clarification-expert

What problem does it solve?

Clarification-Expert identifies and resolves ambiguous or conflicting requests by researching first, then asking only judgment calls, preventing premature implementation and reducing misalignment.

Core Features & Use Cases

• Research-first clarification: perform domain or context research before posing decisions.
• Judgment-call framing: formulate questions that force concrete decisions or trade-offs.
• Open-question management: maintain a running snapshot of facts, decisions, and unresolved items.
• Handoff discipline: defer implementation until a clear problem statement and success criteria exist.

Quick Start

1. Research first; don’t ask for discoverable facts.
2. Maintain a running snapshot (facts, decisions, open questions).
3. Ask only judgment calls: limit to a small batch per round.
4. Incorporate answers and repeat until no open questions remain.
5. Generate verbose beads, then stop (no implementation).