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False Positive Reduction

Agent skill
1 skill

Use this skill to run a full false-positive reduction cycle on the bundled playbook set. It extracts patterns shared across two or more playbooks, classifies which conflicts are genuine risks, fixes them by adding match.none discriminators, adds adversarial fixture logs and test cases to defend the boundary, and verifies with make review-update and make test. Trigger it when the baseline is green but you want to proactively narrow ambiguous pattern overlaps. Do not use it when a specific fixture is already failing — use playbook-refinement or baseline-regression instead.

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

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

Skill stats

Skills1CategoryGeneralStars0

About this skill

Use this skill to run a full false-positive reduction cycle on the bundled playbook set. It extracts patterns shared across two or more playbooks, classifies which conflicts are genuine risks, fixes them by adding match.none discriminators, adds adversarial fixture logs and test cases to defend the boundary, and verifies with make review-update and make test. Trigger it when the baseline is green but you want to proactively narrow ambiguous pattern overlaps. Do not use it when a specific fixture is already failing — use playbook-refinement or baseline-regression instead.

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: 6f907c6864304b6fd75346da2de1bc357e902a801b7cc3733a7126236d00f711

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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.
False Positive Reduction | Agent Skills Atlas