litellm-karpathy-check
Karpathy-style senior-engineer pre-merge review for a litellm PR as if it ships to an AI gateway at 10k+ RPS on a large codebase with many flows. Answers whether the change is safe to merge, what unintended consequences could appear under load, and whether scope matches the linked issue. Detects narrow bug-class misses, scope expansion beyond the ticket, dead/unreachable code paths, hot-path perf risk, and sink-not-source fixes. Use after CI triage says READY. Triggers on "production merge review", "safe to merge at scale", "karpathy check", or a BerriAI/litellm PR URL in stdin JSON.
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| description | Karpathy-style senior-engineer pre-merge review for a litellm PR as if it ships to an AI gateway at 10k+ RPS on a large ... |
litellm-karpathy-check
Karpathy-style senior-engineer pre-merge review for a litellm PR as if it ships to an AI gateway at 10k+ RPS on a large codebase with many flows. Answers whether the change is safe to merge, what unintended consequences could appear under load, and whether scope matches the linked issue. Detects narrow bug-class misses, scope expansion beyond the ticket, dead/unreachable code paths, hot-path perf risk, and sink-not-source fixes. Use after CI triage says READY. Triggers on "production merge review", "safe to merge at scale", "karpathy check", or a BerriAI/litellm PR URL in stdin JSON.
When to use
Use this skill when the user needs help with tasks related to litellm karpathy check.
Guidelines
- Follow repository conventions in
BerriAI/pr-review-agent-skills - Prefer minimal, focused changes
- Validate outputs before finishing