Skills for Real Engineers. Straight from my .agents directory.
aaai-related-work
Agent skill frombrycewang-stanford/Awesome-Journal-Skills
Use when positioning an AAAI paper's novelty against archival work, contemporaneous arXiv or workshop papers, and AAAI/IJCAI/NeurIPS/ICML/ICLR neighbors across the broad AI scope, while staying inside AAAI's dual-submission and AI-as-source policy constraints and writing a related-work section legible to non-specialist reviewers.
How to install aaai-related-work
npx skills add brycewang-stanford/Awesome-Journal-Skills# or add only this skill to Claude Code: copy the folder
AAAI-Skills/skills/aaai-related-work/
# into
~/.claude/skills/aaai-related-work/ (all projects)
.claude/skills/aaai-related-work/ (one project)
1# AAAI Related Work23Use this to make the novelty claim robust under AAAI's broad AI review. The related-work section4must help reviewers distinguish the paper from both archival work and contemporaneous non-archival5work.67## Positioning checks89- Identify the closest archival AI papers and current arXiv/workshop work.10- Separate method novelty, task novelty, evaluation novelty, and system integration novelty.11- Cite contemporaneous non-archival work carefully when it affects priority or reviewer12 expectations.13- Do not submit substantially similar work to multiple archival venues at the same time.14- Explain how the paper differs from AAAI/IJCAI/NeurIPS/ICML/ICLR neighbors in assumptions,15 evidence, scope, and contribution.16- Avoid using AI systems as citable scientific sources under AAAI policy.1718## Novelty paragraph1920Use this structure:2122```text23Closest prior work solves <problem> under <assumptions>.24It does not address <specific missing setting/mechanism/evidence>.25This paper contributes <new item> and verifies it through <evidence>.26The claim is limited to <scope>.27```2829## Positioning across AAAI's breadth3031AAAI spans search, planning, knowledge representation, constraint satisfaction, multi-agent systems,32learning, NLP, vision, and robotics, so the closest prior work may live in a subfield your reviewer33does not. Make the contrast explicit for a non-specialist instead of assuming shared background.34…
Excerpt shown under the repository's MIT license.
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