- by 横川光恵
- 2026年7月18日
multica-ai andrej-karpathy-skills: Just one CLAUDE md file to switch Claude Code behavior, derived from Andrej Karpathy’s findings to the LLM programming problems.
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Evaluation designs is generally additional, current, or removed without notice. This post is tentative and you will subject to alter since the design help goes out. The new table below directories the minimum types recognized from changelog entries or offered launch guidance. In the Visual Studio Password you can include a lot more designs than others that exist automagically with your Copilot registration.
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In the Admin UI, put CLOUDFLARE_API_TOKEN and CLOUDFLARE_ACCOUNT_ID, following place Model to help you an excellent Cloudflare design slug for example cloudflare/anthropic/claude-sonnet-4-5. Vendor-specific JSON tips can still be blended away from request more_human body when acceptance. From the Administrator UI, insert they to the FIREWORKS_API_Key, next lay Design to help you a great Fireworks model slug including fireworks/accounts/fireworks/models/llama-v3p3-70b-show. Reasoning-heavier models present extra knobs noted lower than Groq reasoning. Certain demand fields yield HTTP eight hundred; which adaptor pieces known-unsupported shapes (reported inside Groq's being compatible notes).
Work at Your Coding Representative

To include all of our 'Today's Quote' supply to the page thru Javascript, simply backup and you can insert it code into the web page. Estimate will change automatically everyday. Claude Code are a keen agentic coding device you to definitely stays in the critical, understands your codebase, and helps you password reduced from the doing routine employment, outlining cutting-edge password, and you may addressing git workflows – all through absolute words requests.
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The brand new Servers webpage regulation the new portal Servers, Vent, proxy form, program proxy, system bring, and California certification reputation. GitHub CI stays view-just for Ruff that have uv work at ruff format –consider and you will ultraviolet work on ruff consider, therefore needed position inspections ensure enough time code. The brand new made design list allows Codex's native /design picker number merchant-selectable FCC design slugs.
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Therefore, we recommend that you employ the standard framework screen and you can normal cause automagically, choosing the huge framework screen and better cause for lots more advanced work merely. Opting for a larger framework window or maybe more reason tend to effect AI loans consumption; a lot more tokens will be ate, so more loans will be used. Particular prioritize rate and cost-performance, while some are optimized to possess accuracy, reasoning, or multimodal inputs.