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slmatthiesen/README.md

👋  /me

const steven = {
  role:    "AI Engineer · CTO @ INTU",
  focus:   ["LLM agents", "agentic issue-fix pipelines", "RAG",
            "multimodal doc + image ingestion", "evals", "observability"],
  stack:   ["React", "Node", "Python", "Rust", "Postgres", "GraphQL"],
  web3:    ["MPC", "DKG", "EVM", "Solana"],
  shipping: "production agent systems",
};

I build agent systems that survive contact with production — tool-using LLMs wired through MCP, grounded by RAG, gated by eval harnesses, and instrumented end-to-end so failures are observable instead of mysterious. Before AI I spent four years deep in Web3, leading an MPC wallet-infrastructure team across cryptography, smart contracts, and Rust.


🧠  /stack

AI / ML

MCP RAG Evals LangSmith pgvector Google ADK

Languages & Core

TypeScript

Platforms

Stack  Vertex AI BigQuery Cloud Run Gemini API GitHub Actions DigitalOcean

Web3

Solidity Ethers MPC The Graph


🚀  /review

🔐 INTU — Web3 onboarding via MPC

CTO · Lead Engineer

Open-source NPM package orchestrating distributed key generation (DKG) and multi-party computation, removing seed phrases from the onboarding flow. Cross-chain transaction flows across EVM networks, bridged to Solana — sending a Solana tx authorized by an EVM signature. Self-hosted The Graph indexers for chains without hosted support.

Rust · Solidity · MPC · EVM · TypeScript

🩺 OpenEMR Clinical Agent

Selected Project · 2026

LLM agent layered onto an open-source EHR that reads patient charts and relays clinical context on demand. Lab-report ingestion pipeline produces summaries with source-page citations, so clinicians can verify any agent-surfaced claim — a RAG pattern tuned for high-stakes clinical use.

RAG · LLM Agents · Citations · Healthcare

🍽️ GURUPass / Pass Rewards — Restaurant AI Agents

Lead AI & Blockchain Engineer

Tool-using LLM agents handling order intake and menu Q&A, wired through MCP with structured-output validation. Curated eval set + offline regression harness catches failures before deploy; production traces drive failure-mode analysis. Personalization layer surfaces targeted coupons from purchase history.

MCP · Agents · Evals · Personalization

🤖 Agentic Issues Fixer

Autonomous coding agent

An agent that triages open GitHub issues, reproduces the bug, drafts a fix, and opens a PR — closing the loop from issue to reviewable change. Proof: medplum/medplum#9293 — an upstream OSS fix landed fully agentically (working branch).

Agents · Tool Use · GitHub API · OSS


🧪  /extra

📈 Algorithmic Futures Trading

Backtest harness and execution research for systematic futures strategies — applying the same eval + observability discipline I use on AI agents to strategy selection, slippage modeling, and live risk.

Python · Quant · Backtesting · WIP


📊  GitHub

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