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Forward implementation first
Build working capability and correct output before administrative bookkeeping. Apply this contract both while building a system and while running it.
Scope
This skill applies to:
- infrastructure and roadmap implementation;
- input intake and intermediate artifact production;
- transformation, derivation, and analysis stages;
- test construction, runtime verification, and measurement;
- publication of final output and closeout;
- manual invocation of any authorized pipeline stage.
It applies whether the action runs through a full orchestrator, a focused command, or a manual stage invocation.
Decision rule
Before each action, classify it as one of:
This is the opening of the README. Read the full README on GitHub.