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efolley/README.md

Egor Folley

Website LinkedIn X

Egor Folley

FDE AI | New York

Client-facing AI engineer building production agentic systems end-to-end, from C-level discovery to architecture and deployment. Led a $2M AI transformation for $90B AUM PE firm with a team of 8. Deployed 12+ GenAI systems with production architecture, evals, governance, and observability. 2X AI and robotics founder (Techstars, NVIDIA Inception).

Results

Outcome Where
Due diligence 4 months → ~1 hour $2M program, $90B AUM PE firm
93% Recall@10 on a 100+ question golden set Regression-gated enterprise RAG-KAG
Technology adoption 6 weeks → 3 5-agent platform, 750 documents
Integration effort −60% MCP server over 18 internal APIs
Data retrieval hours → minutes GraphRAG copilot, ~3,000-entity graph
~15 h/week returned to supervisors Multimodal vision AI, 5 VLM agents

How I work

Discovery with the people who own the P&L. Scope to one workflow with a measured baseline. Ship the thin production path first: retrieval, evals, guardrails, tracing. Prove it against the baseline and publish the misses. Hand off a runbook, eval gates, and owners.

Regulated, NDA-bound environments. Client code stays private, so the repos below are open rebuilds of the same patterns on public data.

Building in public

Project What it is Status
Rivet-KAG Hybrid KAG over your documents, answers cited to source 🟢 In progress
AgentGate Auth, routing, and audit for every agent and MCP call 🟡 Design
EvalForge Auto-generated golden sets and red-team evals ⚪ Planned
OpenDiligence Multi-agent diligence over SEC EDGAR filings ⚪ Planned
RegGraph Regulatory change mapped onto policy and controls ⚪ Planned

Each ships with an architecture diagram, ADRs, an eval scorecard with real numbers, and cost/latency per query. If a number is bad, it goes in the README anyway.

Stack

Python · TypeScript · LangGraph · LangChain · LangSmith · MCP · GraphRAG · ontologies · Neo4j · Milvus · FastAPI · PostgreSQL · Redis · Docker · Azure · AWS · GCP · Palantir AIP


egor@efolley.com · efolley.com

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