craft

Feature specification generation from ambiguous requests is automated by coordinating brainstorm, plan, develop, test, and report phases. This pipeline enforces a required design gate, delivering concrete plans with exact file paths, task ordering, and validation criteria stored in .claude/plans and .claude/specs.

Design-first feature delivery coordinates structured brainstorming and planning before implementation. It conducts collaborative exploration to surface approaches and trade-offs, reducing risk and rework by enforcing a design gate and generating traceable artifacts with clear acceptance criteria.

Acceptance criteria and exact file paths are generated during the planning phase of the design pipeline. The structured workflow produces concrete implementation plans and governance constraints, ensuring development teams receive traceable artifacts with task ordering and validation requirements.

Feature design automation applies to complex or ambiguous feature requests across any tech stack. It encourages user collaboration during the brainstorming phase and coordinates parallel agent work with browser testing, maintaining progress visibility and approvals regardless of the underlying technology.

A structured design pipeline is needed for complex or ambiguous feature requests where implementation risk and rework are high. It enforces a required design gate, model selections, and traceable artifacts before committing to development, ensuring governance, safety, and reuse constraints are satisfied.

Parallel agent work and browser testing are coordinated during the development phase of the feature design pipeline. This phase-driven approach provides progress visibility and manages approvals, integrating automated testing directly into the structured specification and planning workflow.