atc-review-process
Use when reasoning about how an ATC (ACM SIGOPS Annual Technical Conference, formerly USENIX ATC) submission is evaluated — the two-round extended-abstract model, the round-one gate by two reviewers, the round-two read by 3-4 reviewers, double-blind reviewing, rebuttal, conditional acceptance with s…
Install / Use
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill atc-review-processInstalls into whichever agent you are using.
SKILL.md
Installable skill definition
Quality Score
Category
AutomationSupported Platforms
Our assessment of atc-review-process
atc-review-process scores 90/100 on our quality scale, 1253rd of 2,889 Automation skills we index (top 44%).
Its SKILL.md is 6.2 KB long, well organised into 8 sections with 2 code examples: a thorough specification that gives an agent plenty to work with.
With 1,158 GitHub stars, it is one of the more widely adopted skills in the catalogue.
Maintenance, license and trust
- The repository was last updated 21 days ago, so atc-review-process is actively maintained.
- It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
- Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.
atc-review-process compared with similar skills
All 4 of these similar skills score higher than atc-review-process; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| atc-review-process (this skill)by brycewang-stanford | 90 | 1.2k | 21d ago | SKILL.md |
| Agent-Reachby Panniantong | 100 | 92.1k | 20d ago | CLAUDE.md |
| Scraplingby D4Vinci | 100 | 85.9k | today | MCP Server |
| rufloby ruvnet | 100 | 74.0k | today | MCP Server |
| algorithmic-artby anthropics | 100 | 177.9k | 13d ago | SKILL.md |
Frequently asked questions
- How do I install atc-review-process?
- Run
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill atc-review-process. The install tabs above show the steps for each supported agent. - Which AI agents does atc-review-process work with?
- It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
- Is atc-review-process safe to use?
- It is MIT-licensed and scores 100/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is atc-review-process still maintained?
- The repository was last updated 21 days ago, so atc-review-process is actively maintained.
Skill content
View source on GitHubname: atc-review-process description: Use when reasoning about how an ATC (ACM SIGOPS Annual Technical Conference, formerly USENIX ATC) submission is evaluated — the two-round extended-abstract model, the round-one gate by two reviewers, the round-two read by 3-4 reviewers, double-blind reviewing, rebuttal, conditional acceptance with shepherding, and how ATC differs from OSDI/SOSP/NSDI.
ATC Review Process
Model the pipeline before interpreting any single review. ATC's process is unusual among systems venues in 2026 because it runs in two rounds gated by a two-page extended abstract, and because acceptance is conditional on a shepherd. The most consequential mental shift for authors arriving from a single-round conference is that round one can end your submission before anyone reads the full paper — the extended abstract is not a formality.
Process model
- Submission and review run on HotCRP (
atc26.hotcrp.com) with double-blind anonymity: identities are mutually hidden through reviewing. - Round one: each two-page extended abstract is read by two experienced reviewers with a broad systems perspective; abstracts below the bar are rejected early. The extended abstract is review-only and not published.
- Round two: papers that advance are read in full by 3-4 reviewers, who weigh the significance and usefulness of the systems contribution, the soundness of the design, the honesty and completeness of the measurements, reproducibility, and clarity.
- Rebuttal / description of changes: authors get a short (about one page) window to correct factual misreadings and, where relevant, summarize revisions relative to a prior submission.
- Decision + shepherding: selected papers are conditionally accepted; final acceptance requires satisfying a shepherd (a PC member) on required revisions. Accepted papers publish in the ACM DL under Open Access.
Reading a decision against the model
| Outcome | What it means | Author move |
|---|---|---|
| Early reject (round one) | The abstract did not convey a problem, contribution, and result that clear the bar | Reframe the abstract; the paper may be fine but the pitch failed — see atc-writing-style |
| Full review, then reject | A design or evidence gap survived the full read | Fix the substance, not the framing; consider a sibling venue |
| Conditional accept | Contribution holds; specific revisions required | Treat the shepherd's list as binding; make or explicitly justify each item |
| Reject with encouragement | Structural but repairable over a cycle | Rebuild the evidence and resubmit next cycle or reroute |
The strategic reading: because round one judges the abstract, the highest-leverage editing on the whole paper is often the two pages a round-one reviewer sees. Write the submission so its problem and result are legible before the details.
How ATC differs from its siblings
- vs. OSDI / SOSP: those flagships are more selective and lean toward larger, novel systems; ATC takes a broader, more practical slice and welcomes solid, useful, well-measured work a flagship might call incremental. A paper bounced from OSDI on "not novel enough" can be a strong ATC paper if the engineering and measurement are real. Neither shares ATC's two-round extended-abstract gate.
- vs. NSDI: NSDI centers networked systems and runs its own multi-deadline model; ATC's scope is all of systems and its 2026 calendar is a single June deadline. Route a networked-systems design there if the network is the contribution.
- vs. EuroSys: EuroSys is the other broad, SIGOPS-affiliated systems conference; the choice is often calendar and community pull. Under SIGOPS, ATC and EuroSys now sit in the same family, so check both deadlines.
- vs. pre-2026 USENIX ATC: the old ATC ran a single-round review on a winter deadline with USENIX-funded open access and no APC. The 2026 SIGOPS edition changed the round structure, the calendar, and the cost model at once — do not carry the old process forward.
Who reads you
Round one: two broad-perspective systems reviewers judging whether the idea and result are worth a full read. Round two: 3-4 reviewers closer to your subarea who open the artifact, check whether the measurements are end-to-end and honest about cost, and probe whether the baselines are fair. Vague design descriptions and average-only results get caught, not skimmed.
Where author leverage actually exists
[Before submission] topic tags -> reviewer pool; a self-standing abstract -> surviving round one
[Round-one gate] none after upload — the abstract is your only round-one argument
[Rebuttal] factual corrections, a missing number a reviewer asked for, misread-claim fixes
[Conditional accept] the shepherd round: make every required change or justify declining it, evidenced
[After reject] no appeal; reroute to a sibling systems venue or strengthen and resubmit
A rebuttal moves borderline papers when it corrects a factual misreading or supplies a measurement a reviewer said was missing; it does not move papers by arguing taste. In the shepherd round, a silently skipped required change is what turns a conditional accept into trouble.
Misreadings to avoid
- Treating the extended abstract as boilerplate — it is the round-one decision surface.
- Treating conditional acceptance as unconditional — the shepherd can hold the paper until the required revisions land.
- Assuming OSDI-style novelty is required — ATC rewards solid, useful, measured systems work.
- Projecting the old USENIX ATC process — the round structure, calendar, and cost model changed in the SIGOPS transition.
Output format
[Process stage] pre-submission / round one / round two / rebuttal / conditional accept / final
[Decision driver] the criterion carrying the outcome (significance | soundness | evidence | clarity | reproducibility)
[Round-one readiness] does the extended abstract stand alone and clear the bar? yes/no
[Leverage plan] the next-stage action that can actually change the outcome
[Forbidden moves] identity leak / unsupported new claims / skipping a shepherd-required change
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Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.
