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Explanation Generation

ASecurity

SOP: 为异常现象生成候选解释列表

417 stars
0 votes
0 copies
1 views
Added 6/1/2026
researchgo

Security Analysis

A100/100

Scanned 6/1/2026

Install to Claude Code

$npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill explanation-generation --agent claude-code

Installs into .claude/skills of the current project.

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Download Zip
Files
SKILL.md
---
name: explanation-generation
description: "SOP: 为异常现象生成候选解释列表"
version: 1.0.0
category: hypothesis-formation
type: sop
campaign: hypothesis-formulation
input: "结构化异常描述(来自 anomaly-characterization 输出)"
output: "候选解释列表 + 各自的可观察预测"
dependencies:
  skills:
    - subagent-spawning
---

# Explanation Generation
通过发散思维为异常现象生成多个候选解释,并为每个解释推导可观察预测。

## HARD-GATE
<HARD-GATE>
前置条件(全部满足才能开始):
1. 已有结构化异常描述(含 phenomenon + deviation + excluded_explanations)
2. 异常已被确认为非平凡(severity ≠ trivial)

不满足 → 停止,返回错误:需要先完成 anomaly-characterization。
</HARD-GATE>

## Pipeline
1. 前置检查:验证异常描述完整性
2. 发散思维:生成 ≥3 个机制上不同的候选解释(不是同一解释的变体)
3. 预测推导:对每个解释推导 1-2 个可观察预测(如果解释正确,应该观察到什么)
4. 证据一致性检查:检查每个解释与已知证据的一致性(consistent/inconsistent/neutral)
5. 去重:合并机制相同的解释
6. 输出候选解释列表

## Output Format
```json
[
  {
    "explanation_id": "E1",
    "statement": "Candidate explanation in one sentence",
    "mechanism": "How this explanation accounts for the anomaly",
    "predictions": [
      "Observable prediction 1 if this explanation is correct",
      "Observable prediction 2"
    ],
    "evidence_consistency": "consistent | inconsistent | neutral",
    "evidence_notes": "What existing evidence supports or contradicts this",
    "novelty": "known | extension | novel"
  }
]
```
最少 3 个机制上不同的候选解释。

Attribution

yogsoth-aiyogsoth-ai
View sourceMore from yogsoth-ai →
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