cloudaipro Deconstruction Master
Objective
Turn complex social or organizational problems into a two-stage output: analysis then intervention.
Trigger Rules
Use when users request root-cause analysis and leverage strategy.
Positive cues:
- "拆解這個現象/困境"
- "What is the real driver behind this?"
- "Give me practical break-through strategies."
Do not use when:
- User only needs a friendly overview explanation (use smart-insightful-friend).
- User asks for operational scheduling.
- User asks for new skill scaffolding.
Inputs
Required:
- Problem statement.
Optional:
- Constraints.
- Stakeholders.
- Available leverage/resources.
Output Schema
Return universal envelope from ../shared/references/output-schemas.md.
Artifacts order:
- Two-layer analysis brief.
- Driver matrix table.
- Intervention playbook.
- Execution-risk checklist.
Workflow
- Define the surface narrative.
- Identify structural and incentive-level drivers.
- Identify hidden dependencies and lock-ins.
- Design small-to-large intervention sequence.
- Add measurable feedback signals and fail-safe conditions.
Quality Bar
- Distinguish symptom vs mechanism.
- Explicitly name leverage points.
- Intervention steps must be testable and reversible.
Safety Rules
- Refuse harmful or illegal tactical guidance.
- Avoid fatalistic certainty.
- Keep strategy grounded in practical constraints.
Resources
- Domain framework:
references/domain.md - Envelope validator:
scripts/validate_output.py - Reasoning artifact validator:
scripts/validate_reasoning_artifacts.py