atc-writing-style

atc-writing-style is a skill for Claude Code from brycewang-stanford/Awesome-Journal-Skills. It costs 72 tokens per session (1,163 once invoked), scanned A, original, MIT.

A collection of writing practices for ATC computer-systems papers. It covers the two-page extended abstract, the full paper's implementation and measurements, page limits, and reporting of costs and benefits.

In plain words
What is it for?
Use it to write or revise an ATC abstract and paper, organise evaluation results, state contributions plainly, and fit the required page budgets.
Why use it?
It helps make the central argument understandable to reviewers who may read only one part of the submission. It also reduces the chance that key evidence or trade-offs are lost during editing.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the atc-skills plugin — 12 skills shipped together

Good fit Use it to write or revise an ATC abstract and paper, organise evaluation results, state contributions plainly, and fit the required page budgets.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/brycewang-stanford/awesome-journal-skills/atc-writing-style
About the project

Awesome Journal Skills is a collection of agent skill packs tailored to hundreds of academic journals across fields including economics, social science, medicine, science, and engineering. Researchers use the packs for tasks such as choosing topics, designing empirical strategies, preparing tables and figures, submitting papers, and responding to reviewers. The catalogue entries are the project's journal-specific skills and related plugins.

brycewang-stanford/Awesome-Journal-Skills · 1,264 stars · on GitHub · copaper.ai

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill atc-writing-style
Clone the repo
git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills

Made for: Claude Code.

Or install atc-skills, the plugin that ships this one along with the rest of its 12 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for atc-writing-style

README.md
[![agentmods](https://agentmods.dev/badge/skills/brycewang-stanford/awesome-journal-skills/atc-writing-style/github.svg)](https://agentmods.dev/skills/brycewang-stanford/awesome-journal-skills/atc-writing-style)
Your own site
<a href="https://agentmods.dev/skills/brycewang-stanford/awesome-journal-skills/atc-writing-style"><img src="https://agentmods.dev/badge/skills/brycewang-stanford/awesome-journal-skills/atc-writing-style/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for atc-writing-style

Your own site · 80×15
<a href="https://agentmods.dev/skills/brycewang-stanford/awesome-journal-skills/atc-writing-style"><img src="https://agentmods.dev/badge/skills/brycewang-stanford/awesome-journal-skills/atc-writing-style.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 72 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,163 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00072 $0.01163
Opus 5.5 $0.00029 $0.00465
Sonnet 5.5 $0.00014 $0.00233
Haiku 4.5 $0.00007 $0.00116

Measured 1mo ago against content hash 7f2fbe3f23d5, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

atc-writing-style scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

ATC-Skills/skills/atc-writing-style/SKILL.md · 90 lines

How it starts

The opening of the file, as written. The whole thing — 90 lines — stays where its author put it; the contents beside it link to each section on GitHub.

ATC Writing Style

Write for two audiences in two rounds. In round one, two reviewers read only your two-page extended abstract; in round two, 3-4 reviewers read the full paper. The abstract is review-only, not published, and must stand alone. So ATC writing has a demand no single-round venue makes: the paper's core argument must fit, self-contained, into two pages and expand faithfully into twelve.

The self-standing extended abstract (round-one surface)

A round-one reviewer who reads only the abstract should finish knowing:

  1. The systems problem — a pain a builder or operator recognizes, in the first breath.
  2. Why the current design is inadequate — the specific limitation your work removes.
  3. The contribution — the system or technique, stated as what it does, not "novel."
  4. The evidence — the real testbed and the headline result (with the metric that matters, e.g., tail latency, throughput at matched cost).
  5. The honest cost — what the design trades away, named not hidden.

Test it: hand the two pages to a systems colleague without the paper and ask them to state the problem, contribution, testbed, and result. If they cannot, the abstract will lose round one no matter how strong the paper is. A trimmed introduction can work only if it already reads self-contained.

The full-paper arc

ATC papers are implementation-and-measurement narratives:

  • Introduction: problem → inadequacy → contribution as systems claims → real-testbed evidence → what changes in practice. Lead with the systems contribution, not a trend sentence.
  • Design: the mechanism and the reasons for each choice, tied to the deployment constraint. Reviewers reward a design justified by the problem over one justified by novelty.
  • Implementation: enough that a reader believes it was built and could be rebuilt — scale (lines, components), integration points, and what was hard.
  • Evaluation: questions first, then answers. End-to-end results and microbenchmarks that isolate the mechanism; baselines that are fair; tails and variance, not just means.
  • Costs and limitations: report the trade beside the gain, ideally in the same figure/table. ATC reviewers trust evaluations that volunteer their costs.

Read the full file on GitHub · 90 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 90 lines · 72 tokens per session scan A 7f2fbe3f23d5

Subscribe to this mod's changes

atc-writing-style is a skill published in the GitHub repository brycewang-stanford/Awesome-Journal-Skills (1,264 stars, last pushed 19d ago), licensed MIT. It adds 72 tokens to every session and 1,163 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-15.

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