multica-ai andrej-karpathy-skills: Just one CLAUDE md document to improve Claude Password behavior, derived from Andrej Karpathy’s observations to your LLM programming dangers.

12 Jul multica-ai andrej-karpathy-skills: Just one CLAUDE md document to improve Claude Password behavior, derived from Andrej Karpathy’s observations to your LLM programming dangers.

Four the new Highest-Warn classes (claim-not-supported, negative-constraint-admission, fabricated-source, anchorless, constraint-violation-uncited) gate-refuse productivity from the formatter critical tough gate. The brand new papers means “real citations implemented to help with states the brand new cited records do not can even make” while the an open issue. Phase 2.5 and you will Stage 4.5 integrity doorways work with a great 7-function blocking number (see educational-pipeline/references/ai_research_failure_modes.md); the new reviewer also provides an enthusiastic opt-inside calibration mode you to definitely steps a unique FNR/FPR up against a user-supplied silver place. These guidelines are made to end up being merged that have venture-certain guidelines.

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“LLMs is very proficient at looping up until it fulfill particular requirements… Never tell they how to handle it, give it achievement conditions and see it go.” Which repository boasts a loyal Cursor enterprise code (.cursor/rules/karpathy-advice.mdc) and so the same advice pertain when you discover your panels inside the Cursor. “They still sometimes alter/lose comments and you will password they will not good enough learn as the ill-effects, even if orthogonal to the task.” Listed below are some my personal the newest enterprise Multica — an open-resource platform to own powering and you will controlling coding agencies having reusable knowledge.

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