add_action('wp_head', function(){echo '';}, 1); multica-ai andrej-karpathy-skills: A single CLAUDE md file to switch Claude Code decisions, based on Andrej Karpathy’s observations for the LLM programming issues. – Welcome to Ambition School

multica-ai andrej-karpathy-skills: A single CLAUDE md file to switch Claude Code decisions, based on Andrej Karpathy’s observations for the LLM programming issues.

Five the brand new Higher-Warn kinds (claim-not-supported, negative-constraint-solution, fabricated-site, anchorless, constraint-violation-uncited) gate-refuse production through the formatter critical tough door. The newest report identifies “genuine citations deployed to help with states the brand new cited references do not can even make” since the an unbarred issue. Stage dos.5 and you will Stage 4.5 integrity gates work at a good 7-function clogging number (find academic-pipeline/references/ai_research_failure_settings.md); the new reviewer offers a keen opt-inside the calibration setting you to steps its FNR/FPR up against a person-offered gold place. These tips are designed to getting blended having endeavor-specific guidelines.

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“LLMs are very proficient at looping up until it satisfy certain needs… Usually do not share with they what direction to go, give it achievements conditions and discover they wade.” So it databases comes with a loyal Cursor venture rule (.cursor/rules/karpathy-assistance.mdc) and so the same advice pertain once you open the project in the Cursor. “They still either transform/eliminate comments and you may code they won’t sufficiently discover because the harmful effects, whether or not orthogonal for the activity.” Here are some my the newest endeavor Multica — an unbarred-origin platform for running and you may controlling coding agents which have recyclable feel.

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