Python
Pydantic AI structured outputs and evals on Bedrock
How I stage model trust on Bedrock: structured outputs to lock the shape, Pydantic Evals for content, and a calibrated LLM judge for the open text. read more →
Building and securing MCP servers with FastMCP
Build a FastMCP 3 server for company data. Add group-based access and an audit trail, then test the complete example offline. read more →
Building lgtmaybe: a PR reviewer for any model
How I built lgtmaybe, a provider-agnostic PR reviewer with keyless cloud auth, and the fiddly security and concurrency problems that were fun to solve. read more →