Agent Workflows.
Coordinated agents for document-heavy workflows, with human approval gates and a clear view of system behavior.
Python · LangGraph · CrewAI · FastAPI · React · AWS
The problem
Manual document processing slows a workflow down. Automating it requires coordinated tool use, retained context, and a way for people to approve key steps.
The engineering
Architected a LangGraph and CrewAI multi-agent system with stateful memory, inter-agent tool handoffs, and human-in-the-loop approval gates.
Built a React observability dashboard with hallucination flagging and cost and latency telemetry.
Deployed the platform on AWS and produced client handover documentation.
The outcome
Automated document-heavy workflows across coordinated agents while keeping human approval at the steps that matter, with telemetry to see what the system is doing.