Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
A skill your agent uses when writing a PPoPP author-response rebuttal, covering the short fixed word-capped window, answering the recurring "does it scale?" and "what about baseline X?" questions…
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppopp-author-response -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ppopp-author-response --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/PPoPP-Skills/skills/ppopp-author-response .claude/skills/ppopp-author-response && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "ppopp-author-response" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/PPoPP-Skills/skills/ppopp-author-response into .claude/skills/ppopp-author-response/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppopp-author-response", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/PPoPP-Skills/skills/ppopp-author-responseType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppopp-author-response -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ppopp-author-response --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/PPoPP-Skills/skills/ppopp-author-response .agents/skills/ppopp-author-response && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ppopp-author-response" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/PPoPP-Skills/skills/ppopp-author-response into .agents/skills/ppopp-author-response/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppopp-author-response", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppopp-author-response -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ppopp-author-response --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/PPoPP-Skills/skills/ppopp-author-response .cursor/skills/ppopp-author-response && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "ppopp-author-response" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/PPoPP-Skills/skills/ppopp-author-response into .cursor/skills/ppopp-author-response/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppopp-author-response", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/brycewang-stanford/Awesome-Journal-Skills.git --path PPoPP-Skills/skills/ppopp-author-response--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppopp-author-response -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ppopp-author-response --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/PPoPP-Skills/skills/ppopp-author-response .gemini/skills/ppopp-author-response && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "ppopp-author-response" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/PPoPP-Skills/skills/ppopp-author-response into .gemini/skills/ppopp-author-response/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppopp-author-response", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ppopp-author-responseInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppopp-author-response -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/PPoPP-Skills/skills/ppopp-author-response .github/skills/ppopp-author-response && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "ppopp-author-response" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/PPoPP-Skills/skills/ppopp-author-response into .github/skills/ppopp-author-response/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppopp-author-response", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppopp-author-response -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills ppopp-author-response --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/PPoPP-Skills/skills/ppopp-author-response .opencode/skills/ppopp-author-response && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "ppopp-author-response" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/PPoPP-Skills/skills/ppopp-author-response into .opencode/skills/ppopp-author-response/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ppopp-author-response", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
ppopp-author-responseA skill your agent uses when writing a PPoPP author-response rebuttal, covering the short fixed word-capped window, answering the recurring "does it scale?" and "what about baseline X?" questions…
Ppopp Author Response is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when writing a PPoPP author-response rebuttal, covering the short fixed word-capped window, answering the recurring "does it scale?" and "what about baseline X?" questions with pre-run numbers, correcting factual misreadings of a concurrency argument, staying double-blind, and prioritizing the points that can actually move a decision.
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. | 覆盖主流期刊的… The licence is MIT.
2 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Ppopp Author Response loads about 1.1k tokens when it runs. Until then it costs about 91 tokens; SKILL.md has 523 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 523 words, ~1,150 tokens.
.claude/skills/ppopp-author-response/SKILL.md (or your agent's skills folder).Write the rebuttal for the fixed author-response window (PPoPP 2026: 27–29 October 2025). This is a short, word-capped, single written turn — as verified there is no guaranteed revise-and-resubmit round to fall back on. Reviewers read it, discuss, and decide. Spend the budget on the points that can change a verdict, answered with data, not adjectives.
[Blocking + fixable] a missing baseline you pre-ran; a scaling point you already have;
a misread correctness argument -> answer these first, with data
[Blocking + not fixable in words] a study-design gap needing new machine time
-> concede honestly, scope the claim down, or note it as future work
[Non-blocking] wording, a citation, a minor clarification -> one line each, or skipAnswer the reviewer who is closest to championing you and whose objection is concrete; a reviewer who only questioned novelty rarely decides a systems paper.
PPoPP rebuttals live or die on two recurring asks. Prepare for both before reviews arrive
(see ppopp-experiments), because the window is too short to generate the runs from scratch:
<X>; the curve stays linear to 96 and flattens at 112 due to memory
bandwidth, as we now quantify." A concrete point beats "we expect it to scale."<Y>× at 64 threads and matches at 4."Promising to run an experiment "in the final version" does not move a PPoPP reviewer; a measured number does.
If a reviewer misreads your linearizability or progress argument, correct it precisely: point to the linearization point, the specific interleaving they worried about, and why your synchronization (under the named memory model) handles it. Do not restate the whole proof — cite the section and give the one clarifying sentence that dissolves the objection.
<number>." Reviewers skim under
load.[Window] author-response dates, word cap
[Triage] blocking-fixable / blocking-not-fixable / non-blocking — points sorted
[Scaling answer] higher-core / second-machine number ready and stated? yes/no
[Baseline answer] comparison to the named competitor ready and stated? yes/no
[Correctness fix] misread interleaving corrected precisely? yes/no
[Anonymity] no identity/machine/grant/repo leak? yes/no
[Cuts] what to drop to fit the cap© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in PPoPP-Skills/skills/ppopp-author-response of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Ppopp Author Response next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Ppopp Author Response this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 84k | 4 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Last30daysmvanhorn/last30days-skill | 64k | — | ~7.9k | Automated safety check: Notes | MIT |
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
bytedance/deer-flow
Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.
Yuan1z0825/nature-skills
Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
weapp-tailwindcss/weapp-tailwindcss
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
mvanhorn/last30days-skill
Research what people actually say about any topic in the last 30 days.
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running and reporting the analysis for an Annals of the American Association of Geographers manuscript — spatial statistics and modeling, remote-sensing accuracy, or…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when positioning an Annals of the American Association of Geographers manuscript in the literature — engaging geographic scholarship across the relevant area and the…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when responding to an Annals of the American Association of Geographers decision letter (major/minor revision) — building a point-by-point response to the subject editor and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when you need to understand how the Annals of the American Association of Geographers evaluates a manuscript — double-anonymous review routed through a subject editor by…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running the final pre-submission preflight for the Annals of the American Association of Geographers via ScholarOne Manuscripts — area/article-type selection…
Categories
A skill your agent uses when writing a PPoPP author-response rebuttal, covering the short fixed word-capped window, answering the recurring "does it scale?" and "what about baseline X?" questions…. Ppopp Author Response is an agent skill from brycewang-stanford/Awesome-Journal-Skills." questions with pre-run numbers, correcting factual misreadings of a concurrency argument, staying double-blind, and prioritizing the points that can actually move a decision.
Ppopp Author Response fits situations like: writing a PPoPP author-response rebuttal; covering the short fixed word-capped window; answering the recurring does it scale? and what about baseline X? questions with pre-run numbers; correcting factual misreadings of a concurrency argument.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppopp-author-response -a claude-code`. Or copy the skill folder (PPoPP-Skills/skills/ppopp-author-response in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/ppopp-author-response in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppopp-author-response -a codex`. Or copy the skill folder (PPoPP-Skills/skills/ppopp-author-response in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/ppopp-author-response in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill ppopp-author-response -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ppopp-author-response, .gemini/skills/ppopp-author-response, .github/skills/ppopp-author-response and .opencode/skills/ppopp-author-response in your project.
SKILL.md names no scripts, command-line tools or credentials: Ppopp Author Response is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Ppopp Author Response is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.1k tokens (SKILL.md is roughly 4.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Ppopp Author Response: Hypothesis Generation (spacering-net/codeg, 3.9k stars), GitHub Deep Research (bytedance/deer-flow, 84k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars) and Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.
Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.