based on a diff and history.",
             "PARAM": "history (List[str]) - Recent commit messages for context.",
@@ -33547,22 +38846,22 @@
               {
                 "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 19
+                "line_number": 20
               },
               {
                 "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 19
+                "line_number": 20
               },
               {
                 "message": "Missing Mandatory Tag: @PRE (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 19
+                "line_number": 20
               },
               {
                 "message": "Missing Mandatory Tag: @POST (required for STANDARD tier)",
                 "severity": "WARNING",
-                "line_number": 19
+                "line_number": 20
               }
             ],
             "score": 0.4666666666666666
@@ -33575,7 +38874,7 @@
           {
             "message": "Missing Mandatory Tag: @TIER (required for STANDARD tier)",
             "severity": "WARNING",
-            "line_number": 13
+            "line_number": 14
           }
         ],
         "score": 0.8
@@ -33586,7 +38885,7 @@
       "type": "Module",
       "tier": "TRIVIAL",
       "start_line": 1,
-      "end_line": 66,
+      "end_line": 64,
       "tags": {
         "PURPOSE": "Auto-generated module for backend/src/plugins/git/llm_extension.py",
         "TIER": "TRIVIAL",
@@ -33598,8 +38897,8 @@
           "name": "__init__",
           "type": "Function",
           "tier": "TRIVIAL",
-          "start_line": 16,
-          "end_line": 16,
+          "start_line": 17,
+          "end_line": 17,
           "tags": {
             "PURPOSE": "Auto-detected function (orphan)",
             "TIER": "TRIVIAL"
diff --git a/specs/020-task-reports-design/tasks.md b/specs/020-task-reports-design/tasks.md
index f710aba..846e503 100644
--- a/specs/020-task-reports-design/tasks.md
+++ b/specs/020-task-reports-design/tasks.md
@@ -127,6 +127,7 @@
 - [x] T040 Remove deprecated tasks page route and redirect UI navigation entry points to reports (`frontend/src/routes/tasks/+page.svelte`, `frontend/src/lib/components/layout/TaskDrawer.svelte`, `frontend/src/components/Navbar.svelte`)
 - [x] T041 Fix reports list sorting/filtering for mixed offset-naive and offset-aware datetimes to prevent `GET /api/reports` 500 during active migration (`backend/src/services/reports/report_service.py`, `backend/src/api/routes/__tests__/test_reports_api.py`)
 - [x] T042 Add frontend submit-guard for dashboard migration/backup modal actions to prevent duplicate task creation on repeated clicks (`frontend/src/routes/dashboards/+page.svelte`)
+- [x] T043 Update semantic map generator to ignore few-shot examples under `.ai/shots/` (`generate_semantic_map.py`)
 
 ---