# AI Path B (Shipped)

> **Note:** This document outlines the architecture for "Path B", which shifted the AI's execution context from Cloud Run to persistent per-project Docker containers hosted on the Coolify server. This architecture was fully successfully shipped in May 2026.

## Architecture
- Every project has a persistent Gitea repository.
- Every project gets a single `vibn-dev` container provisioned as a Coolify service (`ensureDevContainer`).
- The AI runs its tools (like `shell_exec` and `fs_*`) *inside* this container using `docker exec` via the Coolify API.
- Dev servers (like `npm run dev`) bind to `0.0.0.0:3000` and are exposed to the internet via Traefik wildcard subdomains (`*.preview.vibnai.com`).
- When the user is ready, the code is committed to Gitea and deployed to production via `apps_deploy`.

*(Refer to `lib/ai/vibn-tools.ts` and `app/api/mcp/route.ts` for the live implementation).*