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Determinism Pattern

Agent skill
1 skill

Turn a fuzzy repeatable job into a deterministic, versioned skill so the output is the same quality every single run — not "good when I'm watching, random when I'm not." One skill per repeatable process, versioned in a shared repo, with a judge-skill that scores each run against a rubric and blocks a bad result from going out. Use when the same task comes out great one day and sloppy the next, when you're about to hand a repeatable job to an unattended run and need the output to hold up, when a teammate can't reproduce your result, or when you keep re-typing the same long prompt and getting a different answer each time.

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

Supported by the Atlas install prompt. Skill-specific requirements vary.

Skill stats

Skills1CategoryGeneralStars0

About this skill

Turn a fuzzy repeatable job into a deterministic, versioned skill so the output is the same quality every single run — not "good when I'm watching, random when I'm not." One skill per repeatable process, versioned in a shared repo, with a judge-skill that scores each run against a rubric and blocks a bad result from going out. Use when the same task comes out great one day and sloppy the next, when you're about to hand a repeatable job to an unattended run and need the output to hold up, when a teammate can't reproduce your result, or when you keep re-typing the same long prompt and getting a different answer each time.

Quick start

  1. Copy the install prompt. Use the green button above this README.
  2. Send it to your agent. Paste it into your coding agent’s chat and send.
  3. Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
Review the source before using this skill

This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.

Automated security scan: Partial

Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.

0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: d2c9f1326f05bf16508909c8b14d5adb9f852772567bd04d21719b110a6b9743

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About this listing

Category
General
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Determinism Pattern | Agent Skills Atlas