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Aaai Author Response

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brycewang-stanford
aaai-author-response

Use when drafting an AAAI author response (rebuttal) under the single short character-limited author-feedback window, the no-URL rule, no-new-results guidance, AI-generated-review handling, and the AAAI two-phase review process where Phase-2 papers receive one feedback round before SPC/AC discussion.

Overview

Publisherbrycewang-stanford
RepositoryAwesome-Journal-Skills
Skill nameaaai-author-response
Stars
1.2K
Forks
159
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by brycewang-stanford on GitHub. Read the source before you install it.

Installation

Install the Aaai Author Response AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AAAI-Skills/skills/aaai-author-response
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git /tmp/Awesome-Journal-Skills
mkdir -p .claude/skills
cp -r /tmp/Awesome-Journal-Skills/AAAI-Skills/skills/aaai-author-response .claude/skills/aaai-author-response
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Aaai Author Response in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Aaai Author Response on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Aaai Author Response is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

AAAI Author Response

Use this after AAAI reviews are released. AAAI rebuttal space is scarce: the AAAI-26 FAQ allowed a single 2500-character response, disallowed URLs, and discouraged new results. AAAI-27 has not yet published its own rebuttal FAQ — its author feedback window is 2026-10-19 to 10-25 — so treat those limits as the prior cycle's shape and reopen the current FAQ before drafting.

Triage

  • Respond to decision-critical factual errors first.
  • Address human reviews and AI-generated review points when they affect the SPC/AC decision.
  • Do not spend space on tone, score fairness, or reviewer motivation.
  • Do not include URLs if current rules forbid them.
  • Do not introduce new experiments or results. Explain existing evidence, clarify omissions, or state why requested experiments are not needed.
  • If supplementary files were missing or corrupted, acknowledge the limitation; AAAI has not permitted updates at rebuttal time, and the supplementary deadline (2026-07-31 for AAAI-27) closed months before feedback opens.

What moves an AAAI score

Author feedback at AAAI is read by human reviewers and weighed in SPC/AC discussion, not by the non-decisional AI review. With one short response and no second round, spend every character on the concern most likely to flip a borderline decision. Triage each reviewer point into a lane:

  • Factual error that, if uncorrected, sinks the paper: answer first, cite the submitted anchor.
  • Misread of an existing result: clarify and point to the table, theorem, or appendix line.
  • Request for a new experiment: explain why submitted evidence covers it, or scope the claim.
  • Taste or framing complaint: usually skip; a defensive paragraph rarely moves the score.

Reviewer-pushback patterns and the AAAI fix

  • "No comparison to method X." Fix: name the submitted table row that includes X, or argue X is out of scope; do not promise a fresh run that rules forbid.
  • "Results may not hold beyond one benchmark." Fix: cite the seed or split variation in the supplement; if absent, narrow the claim instead.
  • "The AI-generated review flags a missing baseline." Fix: correct it calmly with a submitted pointer; the AI review is advisory, so a one-line factual rebuttal suffices.

Worked vignette

A multi-agent-coordination paper gets two borderline scores. Reviewer 1 wrongly says the protocol ignores communication cost; Reviewer 2 asks for a human-baseline study. Triage: R1 is decision- critical, so sentence one corrects it and cites Section 4's cost ledger; R2's request is out of scope, so one sentence notes the simulator already bounds it and limits the claim to simulated agents. Tone and the AI review's nit are cut to stay under budget.

Compression pattern

  1. One sentence: central correction.
  2. One sentence: strongest evidence in the submitted paper/checklist/supplement.
  3. One sentence: answer the most damaging reviewer concern.
  4. One sentence: clarify scope or limitation.
  5. One sentence: optional camera-ready clarification if accepted.

Output format

text
[Response budget] <characters used / limit>
[Priority issue] <reviewer or AI-review concern>
[Draft rebuttal] <AAAI-ready text, no URLs>
[Submitted evidence anchor] <section/table/figure/checklist/supplement item>
[Cut list] <what to delete if over limit>

Frequently asked questions

What does the Aaai Author Response AI skill do?

Use when drafting an AAAI author response (rebuttal) under the single short character-limited author-feedback window, the no-URL rule, no-new-results guidance, AI-generated-review handling, and the AAAI two-phase review process where Phase-2 papers receive one feedback round before SPC/AC discussion.

Why use Aaai Author Response on TypingMind?

Because you install it once and use it with any model. Aaai Author Response is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Aaai Author Response in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AAAI-Skills/skills/aaai-author-response. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Aaai Author Response?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Aaai Author Response?

As many as you like. As long as a model supports skills, you can use Aaai Author Response with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Aaai Author Response AI skill free?

Yes. It is published on GitHub by brycewang-stanford under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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