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Myron Koch

Independent AI Researcher & Engineer - AI systems architecture, multi-agent orchestration, MCP infrastructure. Founder of Peak Summit Labs.

Blog BMCPS Standard Portfolio Peak Summit Labs


What I Do

I build AI infrastructure and ship it as products. Research becomes tools. Tools become papers. Papers validate the tools. One flywheel.

  • Multi-Agent Orchestration - Cross-machine agent coordination across multiple Macs via Cloudflare Durable Objects. 80+ skills, 38 hooks, terminal-spawned agents with backchannel messaging. Not a framework - a production system I use daily.

  • MCP Infrastructure - 16+ MCP servers built. Authored BMCPS v3.0, an open standard for safe MCP tool interfaces (25 mandatory tools, 238 automated tests, MIT licensed). Built a meta-server that generates new MCP servers from the standard.

  • Semantic Memory - Persistent memory system using PostgreSQL + pgvector. 10,000+ observations, cross-device sync, semantic search across sessions. Published research paper with 98.3% precision on LongMemEvalS benchmark.

  • Open Source - Contributor to Rectangle (25K+ stars). Added 8ths/9ths/12ths/16ths window divisions and position cycling system. Merged PR #1720.

  • Shipped Products - Two macOS apps on the App Store through Peak Summit Labs. Local-first, one-time pricing, no telemetry. I build what teams quote 9 months for - solo, using the AI infrastructure I built.


Featured Projects

Project What It Does
reminisce Cognitive science-inspired memory architecture for AI agents - working/episodic/semantic tiers with salience scoring. Paper | Benchmark Data
longterm-memory-macos Semantic memory for Claude - PostgreSQL + pgvector with browser extension and dashboard
evm-chains-mcp-server 111 tools across 7 networks - MCP at scale for complex multi-system orchestration
ccxt-mcp-server Unified MCP interface to 106+ financial data APIs with real-time arbitrage detection
academic-lectures Lecture materials from teaching at Ivy League institutions and Oxford

Speaking

Guest lectures at Harvard (x2), MIT Sloan, Princeton, Cornell Tech, NYU, and Oxford. Keynote at Web3 Summit Amsterdam. Eight talks in six months on AI systems, agent orchestration, and MCP infrastructure.

Full lecture portfolio: academic-lectures


Research

Published:

Interests:

  • Cognitive science-inspired memory architectures for AI agents
  • Multi-agent cooperation and task decomposition
  • Tool-call runtimes and safe execution patterns
  • Context engineering and prompt architecture

Products (Peak Summit Labs)

Product What It Is
Push to Transcribe Voice-to-text for macOS. Hold a key, speak, release - text appears. Whisper-powered, fully local. $19.99 one-time.
MarkDossier WYSIWYG markdown editor for macOS. Hot-reloads when agents write to your files. Token counting built in. $14.99 one-time.

Technical Writing

45+ posts at operationalsemantics.dev documenting the full journey from MCP experiments to published standard and multi-agent systems. Includes an 8-part series on the Ivy League lecture tour.


Stack

Languages: TypeScript, Python, Swift, Rust AI: Claude, MCP, Ollama, LM Studio Infrastructure: Cloudflare (Workers, D1, R2, Pages), PostgreSQL, pgvector, bun


Blog - BMCPS Standard - Portfolio - Peak Summit Labs - LinkedIn - X

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