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Add caching and incremental build support #401

Description

@DamianReeves

Background:

  • Caching/incremental builds are a v1 capability after MVP.

Scope:

  • Design cache keys for pipeline steps and tasks.
  • Define invalidation rules and storage strategy.
  • Integrate cache hooks into pipeline/task execution.

Acceptance criteria:

  • Cache key strategy documented.
  • Prototype cache integration in pipeline runner.

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