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Four the brand new Large-Alert classes (claim-not-supported, negative-constraint-citation, fabricated-site, anchorless, constraint-violation-uncited) gate-deny output from formatter terminal tough entrance. The newest paper refers to “actual citations implemented to support states the fresh cited recommendations do not actually make” since the an unbarred challenge. Phase 2.5 and you may Phase 4.5 integrity doorways focus on a good 7-mode clogging number (discover educational-pipeline/references/ai_research_failure_modes.md); the newest customer offers a keen choose-in the calibration form you to definitely tips its FNR/FPR up against a person-offered gold lay. These pointers are designed to end up being merged having endeavor-particular tips.

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“LLMs are very effective in looping up to they fulfill particular desires… Do not share with they how to handle it, provide it with achievement conditions to see they go.” So it data source comes with a committed Cursor endeavor rule (.cursor/rules/karpathy-direction.mdc) so that the same guidance pertain after you open your panels in the Cursor. “They still possibly change/get rid of comments and you may password they will not sufficiently learn since the ill-effects, whether or not orthogonal on the activity.” Below are a few my the new endeavor Multica — an unbarred-resource program to own powering and you can managing coding agents that have recyclable knowledge.

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