# AdvisoryAI Deployment Guide (AIAI-31-008)

This guide covers packaging AdvisoryAI for on-prem / offline environments, toggling remote inference, and recommended scaling settings.

## Artifacts
- Dockerfile: `ops/advisory-ai/Dockerfile` (multi-role build for WebService / Worker).
- Local compose: `ops/advisory-ai/docker-compose.advisoryai.yaml` (web + worker, shared data volume).
- Helm chart: `ops/advisory-ai/helm/` (web Deployment + optional worker Deployment + Service + PVC stub).

## Build and run locally
```bash
# Build images
make advisoryai-web: docker build -f ops/advisory-ai/Dockerfile -t stellaops-advisoryai-web:dev \
  --build-arg PROJECT=src/AdvisoryAI/StellaOps.AdvisoryAI.WebService/StellaOps.AdvisoryAI.WebService.csproj \
  --build-arg APP_DLL=StellaOps.AdvisoryAI.WebService.dll .
make advisoryai-worker: docker build -f ops/advisory-ai/Dockerfile -t stellaops-advisoryai-worker:dev \
  --build-arg PROJECT=src/AdvisoryAI/StellaOps.AdvisoryAI.Worker/StellaOps.AdvisoryAI.Worker.csproj \
  --build-arg APP_DLL=StellaOps.AdvisoryAI.Worker.dll .

# Compose (offline friendly)
docker compose -f ops/advisory-ai/docker-compose.advisoryai.yaml up -d --build
```

## Remote inference toggle
- Default: `ADVISORYAI__INFERENCE__MODE=Local` (fully offline).
- Remote: set
  - `ADVISORYAI__INFERENCE__MODE=Remote`
  - `ADVISORYAI__INFERENCE__REMOTE__BASEADDRESS=https://inference.example.com`
  - `ADVISORYAI__INFERENCE__REMOTE__ENDPOINT=/v1/inference`
  - `ADVISORYAI__INFERENCE__REMOTE__APIKEY=<token>`
  - Optional: `ADVISORYAI__INFERENCE__REMOTE__TIMEOUT=00:00:30`
- Guardrails still enforced locally (see `ADVISORYAI__GUARDRAILS__*` options); keep secrets in mounted env/secret rather than images.

## Storage & persistence
- File-system queue/cache/output paths default to `/app/data/{queue,plans,outputs}` and are pre-created at startup.
- Compose mounts `advisoryai-data` volume; Helm uses `emptyDir` by default or a PVC when `storage.persistence.enabled=true`.
- In sealed/air-gapped mode, mount guardrail lists/policy knobs under `/app/etc` and point env vars accordingly.

## Scaling guidance
- WebService: start with 1 replica, scale horizontally by CPU (tokenization) or queue depth; set `ADVISORYAI__QUEUE__DIRECTORYPATH` to a shared PVC for multi-replica web+worker.
- Worker: scale independently; use `worker.replicas` in Helm or add `--scale advisoryai-worker=N` in compose. Workers are CPU-bound; pin via `resources.requests/limits`.
- Set rate limiter headers: add `X-StellaOps-Client` per caller to avoid shared buckets.

## Offline posture
- Images build from source without external runtime downloads; keep `ADVISORYAI__INFERENCE__MODE=Local` to stay offline.
- For registry-mirrored environments, push `stellaops-advisoryai-web` and `stellaops-advisoryai-worker` to the allowed registry and reference via Helm `image.repository`.
- Disable OTEL exporters unless explicitly permitted; logs remain structured JSON to stdout.

## Air-gap checklist
- Remote inference disabled (or routed through approved enclave).
- Guardrail phrase list mounted read-only.
- Data PVC scoped per tenant/project if multi-tenant; enforce scope via `X-StellaOps-Scopes`.
- Validate that `/app/data` volume has backup/retention policy; cache pruning handled by storage options.

## Deliverables mapping
- Compose + Dockerfile satisfy on-prem packaging.
- Helm chart provides cluster deployment with persistence and remote toggle.
- This guide documents scaling/offline posture required by Sprint 0110 AIAI-31-008.