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Route any input through a branching question tree to narrow down the optimal response strategy before writing. Two stages — PERCEIVE (classify input) then ACT (select response). Covers all prompt types.
Generate exhaustive guesses about user input using ALL search methods with coverage tracking. Guessing is SEARCH through possibility space. Tracks space created vs space covered to ensure comprehensive exploration.
Systematically evaluate and select from a set of guesses, options, or possibilities. Combines ARAW analysis with prioritization to determine which guesses are strong, weak, actionable, or eliminable.
基于 SOC 职业分类
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| name | afa |
| description | A premortem imagines failure has already occurred, then works backward to identify what went wrong. |
| output | {"format":"prose"} |
Input: $ARGUMENTS
A postmortem examines why something failed after the fact. An anticipated failures analysis (premortem) imagines that failure has already occurred, then works backward to identify what went wrong.
Research shows that prospective hindsight — imagining an event has already occurred — increases ability to identify reasons for outcomes by 30% (Mitchell, Russo, Pennington, 1989).
Key insight: It's psychologically easier to explain a past failure than to predict a future one. The premortem exploits this by treating the future as if it were the past.
Critical framing: Don't say "might fail." Say "HAS failed." The certainty is what unlocks the reasoning.
"The project has failed spectacularly. It's not just a little off — it's a disaster."
Each participant (or each analytical pass) independently generates:
Generate at least 10 failure reasons before evaluating any.
| Category | Failure | Likelihood | Severity | Detectable? |
|---|---|---|---|---|
| Planning | Goals were wrong/unclear | |||
| Planning | Timeline was unrealistic | |||
| Planning | Resources were insufficient | |||
| Execution | Key person left/unavailable | |||
| Execution | Quality was worse than expected | |||
| Execution | Integration between parts failed | |||
| External | Market/conditions changed | |||
| External | Competitor moved first | |||
| External | Dependency failed | |||
| Human | Team conflict/misalignment | |||
| Human | Decision-maker changed mind | |||
| Human | Burnout/motivation collapse | |||
| Technical | Approach didn't work as expected | |||
| Technical | Scaling problems emerged | |||
| [Custom] | [specific to this project] |
For each failure mode, score:
Risk score = Likelihood × Severity × Detectability
Focus on the top 5 risks.
For each top risk:
RISK: [failure mode]
Score: [L × S × D = total]
Prevention (reduce likelihood):
- [action to prevent this from happening]
Early detection (reduce detectability):
- [signal that would warn us early]
- [check/gate that would catch this]
Mitigation (reduce severity):
- [action to limit damage if it happens]
- [backup plan / fallback]
Owner: [who is responsible for watching this]
Review: [when to check if prevention is working]
PREMORTEM ANALYSIS:
Project: [name]
Imagined failure date: [when]
Top failure modes:
| # | Failure | L | S | D | Risk Score |
|---|---------|---|---|---|-----------|
| 1 | [failure] | [1-5] | [1-5] | [1-5] | [score] |
Preventions:
1. [action] — prevents: [which risk] — owner: [who]
Early warning signals:
1. [signal] — indicates: [which risk] — check: [when]
Mitigations:
1. [backup plan] — for: [which risk]
Biggest blind spot discovered: [what the premortem revealed that wasn't obvious before]