atc-related-work

atc-related-work is a skill for Claude Code from brycewang-stanford/Awesome-Journal-Skills. It costs 74 tokens per session (1,010 once invoked), scanned A, original, MIT.

A guide to writing the related-work section of an ATC systems paper. Related work explains how your research differs from earlier systems and where it fits in the field.

In plain words
What is it for?
Use it to organise prior work, compare mechanisms fairly, position contributions, and cover related systems research areas.
Why use it?
It prevents weak comparisons, missing relevant research areas, and self-citations that accidentally reveal authors during double-blind review.

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 organise prior work, compare mechanisms fairly, position contributions, and cover related systems research areas.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/brycewang-stanford/awesome-journal-skills/atc-related-work
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-related-work
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-related-work

README.md
[![agentmods](https://agentmods.dev/badge/skills/brycewang-stanford/awesome-journal-skills/atc-related-work/github.svg)](https://agentmods.dev/skills/brycewang-stanford/awesome-journal-skills/atc-related-work)
Your own site
<a href="https://agentmods.dev/skills/brycewang-stanford/awesome-journal-skills/atc-related-work"><img src="https://agentmods.dev/badge/skills/brycewang-stanford/awesome-journal-skills/atc-related-work/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-related-work

Your own site · 80×15
<a href="https://agentmods.dev/skills/brycewang-stanford/awesome-journal-skills/atc-related-work"><img src="https://agentmods.dev/badge/skills/brycewang-stanford/awesome-journal-skills/atc-related-work.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 74 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,010 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 $0.00074 $0.01010
Opus 5.5 $0.00030 $0.00404
Sonnet 5.5 $0.00015 $0.00202
Haiku 4.5 $0.00007 $0.00101

Measured 1mo ago against content hash a4b201716705, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

atc-related-work 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-related-work/SKILL.md · 83 lines

How it starts

The opening of the file, as written. The whole thing — 83 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Position the paper in the systems literature, not against a strawman. ATC's broad scope means your reviewers span subareas, and a related-work section that a storage reviewer and a networking reviewer both find fair is a signal the paper is well situated. Because review is double-blind, positioning and self-citation must be handled carefully.

Cover the lanes a systems reviewer expects

For most ATC papers, at least these lanes should be visible:

  • The direct predecessors — the systems and techniques you build on or replace, with the specific mechanism you change.
  • The alternative approaches — other ways the community has attacked this problem, and why yours differs (not just "we are better," but how the design differs and what that buys).
  • The adjacent subareas — where an idea from storage, networking, virtualization, or scheduling informs your design; ATC reviewers respect cross-pollination when it is credited.
  • The measurement/experience literature — prior studies of the phenomenon you address, so your motivation rests on evidence, not assertion.

Delta-first positioning

Write each comparison delta-first: state what the prior system does, then the specific difference and its consequence.

  • Weak: "Unlike X, our system is more efficient."
  • Strong: "X admits objects on first reference, spending write budget before reuse is known; our policy defers admission to a probation window, so writes concentrate on reused objects — the difference we measure in §4."

A delta a reviewer can check against your evaluation is worth more than a paragraph of adjectives. Every claimed delta should map to an experiment (see atc-experiments).

Sibling-venue awareness

ATC sits among specialized and flagship systems venues, and reviewers will expect you to engage the right literature regardless of where it appeared:

  • OSDI / SOSP: the flagship line for your subarea — cite the landmark systems even though ATC is broader; ignoring them reads as unfamiliarity.
  • NSDI: for anything touching the network stack, dataplanes, or protocols.
  • FAST: for storage and file-system work.
  • EuroSys: the other broad SIGOPS-family systems venue — closely related programs.
  • Workshops (HotOS/HotStorage): where the idea may have first appeared as a position.

Read the full file on GitHub · 83 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 · 83 lines · 74 tokens per session scan A a4b201716705

Subscribe to this mod's changes

atc-related-work is a skill published in the GitHub repository brycewang-stanford/Awesome-Journal-Skills (1,264 stars, last pushed 19d ago), licensed MIT. It adds 74 tokens to every session and 1,010 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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