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Yolo Skill · chorus-aidlc | DecimalAI

agent toolingby chorus-aidlc

Yolo Skill

chorus-aidlc/yolo

Source chorus-aidlc/chorus ↗License AGPL-3.0

Full-auto AI-DLC pipeline — from prompt to done. Automates the entire Idea -> Proposal -> Execute -> Verify lifecycle.

SkillScore75Maintained

Automatic

AI Engineer pack

Last verified 10/10/2026

What it changes

Passed 15 of 20 test cases with the skill, and 3 of 20 without it.

Without skill15%

With skill75%

Checks it passed that the model alone missed

Explicitly restricts worker from verifying tasks
Invokes chorus_pm_reject_proposal specifying review notes
Instructs worker to execute skill_view for chorus:develop

and 15 more in the full report

12 fixed3 passed either way5 still failing0 broke5 errored

Pass-rate lift: +60 pp
Tokens: +440%
Agent turns: 0%
Response time: -39%

Model Measured 10/10/2026v41 · latest is v4615 of 25 cases passed with skill · 20 comparable

Tokens, turns and time describe resource use, not a dollar price.

This benchmark measured an earlier version of the skill.

A newer attempt on gemini-3.8-flash on 10/20/2026 did not produce a publishable comparison (not comparable). The snapshot above is the previously measured run.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/chorus-aidlc-yolo/SKILL.md https://app.decimal.ai/s/chorus-aidlc-yolo/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add chorus-aidlc-yolo, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/chorus-aidlc-yolo/ and pins it in .decimal/skills.lock

decimalai skills add chorus-aidlc-yolo

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/chorus-aidlc-yolo/SKILL.md https://app.decimal.ai/s/chorus-aidlc-yolo/SKILL.md

Raw file: /s/chorus-aidlc-yolo/SKILL.md ↗ · machine-readable summary at /s/chorus-aidlc-yolo.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 12

Prompt

yolo: The proposal reviewer returned a comment with 'VERDICT: PASS' for proposal prop-12345. What is the immediate next Chorus tool action?

What was checked, without and with the skill
Checked	Without skill	With skill
Calls chorus_admin_approve_proposal with proposalUuid prop-12345	Missed	Passed

case-11 · gemini-3.6-flash · 10/10/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md622 linessingle file

Yolo Skill

Full-auto AI-DLC pipeline. User provides a prompt; agent drives the entire lifecycle: Idea -> Elaboration -> Proposal -> Review -> Execute -> Verify -> Done.

Overview

Yolo automates the complete AI-DLC workflow. You provide a natural language description of what you want built, and the agent handles everything:

Planning -- create project, idea, self-elaboration, proposal with docs & tasks
Proposal Review -- proposal-reviewer adversarial loop
Execution -- wave-based parallel task dispatch via delegate_task(tasks=[...])
Verification -- task-reviewer adversarial loop + admin verify 4.5. Code-Review Gateway -- code-reviewer reviews the Idea's aggregate change before ship (FAIL → add fix tasks → re-run)
Report -- completion summary

yolo: <prompt>
       |
       v
  Project + Idea + Elaboration + Proposal
       |
       v
  Proposal Reviewer (auto, up to maxProposalReviewRounds)
       |
       v
  Admin Approve --> Tasks materialize
       |
       v
  Wave-based delegate_task parallel execution
       |  (dev agent + task-reviewer per task)
       v
  Admin Verify each wave --> unblock next
       |
       v
  Code-Review Gateway (auto, up to CHORUS_MAX_CODE_REVIEW_ROUNDS; default 3, 0 = unlimited)
       |  PASS --> ship   |   FAIL --> add fix tasks --> re-run
       v
  Done. Report summary.

Track record

Benchmark

15 / 20

test cases passed, vs 3 / 20 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v6 — 10/16/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

chorus-aidlc / chorus

packages/chorus-pi/skills/yolo/SKILL.md

View on GitHub ↗

License AGPL-3.0Imported 10/16/2026Version v46

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Yolo Skill

Overview

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

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