The case studies show what happened in individual experiments. These notes pull out the engineering lessons that are easier to miss inside a result: executable specifications, provenance, data contracts, deterministic evaluation, and the ways software can quietly change the question being tested.

Each note starts from a concrete preserved case and then generalizes only as far as the evidence supports. The first one grows directly out of Benchmark 004, where reproducing an external notebook exposed disagreements between its written description and the code that actually produced the result.

Strategy discovery is closed. These are explanations of completed work, not new experiments or trading signals.