
We build AI infrastructure and privacy-first software. Our research becomes products. Our products validate our research. One flywheel.
Founded by Myron Koch - independent AI researcher, former AI Director, guest lecturer at Harvard, MIT, Princeton, Cornell Tech, NYU, and Oxford.
Desktop apps for macOS that run on your device, cost once, and never phone home. Built on our own research.
Papers, standards, and open source tools for multi-agent orchestration, semantic memory, and MCP infrastructure.
Products
Every app runs locally on your Mac. No accounts. No cloud. No telemetry. Buy once, keep forever.
Assistive voice-to-text for macOS. Hold a key, speak, see text. Powered by Whisper, entirely on your Mac.
WYSIWYG markdown editor for macOS. Open .md files and see rendered documents. Hot-reloads when agents write to your files.
Research
Building the infrastructure that makes AI agents work. Publishing what we learn.
Architecture for persistent agent memory using keyword ranking and semantic consolidation. PostgreSQL + pgvector.
98.3% precision on LongMemEvalS - arXiv 2026Bridge-don't-own multi-agent coordination. Cross-machine orchestration via Cloudflare Durable Objects.
15-task evaluation - Draft 2026Open standard for safe, consistent MCP tool interfaces. Modular architecture. MIT licensed.
25 mandatory tools - 238 automated testsTechnical blog documenting the full research journey. MCP development, agent orchestration, semantic memory, and standards.
45+ deep-dive postsProduction MCP server with 111 tools across 7 blockchain networks. Demonstrates MCP patterns for complex orchestration.
111 tools - 7 networksContributor to Rectangle (25K-star macOS window manager). 16+ MCP servers built. MCP Server Factory for auto-generation.
25K+ star project - Merged PRPeak Summit Labs is founded and operated by Myron Koch - independent AI researcher, engineer, and former festival founder. Every product, every paper, and every line of infrastructure is built solo using AI-augmented engineering.
The name comes from the Peak Summit Groove and Dance Festival, a multi-venue music festival Myron founded and operated for over a decade. Same instinct, different domain: take isolated tools, find the undervalued space, build something bigger than the parts.