This is a Next.js 15 + TypeScript + Supabase + LangGraph enterprise workflow platform.
- Core domain: AI agents that handle customer support + internal ops with strict compliance.
- Never invent features. Always ask for explicit requirements first.
- Decisions already made: We use structured outputs + Pydantic everywhere. No raw strings for critical data.
- Edge cases we have already solved: Rate-limit handling, audit logging for every agent action, fallback to human escalation after 3 failures.