Archive

Author: admin

02

Build an LLM Eval Harness That Runs in CI

Forty cases, a scorer, a baseline and a GitHub Action. How to catch AI regressions that unit tests miss, without paying for an eval platform.

Oct 22, 2026
7 min read
03

RAG Chunking: Choose Chunk Size With Evals

There is no best chunk size. Build a 30-question eval set, index at three sizes, and let recall@k pick the chunker instead of a blog post.

Oct 22, 2026
6 min read
04

Build an MCP Server in Python with FastMCP

A working MCP server in twenty lines, then the parts that only break in production: tool design, validation, error messages, testing and security.

Oct 22, 2026
8 min read