feat: Enhance Authority Identity Provider Registry with Bootstrap Capability

- Added support for bootstrap providers in AuthorityIdentityProviderRegistry.
- Introduced a new property for bootstrap providers and updated AggregateCapabilities.
- Updated relevant methods to handle bootstrap capabilities during provider registration.

feat: Introduce Sealed Mode Status in OpenIddict Handlers

- Added SealedModeStatusProperty to AuthorityOpenIddictConstants.
- Enhanced ValidateClientCredentialsHandler, ValidatePasswordGrantHandler, and ValidateRefreshTokenGrantHandler to validate sealed mode evidence.
- Implemented logic to handle airgap seal confirmation requirements.

feat: Update Program Configuration for Sealed Mode

- Registered IAuthoritySealedModeEvidenceValidator in Program.cs.
- Added logging for bootstrap capabilities in identity provider plugins.
- Implemented checks for bootstrap support in API endpoints.

chore: Update Tasks and Documentation

- Marked AUTH-MTLS-11-002 as DONE in TASKS.md.
- Updated documentation to reflect changes in sealed mode and bootstrap capabilities.

fix: Improve CLI Command Handlers Output

- Enhanced output formatting for command responses and prompts in CommandHandlers.cs.

feat: Extend Advisory AI Models

- Added Response property to AdvisoryPipelineOutputModel for better output handling.

fix: Adjust Concelier Web Service Authentication

- Improved JWT token handling in Concelier Web Service to ensure proper token extraction and logging.

test: Enhance Web Service Endpoints Tests

- Added detailed logging for authentication failures in WebServiceEndpointsTests.
- Enabled PII logging for better debugging of authentication issues.

feat: Introduce Air-Gap Configuration Options

- Added AuthorityAirGapOptions and AuthoritySealedModeOptions to StellaOpsAuthorityOptions.
- Implemented validation logic for air-gap configurations to ensure proper setup.

docs/modules/advisory-ai/architecture.md

@@ -145,3 +145,10 @@ All endpoints accept `profile` parameter (default `fips-local`) and return `outp
 - **Plan determinism:** `AdvisoryPipelineOrchestratorTests` shuffle structured/vector/SBOM inputs and assert cache keys + metadata remain stable, proving that seeded plan caches stay deterministic even when retrievers emit out-of-order results.
 - **Execution telemetry:** `AdvisoryPipelineExecutorTests` exercise partial citation coverage (target ≥0.5 when only half the structured chunks are cited) so `advisory_ai_citation_coverage_ratio` reflects real guardrail quality.
 - **Plan cache stability:** `AdvisoryPlanCacheTests` now seed the in-memory cache with a fake time provider to confirm TTL refresh when plans are replaced, guaranteeing reproducible eviction under air-gapped runs.
+
+## 13) Deployment profiles, scaling, and remote inference
+
+- **Local inference containers.** `advisory-ai-web` exposes the API/plan cache endpoints while `advisory-ai-worker` drains the queue and executes prompts. Both containers mount the same RWX volume that hosts three deterministic paths: `/var/lib/advisory-ai/queue`, `/var/lib/advisory-ai/plans`, `/var/lib/advisory-ai/outputs`. Compose bundles create named volumes (`advisory-ai-{queue,plans,outputs}`) and the Helm chart mounts the `stellaops-advisory-ai-data` PVC so web + worker remain in lockstep.
+- **Remote inference toggle.** Set `AdvisoryAI:Inference:Mode` (env: `ADVISORYAI__AdvisoryAI__Inference__Mode`) to `Remote` when you want prompts to be executed by an external inference tier. Provide `AdvisoryAI:Inference:Remote:BaseAddress` and, optionally, `...:ApiKey`. When remote calls fail the executor falls back to the sanitized prompt and sets `inference.fallback_*` metadata so CLI/Console surface a warning.
+- **Scalability.** Start with 1 web replica + 1 worker for up to ~10 requests/minute. For higher throughput, scale `advisory-ai-worker` horizontally; each worker is CPU-bound (2 vCPU / 4 GiB RAM recommended) while the web front end is I/O-bound (1 vCPU / 1 GiB). Because the queue/plan/output stores are content-addressed files, ensure the shared volume delivers ≥500 IOPS and <5 ms latency; otherwise queue depth will lag.
+- **Offline & air-gapped stance.** The Compose/Helm manifests avoid external network calls by default and the Offline Kit now publishes the `advisory-ai-web` and `advisory-ai-worker` images alongside their SBOMs/provenance. Operators can rehydrate the RWX volume from the kit to pre-prime cache directories before enabling the service.