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ai-md - Convert LLM instructions into structured labels

Converts human-written CLAUDE.md or other LLM system instructions into structured labels and validates the result across multiple models.

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Updated: 2026-10-05

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Parse instructions as state machines
  • Decompose compound rules
  • Assign function labels
  • Organize rule hierarchies
  • Resolve rule conflicts
  • Validate across models

Inputs

  • CLAUDE.md or system instructions
  • Two or more different LLM models

Outputs

  • AI.MD structured-label conversion
  • Multi-model validation results

Requirements

  • Access to two or more different LLM models

Source

  • Spec: SKILL.md

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prompt engineering
instruction conversion
structured labels
LLM compliance
multi-model validation
Parse instructions as state machines
Decompose compound rules
Assign function labels
Organize rule hierarchies
CLAUDE.md or system instructions
Two or more different LLM models
AI.MD structured-label conversion
Multi-model validation results