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Next.js 15 critical performance fixes. Use when writing React components, data fetching, Server Actions, or optimizing bundle size.
Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verification, not...
Codebase orientation. Use FIRST when exploring code, finding files, or understanding project structure.
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Evaluates User Story quality and automatically corrects items not meeting standards. Reviews from developer, QA, and stakeholder perspectives, directly producing improved versions for low-quality...
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Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready...
Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready...
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Verify construction prerequisites using 66-item checklists across requirements, architecture, and coding conventions. Output status tables (VIOLATION/WARNING/PASS) in CHECKER mode or prerequisite...
Expert guidance for distributed training with DeepSpeed - ZeRO optimization stages, pipeline parallelism, FP16/BF16/FP8, 1-bit Adam, sparse attention
Expert guidance for distributed training with DeepSpeed - ZeRO optimization stages, pipeline parallelism, FP16/BF16/FP8, 1-bit Adam, sparse attention
Auto-activates when analyzing GitHub issues to extract functional requirements,
Systematically collect, document, and validate requirements from stakeholders. Ensure clarity, completeness, and agreement before development begins to reduce scope creep and rework.
Generate phased implementation roadmaps from Architecture Decision Records
Academic writing, research methodology, and scholarly communication workflows. Use when writing papers, literature reviews, grant proposals, conducting research, managing citations, or preparing...