git.stella-ops.org/docs/modules/advisory-ai/deployment.md

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

# 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.