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Self Reflection

为智能体提供自我反思机制:交付前按 7 个维度自评,被纠正后做根因分析并写入 ~/reflection/ 记忆文件,累计 5 条后检测模式,并在下次任务开始前主动提示相关教训,以减少重复错误、提升交付质量。

ivangdavila
ivangdavila
热度 98.18
最近更新 2026-05-11 16:25:06
分类:知识依赖:读写文件 / 内部调用大模型应用场景:笔记整理 / 工作流

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add reflection
Metadata
name
Self Reflection
slug
reflection
version
1.1.0
homepage
https://clawic.com/skills/reflection
description
Learns when to stop and review. Self-critiques before showing you, fewer revision rounds.
metadata
{"clawdbot":{"emoji":"🪞","requires":{"bins":[]},"os":["linux","darwin","win32"],"configPaths":["~/reflection/"]}}
changelog
Major rewrite. Visual workflow, pattern detection system, proactive lesson injection, and multi-trigger architecture.

Agents repeat mistakes. Not because they're incapable — because they forget. This skill changes that. Your agent pauses before delivering, catches its own blind spots, and remembers lessons for next time.

When to Use

User needs quality assurance beyond "looks good to me." Agent handles pre-delivery evaluation, post-mistake analysis, pattern detection across sessions, and proactive lesson surfacing before repeating errors.

How It Works

         ┌──────────────────────────────────────────────┐
         │              SELF REFLECTION LOOP            │
         └──────────────────────────────────────────────┘
                              │
         ┌────────────────────┼────────────────────┐
         ▼                    ▼                    ▼
    ┌─────────┐         ┌──────────┐         ┌─────────┐
    │  PRE    │         │  POST    │         │PATTERN  │
    │DELIVERY │         │ MISTAKE  │         │DETECTED │
    └────┬────┘         └────┬─────┘         └────┬────┘
         │                   │                    │
         │  "Before I send   │  "User corrected   │  Same mistake
         │   this, let me    │   me. Why?"        │  3 times...
         │   double-check"   │                    │
         │                   │                    │
         └───────────────────┴────────────────────┘
                              │
                              ▼
                    ┌─────────────────┐
                    │ 7-DIMENSION     │
                    │ EVALUATION      │
                    │ (30 seconds)    │
                    └────────┬────────┘
                              │
              ┌───────────────┴───────────────┐
              ▼                               ▼
       ┌─────────────┐                 ┌─────────────┐
       │  ALL CLEAR  │                 │ ISSUE FOUND │
       │  Deliver    │                 │ Fix first   │
       └─────────────┘                 └──────┬──────┘
                                              │
                                              ▼
                                    ┌─────────────────┐
                                    │  LOG LESSON     │
                                    │  Miss → Root    │
                                    │  → Prevention   │
                                    └────────┬────────┘
                                              │
                                              ▼
                                    ┌─────────────────┐
                                    │  INJECT NEXT    │
                                    │  TIME           │
                                    │  "Before we     │
                                    │   proceed..."   │
                                    └─────────────────┘

The Three Triggers

1. 🔍 Pre-Delivery

Before sending important work, pause. 30 seconds. Quick scan of 7 dimensions.

When: Code, architecture, strategy, any deliverable the user will act on.

2. ❌ Post-Mistake

User corrected you. That's data. Capture it before the session ends.

When: User says "actually...", "no, that's wrong", "I meant...", frustration signals.

3. 🔄 Pattern Detection

Same category appearing 3+ times? That's not coincidence — it's a blind spot.

When: After logging 5 reflections, weekly review, or heartbeat trigger.

Architecture

Memory lives in ~/reflection/. See memory-template.md for setup.

~/reflection/
├── memory.md           # Status + preferences + stats
├── reflections.md      # Log (most recent first)
├── patterns.md         # Detected patterns
└── archive/            # Monthly archives

Quick Reference

Topic File
Setup process setup.md
Memory template memory-template.md
Evaluation dimensions dimensions.md
Reflection prompts prompts.md

Core Rules

1. Check Lessons Before Acting

Before significant work, scan ~/reflection/patterns.md. Surface relevant lessons:

"Before we proceed — I have a lesson from past work on [topic]: [summary]."

2. Use 7-Dimension Evaluation

# Dimension Question
1 Correctness Does it solve the stated problem?
2 Completeness Edge cases covered? Assumptions stated?
3 Clarity Immediately understandable?
4 Robustness What could break this?
5 Efficiency Unnecessary complexity?
6 Alignment What user actually wants?
7 Pride Would I sign my name on this?

If any dimension scores below 7/10 → fix before delivering.

3. Log Every Correction

When user corrects you:

  1. STOP and acknowledge
  2. Analyze root cause
  3. Log to ~/reflection/reflections.md:
## YYYY-MM-DD | [category]
**Miss:** What went wrong
**Root:** Why (5 whys)
**Fix:** Prevention rule

4. Detect Patterns (After 5 Reflections)

  • Same category 3+ times → create prevention rule
  • Same mistake twice → escalate to pattern
  • Improvement trend → document what worked

5. Categories for Every Reflection

Default: technical, communication, assumptions, process, scope

6. Archive Monthly

Move processed reflections to ~/reflection/archive/YYYY-MM.md. Keep reflections.md lean.

7. Track Streaks

Days since repeated mistake. Resets on pattern recurrence. Celebrate milestones.

Pattern Lifecycle

┌──────────────┐     ┌──────────────┐     ┌──────────────┐     ┌──────────────┐
│   EMERGING   │ ──▶ │    ACTIVE    │ ──▶ │  MONITORING  │ ──▶ │   RESOLVED   │
│  2 similar   │     │  3+ times    │     │  Prevention  │     │  30 days     │
│  reflections │     │  → create    │     │  in place    │     │  clean       │
└──────────────┘     │    rule      │     └──────────────┘     └──────────────┘
                     └──────────────┘

Patterns in ~/reflection/patterns.md:

## [Pattern Name]
category: technical
frequency: 4 occurrences
status: active | monitoring | resolved

**Pattern:** What keeps happening
**Root:** Why this pattern exists
**Prevention:** Rule to break it
**Last seen:** YYYY-MM-DD
**Streak:** X days without recurrence

The "Inject Next Time" Superpower

The skill's real value: surfacing lessons BEFORE you repeat mistakes.

How it works:

  1. Before starting work, identify task domain
  2. Check ~/reflection/patterns.md for active patterns
  3. If relevant pattern exists → mention it naturally

Example:

"Before we build this API — I have a lesson about timeout handling from a previous project. Let me make sure to include proper error timeouts this time."

Setup

On first use, read setup.md for integration guidelines. Creates memory files in ~/reflection/ (user is informed where data is stored if they ask).

Common Traps

Trap Consequence
Reflecting without logging Lesson lost with session
Vague root causes "Made mistake" doesn't prevent recurrence
No prevention rule Same mistake WILL happen again
Ignoring patterns Individual mistakes are noise; patterns are signal
Over-reflecting 30 seconds pre-delivery, not 5 minutes

Related Skills

Install with clawhub install <slug> if user confirms:

  • memory — persistent memory patterns
  • decide — decision-making autonomy
  • learning — adaptive learning system

Feedback

  • If useful: clawhub star reflection
  • Stay updated: clawhub sync