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Improve Loop

Agent skill
1 skill

Briarwood's diagnostic-driven iteration loop. Use when the user wants to execute a multi-cycle improvement pass with measurement at the end (e.g., "execute Cycles K''/K'''/M'/O", "ship the followup 1 stack", "run the next §3.11 cycle"). Encodes the proven workflow from the 2026-05-03 session that shipped 30 commits and dropped buglossrate 79.5% → 69.9%. Trigger when the user references a NEXTCYCLESHANDOFF doc, asks to execute a roadmap cycle, or asks to follow up on a measurement that surfaced specific failure modes.

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

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

Skill stats

Skills1CategoryProduct & designStars0

About this skill

Briarwood's diagnostic-driven iteration loop. Use when the user wants to execute a multi-cycle improvement pass with measurement at the end (e.g., "execute Cycles K''/K'''/M'/O", "ship the followup 1 stack", "run the next §3.11 cycle"). Encodes the proven workflow from the 2026-05-03 session that shipped 30 commits and dropped buglossrate 79.5% → 69.9%. Trigger when the user references a NEXTCYCLESHANDOFF doc, asks to execute a roadmap cycle, or asks to follow up on a measurement that surfaced specific failure modes.

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
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About this listing

Category
Product & design
Reported license
Not specified
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.
Improve Loop | Agent Skills Atlas