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Developer Reflection: Replacing Rules with Tests to Constrain AI Models

Published: 2026-07-25 22:25 Source: X: Kazik (@Khazix0918)

Developer Kazik announced a major overhaul of documentation and rules, arguing that too many rules reduce model reasoning efficiency and effectiveness. The new approach no longer uses rules to force the model to get it right in one go, but instead gives the model more thinking space upfront, placing constraints on the testing side and using tests to govern everything.

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