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The studio

One person.
Real tools.

David Murray. Solo creative tech studio, 4 MCP servers in production, 6,300 notes in the vault. No team, no funding, no vaporware.

18Products live
4Services 24/7
6,300+Vault docs indexed
4MCP servers in prod

Philosophy

Most AI companies are building demos. This lab builds infrastructure that runs 24/7. Pamela trades autonomously. The knowledge pipeline indexes thousands of documents. The MCP servers handle real queries from real agents.

The lab exists at the intersection of AI, craft, and systems thinking. Every project ships. Every tool gets used. If it doesn’t work in production, it doesn’t exist.

The best AI tools are built by people who use them every day. Everything here is dogfooded. The orchestration layer routes my own work. The memory system stores my own knowledge. The agents manage my own portfolio.

Timeline

2026

Edgeless Lab

Formalized the lab. Launched the Prompt Engineering OS, MCP server toolkit, and multi-agent orchestration layer. Mastra-based routing across Claude, Gemini, and local models.

2025

Agent infrastructure

Built Pamela (autonomous Polymarket trader), the 3-layer memory system (ChromaDB + PyTorch + Obsidian vault), and the unified LLM client with automatic provider fallback.

2024

Creative technology

Started the pen plotter art pipeline, generative SVG experiments, and the knowledge graph visualization. Explored algorithmic composition with Total Serialism.

Operating principles

  • 01Ship weekly.
  • 02Price honestly.
  • 03Open-source the boring parts.
  • 04Run it in production before selling it.
  • 05Answer every email.
  • 06No vaporware. Ever.