Help users communicate more effectively in writing. Use when someone is drafting memos, emails, strategy docs, announcements, or any written communication that needs to be clear, concise, and persuasive.
Extract learning before restarting. Code is a draft; learning is the asset. Use when work is drifting, approach has reversed 3+ times, or scope is expanding while "done" keeps fuzzing.
Guide for designing and writing ap-* agent specifications. Use when creating a new agent, drafting agent frontmatter, defining agent workflows, or structuring agent collaborations. For...
Fetch PR discussion using GitHub CLI `gh api`, then address review/issue comments by updating code or drafting replies. Use when asked to respond to PR feedback, resolve review comments, or act on...
Create kpiee design docs (basic or detail) in kpiee-designs using repo templates. Use when asked to draft 基本設計書 or 詳細設計書, or to write a detailed design based on a spec or an existing basic design,...
Legal document analysis, contract review, and compliance guidance for business and personal legal matters
Provides legal guidance for contracts, compliance, intellectual property, data privacy, and regulatory matters. Use when reviewing contracts, ensuring compliance, protecting IP, or navigating...
Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with...
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Show pipeline overview of all specifications with status counts and stale detection
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Provides guidance for enterprise-grade RL training using miles, a production-ready fork of slime. Use when training large MoE models with FP8/INT4, needing train-inference alignment, or requiring...
Research topics and produce comprehensive written documentation. Synthesizes information into clear, well-structured, authoritative content pieces.
Assists in writing high-quality content by conducting research, adding
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing...
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing...