Skills for Real Engineers. Straight from my .agents directory.
aaai-writing-style
Agent skill frombrycewang-stanford/Awesome-Journal-Skills
Use when revising an AAAI manuscript for broad-AI-audience fit, a first-page contribution statement legible to non-specialist Phase-1 reviewers, two-column readability, concise novelty claims, reproducibility-checklist alignment, hedged limitations and ethics, and policy-aware framing of AI-system and capability claims.
How to install aaai-writing-style
npx skills add brycewang-stanford/Awesome-Journal-Skills# or add only this skill to Claude Code: copy the folder
AAAI-Skills/skills/aaai-writing-style/
# into
~/.claude/skills/aaai-writing-style/ (all projects)
.claude/skills/aaai-writing-style/ (one project)
1# AAAI Writing Style23Use this to make a technically sound draft readable to a broad AI program committee. AAAI rewards4clear AI contribution, not only subfield-specific benchmark wins.56## AAAI framing78- State the AI problem, the new capability or insight, and the evidence in the first page.9- Make clear whether the contribution is method, theory, system, benchmark, dataset, evaluation,10 human-AI interaction, social impact, or alignment.11- Explain why the result matters outside a single dataset or implementation.12- Keep claims aligned with the reproducibility checklist and supplementary evidence.13- Discuss limitations and ethical considerations when the method affects people, safety, privacy,14 fairness, security, or social impact.1516## Two-column readability1718- Use figures and tables as decision aids, not decoration.19- Keep notation lightweight and define it near first use.20- Use compact related-work contrasts instead of long literature catalogues.21- Make the Phase 1 summary easy: problem, method, evidence, limitation, checklist compliance.22- Avoid unsupported "general intelligence", "human-level", or "safe" claims.2324## Reading the paper as a Phase-1 reviewer2526A non-specialist on AAAI's broad committee gives the first page a few minutes and decides whether the27paper is worth deeper reading. Write so that a planning or KR reviewer can summarize your learning28contribution, and vice versa. Audit the opening against what that reader needs to extract fast.29…
Excerpt shown under the repository's MIT license.
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