WWorldModel GymResearch Benchmark

Operations

Deployment & operations

The production shape: Render API, Vercel web, managed Postgres, S3-compatible artifact storage, and health endpoints.

The default production topology is a FastAPI service on Render, this Next.js dashboard on Vercel (deployed from the web/ root), managed Postgres for run metadata, and local or S3-compatible storage for artifacts.

Health & monitoring

EndpointPurpose
/healthzLiveness — the process is up.
/readyzReadiness — dependencies (DB, storage) are reachable.
/metricsPrometheus metrics for scraping.

Web smoke path

The proxy round-trip /api/proxy/api/leaderboard?track=test is the quickest end-to-end check that the web app can reach the API.

Web app configuration

The web app forwards browser requests through its proxy. Point it at your API with NEXT_PUBLIC_API_BASE (or INTERNAL_API_BASE for server-side calls). Both default to http://localhost:8000.

env
NEXT_PUBLIC_API_BASE=https://your-api.example.com

Operating the API

  • Run Alembic migrations on deploy rather than relying on implicit schema creation.
  • Manage scoped API keys with the CLI: create-api-key, rotate-api-key, revoke-api-key, and list-api-keys.
  • Switch artifact storage to S3-compatible storage for durable production uploads.
  • Remove the bootstrap key (WMG_BOOTSTRAP_API_KEY) once the first durable writer key exists.

Verify a deployment

Run scripts/verify_deployment.py --api-base <api> --web-base <web> to check readiness, the leaderboard flow, and the web smoke path in one pass.

Source and full runbooks live in the repository — backend under server/, web under web/.