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The Gate That Stayed Silent — When a Blocker Count That Drops Reads as Improvement

In the last article , I argued that the safety contract should move out of the LLM critic and into deterministic gates. The critic can vary. The gat…

aiplannerhealthydebatetesting
Dev.to Aug 31, 2026, 04:20 UTC
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My Agent Refused 96 Times. That Was the Right Output.

In the last article , I wrote about a release story that was weaker than the engine underneath it. This time the mistake was worse: I was rewarding…

aiplannertestingllm
Dev.to Aug 28, 2026, 01:55 UTC

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