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Arena

@cursor/arena@1.0.0

Spawn N parallel candidates at the same task, pick a base, graft the strongest parts of the losers into it.

Scanned · no issues · Nov 12, 2026

GitHub stars: ★ 16K

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Install Skill

Pins this version in aipm.package.json and aipm-lock.json.

aipm add @cursor/arena@1.0.0

Without project tracking

Writes the skill files only. Add --no-init to skip aipm.package.json and the lockfile.

aipm add @cursor/arena@1.0.0 --no-init

How to use

Install the skill above, then run this in your AI tool:

/arena <your description>

About

Open a todolist with one entry per phase (Frame, Fan out, Cross-judge, Pick, Graft, Verify) before launching anything.

Source

What gets added to your project

Preview every file this package writes on install before you run the command above.

Summary

Spawn N parallel candidates at the same task, pick a base, graft the strongest parts of the losers into it. Use for /arena, 'arena this', 'throw it in the arena', or when one attempt at a non-trivial artifact would lock in the wrong shape.

Skill instructions

Arena

Open a todolist with one entry per phase (Frame, Fan out, Cross-judge, Pick, Graft, Verify) before launching anything.

Phase A: Frame

Every candidate gets the same prompt, so the prompt is the contract.

  1. State the artifact each candidate is producing.
  2. Derive the rubric, 3-6 concrete gradeable criteria for what success looks like on this task. It is the picker's tool in Phase D. Candidates only see the task.
  3. Pick the runners. Use the arena runners line in ~/.cursor/rules/pstack-models.mdc. If the rule or that line is missing, default to one each on claude-opus-5-5-xhigh and grok-4.7-xhigh-fast. An auto or inherit-parent entry in this line means the parent model, so omit model for it. If the Task tool rejects a configured entry, run that seat on its family's default and say so. Families go by prefix: claude-*, and grok-* with cursor-grok-* and composer-*. A refused composer-* entry runs on grok-4.7-xhigh-fast. If the family has no default, or the Task tool rejects that default, use the closest valid slug of the same family from its error message, or drop the seat and say so when there is none. If dropped seats leave fewer than two runners, add runners until there are two, or one when the line has one entry. Run each added runner on a remaining runner's model, or omit model so it runs on the parent model when none remain, and say so. Spawn more runners when the arena covers multiple design directions. Use the same model N times when the work is generation-bound rather than judgment-sensitive. Pick each subagent's reasoning level and fast or standard speed for the job, per the Subagents section of the poteto-mode skill.
  4. Give each candidate its own output location (a git worktree where possible, otherwise /tmp/arena-<slug>/candidate-<n>/), per the separate-before-serializing-shared-state principle skill.

Phase B: Fan out

Spawn all N subagents in one message with run_in_background: true, each with the task, the path to the shared grounding, its own output path, and instructions to produce the artifact and a short rationale naming the alternatives it considered and what it rejected.

If a candidate produces no output, proceed with N-1 and note the dropout.

Phase C: Cross-judge

After all Phase B candidates complete, choose one model from the arena cross-judge pool line in ~/.cursor/rules/pstack-models.mdc. If the rule or that line is missing, choose from claude-opus-5-5-xhigh and grok-4.7-xhigh-fast. Spawn one readonly judge subagent. The judge is never from the parent's family, as Phase A step 3 defines families. Try only the entries from another family, in pool order. An auto or inherit-parent entry is the parent model, so it never judges. With the default pool, a Claude parent gets grok-4.7-xhigh-fast. A parent from any other family gets claude-opus-5-5-xhigh first. If the Task tool rejects an entry, use a valid slug of the same model at the closest level or speed from the error message, or move to the next entry when there is none. If no entry from another family runs, try the default pool's entries from another family the same way. If none of those runs, skip the judge, pick the base alone in Phase D, and say so. If you do not know the parent's model, try the pool's real slugs in pool order and say that the family check did not run. The judge sees the rubric and the candidates by path label, scores each criterion, and recommends a base with rationale. It runs in parallel with your reading in Phase D. Don't spawn it while candidates are still writing.

Phase D: Pick a base

Read every candidate end to end before picking. Score each against the rubric criterion by criterion, not on holistic feel, and compare with the cross-judge when Phase C ran one. Agreement on the base confirms the pick. Disagreement means one of you is biased or the rubric was ambiguous. Read both rationales before deciding.

Pick the base a future maintainer can extend most easily without breaking invariants. When two feel tied, prefer the cleaner boundary or smaller API, per the Laziness Protocol.

Phase E: Graft

Walk each losing candidate once more for what is worth porting into the base, usually one or two things per candidate, not most of it. Fold each graft in by hand, per the redesign-from-first-principles principle skill, so the result stays coherent under one mental model. Don't paste mechanically.

If the candidates converge on one shape, that is strong agreement. Note it and ship the consensus shape. No graft is needed. If they wildly diverge, Phase A was under-specified. Reframe and re-run rather than averaging the divergence.

Phase F: Verify

Verify the synthesized artifact like any other output, per the prove-it-works principle skill. If verification finds a problem the arena missed, either Phase A was wrong (re-frame and re-run) or a candidate caught it and you missed the graft (go back to Phase E). Don't paper over it.

Outputs

One synthesized artifact, with a short synthesis note alongside naming the base and why, the cross-judge's verdict or that Phase C skipped the judge, each graft with its source candidate, what was rejected and why, any convergence or dropouts, and the verification result.

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Publisher

Cursor

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AI assistant context

What this skill is for

@cursor/arena@1.0.0 is an AIPM skill package for All tools. Use it when a project needs the reusable AI behavior described as: Spawn N parallel candidates at the same task, pick a base, graft the strongest parts of the losers into it. Use for /arena, 'arena this', 'throw it in the arena', or when one attempt at a non-trivial artifact would lock in the wrong shape.

Install
aipm add @cursor/arena@1.0.0
Use after install
/arena <your description>

Tool targets

Install command by target

Add --no-init to any of these when you want the skill files without aipm.package.json or aipm-lock.json.

cursor

Run this variant when you want to install the package into cursor.

aipm add @cursor/arena@1.0.0 --target cursor --ci

claude

Run this variant when you want to install the package into claude.

aipm add @cursor/arena@1.0.0 --target claude --ci

Discussion

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Package FAQ

Install and compatibility

How to install
Run aipm add @cursor/arena@1.0.0 in a project that has AIPM initialized.
Supported tools
@cursor/arena@1.0.0 supports All tools.

Before installing

AIPM skills can add files to your project. Review the package name, target, description, license, and publisher before installing. Use a clean branch when trying a new skill.