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efolley/README.md

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Hello World

I'm Egor Folley, Forward-Deployed AI Engineer (FDE) at Capco in New York. I help enterprises solve real business problems with AI systems, from C-suite discovery to production deployment.

🛠️ Now building

An open, production-grade reference stack for enterprise agents: 1 shared platform, 3 verticals. Design docs and ADRs land first, code follows. Progress updates weekly (under reconstruction now)

Project What it is Status Target
AgentGate Control plane that authenticates, routes, rate-limits and audits every agent and MCP tool call, backed by a permissions knowledge graph 🟡 Design Oct 2026
EvalForge Agents mine an enterprise KG to generate golden sets and red-team cases, then run regression evals over MCP ⚪ Planned Nov 2026
OpenDiligence Multi-agent diligence over SEC EDGAR filings in a company KG. Public rebuild of my PE deal-evaluation pattern, no client IP ⚪ Planned Nov 2026
RegGraph Maps SEC, FINRA and EU AI Act changes onto a firm's policy and controls graph ⚪ Planned Dec 2026
WarRoom Multi-agent incident commander: triage and RCA over a service-dependency graph, human-approved rollbacks ⚪ Planned Dec 2026

Every repo ships with: LangGraph multi-agent orchestration · Neo4j GraphRAG · MCP servers · OTel/LangSmith tracing · evals and guardrails · API gateway with retries, circuit breakers and DLQ · Postgres + Redis · architecture diagram, eval scorecard, cost and latency numbers.

Production track record

  • 7+ years shipping GenAI, multi-agent RAG and vision AI systems to production
  • 12+ production AI systems across 2 enterprises, 6 SMBs and 4 startups, owning the loop from scoping through deployment and handoff
  • Led a $2M AI transformation for a $90B AUM PE firm: ontology-first deal evaluation that cut diligence from 4 months to ~1 hour. 6-agent ingestion pipeline over 20,000+ pages/month, production RAG-KAG on Azure, 93% Recall@10 on a 100+ question golden set
  • 2x AI founder: ARTIAL (Techstars, autonomous drone navigation) and Modalina AI (NVIDIA Inception, multimodal vision AI)
  • BSc in Mechatronics & Robotics; left a PhD to build ARTIAL

Selected work

  • Autonomous Drone Navigation: Fully autonomous visual navigation on NVIDIA Jetson Nano (4GB) in C++/ROS with ORB-SLAM3 and PX4. Live flights: indoor, outdoor
  • Construction Vision AI Agent: 5 VLM agents with hybrid RAG for real-time safety analysis on GCP; saved supervisors ~15 h/week. Presented at BuiltWorlds AI Conference.
  • Multi-agent RAG Platform: 5-agent platform that cut technology adoption for field managers from 6 weeks to 3. LangGraph, LangSmith, Milvus, Google App Engine.
  • Agentic GraphRAG Copilot: Embedded copilot over a ~3,000-entity knowledge graph that cut cross-team data retrieval from hours to minutes, with a DeepEval regression suite.
  • Enterprise MCP Server: Exposed 18 internal APIs to agents via FastMCP/FastAPI, cutting integration effort by 60%.

Client systems above were delivered under NDA, so that code stays private. The Now building repos are open rebuilds of the same patterns on public data.

Stack I ship with

Python TypeScript LangGraph LangChain LangSmith LlamaIndex MCP GraphRAG Ontology / Knowledge Graphs Neo4j Milvus Palantir AIP PyTorch FastAPI Docker AWS GCP Azure ROS C++


Contact: egor@efolley.com

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