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.
Philosophy
Most AI companies are building demos. This lab builds infrastructure that runs 24/7. The knowledge pipeline indexes thousands of documents. The MCP servers handle real queries from real agents. The hooks catch mistakes before they cost real money.
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 hooks guard my own agents.
Timeline
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.
Agent infrastructure
Built the agent safety hook system, the 3-layer memory system (ChromaDB + PyTorch + Obsidian vault), and the unified LLM client with automatic provider fallback.
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.