Research Projects Products

Myron Koch

Independent AI Researcher & Agentic Engineer

Agentic engineering: I build the harnesses that make AI agents work - 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
Universities incl. Oxford
50+
Technical Posts
4
Research Papers
29K+
Stars (Rectangle OSS)

Invited Lectures

The Campus Lecture Tour, 2024-2025

Eight talks on AI systems, agent orchestration, and MCP infrastructure at Harvard (twice), MIT, Princeton, Cornell Tech, NYU, and Oxford, plus a keynote at Web3 Summit Amsterdam.

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
+ symposiums, panels, and self-produced talks
2015-2024

Research

Papers

PrimeAgentOrchestrator: Memory-Primed Agent Spawning for Personal AI Infrastructure

arXiv:2608.20342 · cs.AI preprint, 2026 · also Zenodo DOI · Four months in production, three redesigns of context delivery · Spawns coding agents pre-loaded with memories from PostgreSQL + semantic search backends

The Placeholder That Became Production: A Postmortem of Extractive Memory Under Continuous Multi-Agent Ingestion

Zenodo 2026 · DOI · Benchmarked 98.3% on direct single-session recall, then 77.2% noise in production · Root-caused to a "for testing" extractor (34.5% of the retired database), then retired

Reminisce: A Cognitive Science-Inspired Memory Architecture for AI Agents

Zenodo 2026 · DOI · 49.4-55.8% accuracy, ~81% precision on LongMemEvalS across Claude tiers (98.3% peak on direct recall) · MIT open source, 606 tests

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

Hugging Face 2026 · +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 29K-star macOS window manager. Two merged contributions: #1720 (grid divisions + cycling) and #1762 (overlap offset).

Swift macOS 29K 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. Builds on MCP, now a Linux Foundation open standard.

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

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

50+ 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

One-time purchase - macOS + Windows

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

One-time purchase - macOS + Windows

WYSIWYG markdown editor. Renders Claude Code and Codex sessions as conversations. Hot-reloads when agents write to your files.

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 harness I built and the agents it runs.

Get in Touch Read the Blog