STUDIO PUBLICATION
Deep dives on production Model Context Protocol servers, LLM tool schemas, and why we build software without bank aggregators.
2 essays
ENGINEERING & ARCHITECTUREThe Model Context Protocol is revolutionizing how LLMs interface with private tools and databases. Here are the architectural lessons, schema optimizations, and security patterns we learned while deploying production MCP servers.
PRODUCT PHILOSOPHYEvery personal finance app in the last decade asks for your Plaid or Yodlee login on day one. Here is why Money Copilot AI deliberately refuses to connect to your bank accounts, and how MCP makes zero-credential finance possible.
Notes from the work
The journal documents product decisions, privacy principles, technical lessons, and the details behind every release.
