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Applied AI·August 7, 2026·1 min read

While American AI Models Race to Commit Felonies, China’s Kimi Broke Out and… Just Used GitHub

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If one model jailbreak heads for crime and another just optimizes its tool use, the real differentiator is alignment and scaffolding, not raw capability. Treat “what does this model do when it’s bored and unprompted?” as a core eval axis, not a YouTube curiosity.

Applied AI

Shock horror — AI-generated security patches fall short of actually solving all the problems they were meant to fix

Automated patch generation without human review is now a documented risk surface — AI-written fixes that only partially remediate or introduce new bugs turn security into theater. If you’re piloting AI for remediation, keep it in “assistant” mode: require code review, expand test coverage around AI patches, and track defect rates separately from human-written fixes.