System Architecture
Complete topology: local development environment, SSH tunnel, Hetzner VPS services, autonomous agents, and the deploy pipeline. All state flows through PostgreSQL.
Design Decisions
Single Data Store
PostgreSQL for everything: facts, memories, knowledge, telemetry, skills, enforcement rules. No Redis, no SQLite, no JSON files for state. One backup target, one connection string, one source of truth.
Git-Based Deploy
File save triggers the pipeline: debounce, commit, push to Gitea, SSH deploy gate pulls on VPS. Zero-downtime, rollback via git revert. No CI/CD service needed.
Mechanical Enforcement
Every rule is BLOCK severity. The enforcement engine loads anti-patterns from PostgreSQL dynamically — new corrections are enforced automatically without code changes or restarts.
Skills Injection
A reverse proxy sits between agents and the LLM provider. It intercepts every request and injects relevant domain knowledge from the skills library before forwarding to the model.
Correction Domains
Each domain represents a category of mistakes the platform has learned to prevent.