audit notes work completed, test fixes work (95% done), new sprints, new data sources setup and configuration

docs/ARCHITECTURE_OVERVIEW.md

@@ -123,6 +123,7 @@ Stella Ops Suite organizes capabilities into **themes** (functional areas):
 - **Scanner analyzers** (restart-time plug-ins) for ecosystem-specific parsing and facts extraction.
 - **Concelier connectors** for new advisory sources (preserving aggregation-only guardrails).
 - **Policy packs** for organization-specific gating and waivers/justifications.
+- **AI code guard evidence** for AI-assisted code changes (Scanner evidence + Policy overrides).
 - **Export profiles** for output formats and offline bundle shapes.
 
 ### Planned Extension Points (Three-Surface Plugin Model)
@@ -164,5 +165,6 @@ Plugin types:
 - `docs/OFFLINE_KIT.md` — Air-gap operations
 - `docs/API_CLI_REFERENCE.md` — API and CLI contracts
 - `docs/modules/platform/architecture-overview.md` — Platform service design
+- `docs/modules/scanner/operations/ai-code-guard.md` — AI code guard operations
 - `docs/product/advisories/09-Jan-2026 - Stella Ops Orchestrator Architecture.md` — Full orchestrator specification
 - `docs-archived/product/advisories/13-Jan-2026 - Controlled Conversational Interface.md` - Controlled conversational interface guardrails and audit log