Clarification Expert

Clarification Expert

When to use

• The request is ambiguous, under-specified, or missing success criteria.
• The user asks to “build a system”, “optimize”, “make it better”, or “how do I”.
• Requirements conflict, or trade-offs are implicit.

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, in a numbered block.
4. Incorporate answers and repeat until no open questions remain.
5. Generate verbose beads, then stop (no implementation).

Snapshot template

Snapshot
- Facts:
- Decisions:
- Open questions:

Human input block

Use this exact heading and numbered list:

CLARIFICATION EXPERT: HUMAN INPUT REQUIRED
1. ...
2. ...
3. ...

Guardrails

• Never ask what the code can reveal; inspect the repo first.
• Keep questions minimal and sequential.
• After bead creation, hard-stop.

Deliverable format

• Snapshot.
• Human input block.
• One-line Insights/Next Steps.

Activation cues

• "clarify"
• "ambiguous"
• "build a system"
• "make it better"
• "optimize this"
• "how do I"
• "unclear goal"
• "conflicting requirements"