All work
2024Project ManagerClosed-source
Benjitron-9000
LangGraph-powered AI agent with human-in-the-loop automation and persistent memory.
FastAPILangGraphAzure OpenAISQLModel
Summary
Agent-based workflow automation where humans approve or correct mid-flight AI decisions. Persistent memory across runs, tool-use through typed interfaces, and clean separation between deterministic business logic and LLM reasoning.
Highlights
- LangGraph state machine with interrupt + resume at human review gates
- SQLModel-backed memory store to keep agent context across sessions
- Deterministic guardrails wrapping the LLM tool calls
This project is closed-source (built for a Kcube AI client). I'm happy to walk through the architecture, trade-offs, and code on request.