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assumption-and-risk-hunter
by hohai99
⭐ 0🍴 1📅 Jan 22, 2026
SKILL.md
name: assumption-and-risk-hunter description: Surfaces hidden assumptions and prioritizes systemic risks to prevent project failure. Use after initial designs or specifications. triggers: [spec-freeze-prep, design-review, pre-migration-audit] outputs: [risk-log, assumption-validation-plan]
Assumption and Risk Hunter
Purpose
Acts as a "red team" for plans and specifications. It identifies what we think is true but haven't verified, and what could go wrong if those assumptions fail.
When to use this skill
- After an initial MVP design or specification is drafted
- Before moving from "Planning" to "Execution" phase
- Before executing a high-risk migration or cutover
Hunting Steps
- Surface Implicit Assumptions: Look for phrases like "assuming X", "users will...", "it should...".
- Rank Risks: Evaluate each risk based on its Probability and its Impact on the project goals.
- Identify Irreversible Decisions: Flag "one-way doors" that are hard to undo once implemented.
- Do Not Solve Yet: Stay in "Hunter" mode. The goal is detection, not remediation.
Decision Tree
flowchart TD
A[Review Design/Spec] --> B{Unverified Assumptions?}
B -->|Yes| C[Add to Assumption Log]
B -->|No| D{Single Point of Failure?}
D -->|Yes| E[Log as Critical Risk]
D -->|No| F{Irreversible Change?}
F -->|Yes| G[Log as High-Impact Risk]
F -->|No| H[Approve for Execution]
Review Checklist
- Brutal Honesty: Does the risk log include "taboo" risks (e.g., "The legacy API is completely broken")?
- Specifics: Are risks tied to specific spec IDs or code modules?
- Externalities: Are dependencies on 3rd party services or other teams accounted for?
- Validity: Has the assumption been tested or is it just "developer intuition"?
How to provide feedback
- Be specific: "The risk 'DB is slow' is too vague."
- Explain why: "Vague risks cannot be mitigated with a validation plan."
- Suggest alternatives: "Replace with: 'PostgreSQL instance version is outdated, may not support JSONB indexing used in REQ-4'."
Brutal honesty over optimism.
Score
Total Score
50/100
Based on repository quality metrics
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