Research Projects Products

Myron Koch

Independent AI Researcher & Engineer

I build the infrastructure that makes AI agents work - multi-agent orchestration, semantic memory, knowledge graphs, and MCP tooling. I ship research as products and products as research. Founder of Peak Summit Labs.

GitHub Blog LinkedIn Peak Summit Labs
6
Ivy League + Oxford
45+
Technical Posts
16+
MCP Servers Built
25K+
Stars (Rectangle OSS)
111
Tools in Production MCP

Guest Lectures

The University Tour, 2024-2025

Eight talks on AI systems, prompt engineering, and MCP infrastructure across six Ivy League universities, Oxford, and an international keynote.

Harvard
Nov 2024 · Feb 2025
Cornell Tech
Dec 2024
MIT Sloan
Feb 2025
NYU
Mar 2025
Amsterdam
Mar 2025 · Keynote
Oxford
Mar 2025
Princeton
Apr 2025

Research

Papers

Reminisce: Episodic Memory Architecture for LLM Agents

Published on Hugging Face, 2026 · 98.3% precision on LongMemEvalS benchmark · Keyword ranking + semantic consolidation for persistent agent recall

DeadGraph: A Rights-Aware MCP Knowledge Base for Cultural Heritage Audio Collections

arXiv 2026 (cs.AI) · +60.1 point accuracy gain with MCP tools vs raw LLM · 13 typed tools, rights-aware pipeline, defense-in-depth hallucination prevention

Open Source & Research Projects

What I Build

DeadGraph

AI research assistant for the Grateful Dead's live history. 2,336 shows, 675,641 tracks, 13 MCP tools. Rights-aware pipeline grounded in the Internet Archive.

MCPClaudeCloudflare D1TypeScript

Rectangle Contributor

Added 8ths, 9ths, 12ths, and 16ths window divisions plus a position cycling system to Rectangle, the 25K-star macOS window manager. Merged PR.

Swift macOS 25K Stars

Semantic Memory for Claude

PostgreSQL + pgvector persistent memory. 10,000+ observations, cross-device sync, semantic search across sessions. Published as MCP server.

PostgreSQL pgvector MCP

Multi-Agent Orchestration

Two systems: 7-agent tmux coordination, and terminal-spawned agents with cross-machine backchannel on Cloudflare Durable Objects. 80+ skills, 38 hooks.

Multi-Agent Cloudflare Backchannel

BMCPS v3.0 Standard

Open standard for safe, consistent MCP tool interfaces. 25 mandatory tools, modular architecture, 238 automated tests. MIT licensed.

Standard 238 Tests MIT

MCP Server Factory

Meta-MCP server that generates standard-compliant MCP servers from schema definitions. 16+ servers built across blockchain and infrastructure.

Code Generation 16+ Servers MCP

EVM Chains - 111 Tools

Production MCP server with 111 tools across 7 blockchain networks. Wallet management, token ops, DeFi, NFTs, staking, analytics.

111 Tools 7 Networks Production

Operational Semantics

45+ technical posts. The full journey from MCP experiments to published standard and multi-agent systems. Includes the 8-part Ivy League lecture series.

45+ Posts Technical Writing Deep Dives

Peak Summit Labs

Shipped Products

Research that ships. Every product runs locally, costs once, and respects your privacy.

Push to Transcribe

$19.99 one-time - Mac App Store

Hold a key, speak, release. Text appears at your cursor. Powered by Whisper. Fully local. Built for RSI and anyone who thinks faster than they type.

MarkDossier

$14.99 one-time - Mac App Store

WYSIWYG markdown editor for macOS. Open .md files and see rendered documents. Hot-reloads when agents write to your files. Token counting built in.

DeadGraph

Free tier - deadgraph.com

AI research assistant for the Grateful Dead's live history. Ask any question about 2,336 shows in plain English. 13 MCP tools. Grounded in the Internet Archive.

One person. Full stack. AI-augmented.

25 years building software. The last 3 focused on AI systems. I ship what teams can't - solo, using the infrastructure I built and the agents I trained.

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