Use when organizing AAAI supplementary material, including the technical appendix, multimedia appendix, and code/data ZIPs, while respecting that AAAI supplements are due with the paper, treated as immutable after submission, must stay double-blind, and should never hide main-paper-critical evidence from reviewers who skim the appendix.
SkillScore91Maintained
Automatic
◆Research pack
Last verified 8/14/2026
What it changes
Passed 20 of 22 test cases with the skill, and 7 of 22 without it.
Without skill32%
With skill91%
Checks it passed that the model alone missed
The response files this requirement under [Anonymity risks].
The response records this risk under the tag [Submission risk].
The response documents file corruption under [Submission risk].
and 13 more in the full report
14 fixed6 passed either way1 still failing1 broke
Pass-rate lift
+59 pp
Tokens
-10%
Agent turns
0%
Response time
-42%
Model gemini-3.6-flashMeasured 8/14/2026v120 of 22 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 14
Prompt
Our research code headers contain copyright notices reading 'Copyright 2024 Acme AI Lab / John Doe'. We plan to include these files in our AAAI code ZIP. What modification is required for double-blind submission?
What was checked, without and with the skill
Checked
Without skill
With skill
The response requires stripping author names and institutional copyright headers from code files.
Passed
Passed
The response files this requirement under [Anonymity risks].
Missed
Passed
case-18 · gemini-3.6-flash · 8/14/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md63 linessingle file
AAAI Supplementary
Use this when deciding what belongs in the main paper, technical appendix, multimedia appendix, or
code/data ZIP. AAAI supplementary material is due with the paper and should be treated as immutable
once submitted unless current instructions say otherwise.
Supplement structure
Keep the central contribution, method, core results, and checklist-relevant evidence in the main
paper.
Put proofs, extra ablations, extended qualitative examples, implementation details, and additional
error analysis in the technical appendix.
Put videos, audio, interactive demos, or visualizations in a multimedia appendix only when they are
technically necessary.
Put scripts, datasets, logs, model configs, and checkpoints in code/data ZIPs.
Add a compact appendix map so reviewers can find support for each disputed claim.
Anonymity and immutability
Remove identity from file names, metadata, paths, Git history, author comments, and license
headers.
Do not use web pointers for extra material if current AAAI rules disallow them.
Submit final, uncorrupted files. Do not rely on rebuttal to repair missing content.
Keep the supplement consistent with the reproducibility checklist.
Where each item belongs
A broad-AI reviewer will skim the appendix, not study it, so placement decides whether evidence is
actually seen. Anything a claim depends on belongs in the main paper; the appendix only deepens it.