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Muse Dev Patterns

Agent skill
1 skill

The distilled per-slice engineering discipline of the Muse repo — how to triage a failing gate, probe the live path, prove a test isn't vacuous, calibrate a constant from measurement, and land a slice with the right writeback. Use this whenever working on Muse code — especially when a gate/test/battery fails and you must decide "my bug, stale expectation, or pre-existing rot?", when adding or tuning any threshold constant, when writing a test for a fix, when creating a live eval battery, or when landing/committing a slice. Also use it when a claim like "X works" needs verification — it says which proof is the cheapest sufficient one.

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

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

Skill stats

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About this skill

The distilled per-slice engineering discipline of the Muse repo — how to triage a failing gate, probe the live path, prove a test isn't vacuous, calibrate a constant from measurement, and land a slice with the right writeback. Use this whenever working on Muse code — especially when a gate/test/battery fails and you must decide "my bug, stale expectation, or pre-existing rot?", when adding or tuning any threshold constant, when writing a test for a fix, when creating a live eval battery, or when landing/committing a slice. Also use it when a claim like "X works" needs verification — it says which proof is the cheapest sufficient one.

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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Content SHA-256: 160b419efde8aedcb9dcc8cd9dcc3676a1898370fcd0a18a5c3d2206e0ecd34d

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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.
Muse Dev Patterns | Agent Skills Atlas