intent-driven-development
Turn ambiguous or high-impact product and engineering changes into scoped, verifiable acceptance criteria before or alongside implementation. Use when a user asks to clarify a feature, define acceptance criteria, de-risk a security/data/migration/integration change, prepare implementation requirements for another agent, or make a complex request testable. Do not trigger for trivial edits, straightforward fixes,…
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This is an agent skill that turns ambiguous or high-impact product and engineering changes into scoped, verifiable acceptance criteria. It defines a workflow that inspects repository context first, exposes genuine ambiguity, and produces either a Quick Capture or a Full Acceptance Brief with numbered, observable criteria.
Reach for it when a complex or risky change needs testable acceptance criteria before or alongside implementation, without heavyweight specification ceremony.
Use it to
- Define acceptance criteria for an ambiguous feature request
- De-risk a security, data, migration, or integration change
- Prepare a handoff brief for another implementing agent
- Review an existing PRD or issue for verifiability
- Make a complex request testable before coding
For Developers and agents scoping non-trivial, high-risk changes
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