domains / families / agent-tooling / wgm

wgm

authentic

Turns a rough request into working software via a governed build loop: align first, plan, then iterate one task at a time with deterministic backpressure and holdout-scenario judging.

When to use

• Use when building or implementing a feature, app, or prototype from rough or ambiguous intent.
• Use when a task benefits from a governed plan plus iterative, test-validated execution rather
• Use when you want a build to converge against acceptance criteria an LLM judge scores blind
• Not for trivial one-file edits, pure debugging, research-only questions, or tasks that already

When not to use

• wgm is a protocol, not a runtime: it has no daemon, scheduler, or bundled dashboard — it expects
• This skill does not replace environment-specific validation, testing, or expert review.
• Full holdout-scenario judging and the docs-audit swarm add ceremony that a genuinely trivial task

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