用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt;运行前请先检查来源。
npx skills add https://github.com/majiayu000/claude-skill-registry --skill pattern-synthesis命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地?可下载 SkillsMP 当前能够提供的文件。
LLM token logprobs and calibration. Per-decision confidence, ECE, Brier, reliability diagrams, low-confidence triage.
Analyze LLM token logprobs and calibration. Use for per-decision confidence, ECE, Brier scores, reliability diagrams, and low-confidence triage.
回顾最近 N 天的 Claude Code 使用记录——扫描原始会话数据,按主题分组汇总"我都做了什么",并从个人操作系统视角输出模式、风险与增删建议。当用户说 /recap、"看看我这几天做了什么"、"回顾一下我最近的会话"、"这两天我用 claude 干了啥"、"活动回顾" 时使用。
基于 SOC 职业分类
正在显示 SKILL.md
| name | pattern-synthesis |
| description | Extract common patterns from multiple instance outputs, find what persists |
| tier | e |
| morpheme | e |
| dewey_id | e.6.2.0 |
| dependencies | ["perspective-aggregation","meta-pattern-recognition"] |
When you run N instances, you get N outputs. Most will be different.
Pattern synthesis asks: What's the same across all of them?
What patterns persist even when the specific details change?
Specific answer: "The answer is 42" Pattern: "The answer is always the answer when you ask the right question"
The pattern is more robust than the specific answer.
Instance 1: X₁ ─┐
Instance 2: X₂ ─┼─→ Pattern Extractor
Instance 3: X₃ ─┤ (what's the same?)
Instance 4: X₄ ─┘
Result: "All outputs have property P"
"All outputs follow rule R"
"The common thread is C"
See: .claude/skills/pattern-synthesis/pattern_extractor.py
Input: 4 different solutions to a problem Output: "All solutions follow this architectural pattern"
Input: 6 different explanations of a concept Output: "Core idea is X, the explanations just dress it differently"
Input: 10 different approaches to the same goal Output: "No matter the path, you have to pass through these 3 gates"
DOGE: DC8HBTfn7Ym3UxB2YSsXjuLxTi8HvogwkV