Searching protocol for "machine-readable"
Turn YAML laws into executable machine_readable logic.
Generate machine-readable component schemas.
Decompose processes into machine-readable tasks.
Enforce semantic, machine-readable commit messages.
Format build output for machine readability.
Plan work builds and generate manifests.
Turn plans into bead definitions in JSON.
Streamline integration-test analysis.
Create AI-readable documentation indexes.
Update implementation plans
Write professional, machine-readable commits.
LLM-friendly, PDF-ready docs.