deep-interview

Socratic clarification resolves ambiguity in under-specified requests by asking targeted questions about intent, scope, and acceptance criteria. It scores ambiguity to ensure vague ideas are fully crystallized before any planning begins.

Yes, you can use this Socratic interview process for brownfield feature planning. It applies context grounding to evaluate existing systems, ensuring new specifications align with your current product architecture and established boundaries.

The best way to clarify ambiguous requirements is through a phase-based interview that scores ambiguity and escalates to advanced modes when needed. This generates formal transcripts and structured specs for disciplined execution.

You hand off clarified specifications using structured handoff contracts designed for planning and execution tools like ralplan, autopilot, ralph, and team. This ensures the generated specs transition smoothly into disciplined development.

Yes, this specification generation approach works for greenfield product design. It applies an intent-first Socratic loop to uncover acceptance criteria and scope, converting entirely new ideas into structured, execution-ready specifications.