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docs/modules/advisory-ai/README.md

@@ -8,6 +8,11 @@ Advisory AI is the retrieval-augmented assistant that synthesizes advisory and V
 - Propose remediation hints aligned with Offline Kit staging and export bundles.
 - Expose API/UI surfaces with guardrails on model prompts, outputs, and retention.
 
+## Contributor quickstart
+- Read `docs/modules/advisory-ai/AGENTS.md` before making changes; it lists required docs, determinism/offline rules, and working directory scope.
+- Keep outputs aggregation-only with stable ordering and UTC timestamps; tests must cover guardrails, tenant safety, and provenance.
+- When updating contracts/telemetry, sync the relevant docs here and cross-link from sprint Decisions & Risks.
+
 ## Key components
 - RAG pipeline drawing from Conseiller, Excititor, VEX Lens, Policy Engine, and SBOM Service data.
 - Prompt templates and guard models enforcing provenance and redaction policies.
@@ -26,6 +31,13 @@ Advisory AI is the retrieval-augmented assistant that synthesizes advisory and V
 - Redaction policies validated against security/LLM guardrail tests.
 - Guardrail behaviour, blocked phrases, and operational alerts are detailed in `/docs/security/assistant-guardrails.md`.
 
+## Outputs & artefacts
+- **Run/plan records (deterministic):** persisted under `/app/data/{queue,plans,outputs}` (or `ADVISORYAI__STORAGE__*` overrides) with ISO timestamps, provenance hashes, and stable ordering for replay.
+- **Service surfaces (air‑gap friendly):** `/ops/advisory-ai/runs` streams NDJSON status; `/ops/advisory-ai/runs/{id}` returns the immutable run/plan bundle with guardrail decisions.
+- **Events:** worker emits `advisory_ai_run_completed` with digests (plan, output, guardrail) for downstream consumers; feature-flagged to keep offline deployments silent.
+- **Offline bundle:** `advisory-ai-bundle.tgz` packages prompts, sanitized inputs, outputs, guardrail audit trail, and signatures; build via `docs/modules/advisory-ai/deployment.md` recipes to keep artefacts deterministic across air-gapped imports.
+- **Observability:** metrics/logs share the `advisory_ai` meter/logger namespace (latency, guardrail blocks/validations, citation coverage). Dashboards and alerts must reference these canonical names to avoid drift.
+
 ## Deployment & configuration
 - **Containers:** `advisory-ai-web` fronts the API/cache while `advisory-ai-worker` drains the queue and executes prompts. Both containers mount a shared RWX volume providing `/app/data/{queue,plans,outputs}` (defaults; configurable via `ADVISORYAI__STORAGE__*`).
 - **Remote inference toggle:** Set `ADVISORYAI__INFERENCE__MODE=Remote` to send sanitized prompts to an external inference tier. Provide `ADVISORYAI__INFERENCE__REMOTE__BASEADDRESS` (and optional `...__APIKEY`, `...__TIMEOUT`) to complete the circuit; failures fall back to the sanitized prompt and surface `inference.fallback_*` metadata.

docs/modules/advisory-ai/TASKS.md

@@ -0,0 +1,8 @@
+# Advisory AI · Tasks
+
+| Task ID | Description | Owner(s) | Sprint | Status | Notes |
+| --- | --- | --- | --- | --- | --- |
+| ADVISORY-AI-DOCS-0001 | Align module docs with `AGENTS.md` guardrails and required reading. | Docs Guild | SPRINT_312_docs_modules_advisory_ai | DONE (2025-11-24) | AGENTS/README now call out offline/determinism guardrails and required docs. |
+| ADVISORY-AI-ENG-0001 | Sync module doc pointers into parent docs tree. | Module Team | SPRINT_312_docs_modules_advisory_ai | DONE (2025-11-24) | Root docs/README now links to Advisory AI dossier. |
+| ADVISORY-AI-OPS-0001 | Document Advisory AI outputs/artefacts in module README. | Ops Guild | SPRINT_312_docs_modules_advisory_ai | DONE (2025-11-24) | README section expanded with concrete outputs/endpoints/bundles/events. |
+