Engineering notesFor engineers

Engineering notes

Small experiments on AI-assisted software development. Every note sets out its method, sample size and cost, and says what the result does not show.

  1. Last verified 8 October 2026

    Do Agent Skills pay for themselves? A paired test of SKILL.md on real tasks

    On tasks that depend on house rules, does giving Claude Code a SKILL.md change pass rate, cost and time? Claude Opus 5.5 and Sonnet 5.5 (plus Haiku 5.5), with compact, long and self-written skills.

    • agents
    • skills
    • evals
    • claude-code