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yshms

@yshms source repo

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• 4 skills
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• 8 hours ago last updated

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   Karpathy Coding Loop · yshms bundle

   Use before writing, modifying, or refactoring any code, and at each temptation point inside it: starting an implementation, proceeding on an unstated assumption, choosing between two readings of a request, adding an abstraction, config option, or error handler nobody asked for, editing a line or comment the task did not require, or reporting work done.
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   Karpathy Task Routing · yshms bundle

   Use when deciding how to run a task rather than doing it: how much autonomy to give an agent, whether to hand-write instead, whether to parallelize agents, which model or tool tier fits, or what to do when a delegated task keeps failing. Also when the user asks how to use LLMs efficiently, how Karpathy works with AI, or how to learn or study a topic — including bare 'help me learn X' requests.
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   Karpathy Verification · yshms

   Use when judging whether output is correct or finished: reviewing an AI-written diff before accepting, merging, or shipping; deciding whether a working demo means done; checking a model's numbers, counts, or self-reported success; or setting up an LLM as a judge, grader, or council.
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   Karpathy Context Engineering · yshms

   Use before pulling docs, a repo, or error output into context or calling an unfamiliar library — and when the context window is the problem: a hallucinated or deprecated API, a long session drifting off-topic or degrading in quality, the same mistake recurring across sessions, or an agent regressing to conventions this repo does not use.
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