Dev infrastructure, automation, and deployment deep-dives.
TAG: TESTING (2)
AUG 25, 2026  ·  4 MIN READ

Scaffolding vs. Intelligence: Why AI Evaluation Harnesses Fake 70-Point Leaps

Why AI evaluation harness architectures create massive score spreads on benchmarks like ARC-AGI-3, and how to establish strict benchmark provenance.

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AUG 25, 2026  ·  4 MIN READ

When 100% Test Coverage Lies: Contract Faults and the Least-Derived Evidence Principle

A deep dive into why green unit tests can pass while specifications mandate contradictions. Learn the least-derived evidence principle for reliable software contracts.

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