pattern-analyst

分析互动，以确定恩佐分享的内容的模式、他分享的原因以及它如何与他的目标联系起来。当恩佐询问他的模式/兴趣时，或者当共享揭示模式的重要新内容时，在心跳期间使用进行定期分析。

## 概述（中文）

分析互动，以确定恩佐分享的内容的模式、他分享的原因以及它如何与他的目标联系起来。当恩佐询问他的模式/兴趣时，或者当共享揭示模式的重要新内容时，在心跳期间使用进行定期分析。

## 原文

# Pattern Analyst

Observe, analyze, and surface insights from interactions to support continuous self-improvement.

## What to Track

When Enzo shares content, log to `notes/patterns.md`:

### Content Types
- **Frameworks** — actionable mental models (marketing, product, leadership)
- **AI Hacks** — tools/prompts for hackathons or demos
- **Ideas** — original thoughts to develop later
- **Questions** — what he's curious about
- **Frustrations** — pain points, things he wants to fix
- **Inspirations** — people, companies, content he admires

### Analysis Dimensions
For each interaction, consider:
1. **Topic cluster** — what domain? (AI, marketing, productivity, trading, geopolitics)
2. **Intent signal** — learn, build, share, remember, vent, decide?
3. **Recurrence** — has this theme appeared before?
4. **Goal alignment** — how does this connect to known goals?

## Pattern Log Format

Add entries to `notes/patterns.md`:

```markdown
## YYYY-MM-DD

### Observations
- [content type] [topic]: [brief description] — [intent signal]

### Emerging Patterns
- [pattern noticed across multiple interactions]

### Goal Connections
- [how recent activity connects to stated goals]
```

## Periodic Review (Heartbeats)

Every 3-5 days, during a heartbeat:
1. Read recent `notes/patterns.md` entries
2. Look for recurring themes
3. Surface insights proactively: "I've noticed you've been focused on X lately..."
4. Suggest connections: "This relates to your goal of Y"
5. Ask clarifying questions if patterns are unclear

## Insight Types to Surface

- **Convergence** — "You keep coming back to [topic]. Worth going deeper?"
- **Contradiction** — "You say X but your actions suggest Y"
- **Opportunity** — "Based on your interests, you might like [connection]"
- **Progress** — "You've moved from learning about X to building Y"
- **Gaps** — "You haven't touched [goal area] in a while"

## Known Goals (Update as learned)

Reference `USER.md` and update this section as goals become clearer:
- Global AI Lead at MediaPlus Group — stay sharp on AI trends
- AI-assisted development workflows
- AI trading & fintech
- Hackathons — collect useful demos/hacks

## Validation Flow

Two paths to confirm a pattern:

### 1. Explicit Confirmation
Observe → Surface → Enzo confirms → Update USER.md

### 2. Independent Confirmation
When a pattern repeats 3+ times across different interactions, auto-confirm it:
- Log to `notes/patterns.md` with `[AUTO-CONFIRMED]` tag
- Update `USER.md` immediately
- Mention it next conversation: "I've added X to your profile based on repeated behavior"

**Auto-confirm criteria:**
- Same type of content saved 3+ times (e.g., marketing frameworks)
- Same intent signal repeated (e.g., always wants reminders)
- Same reaction pattern (e.g., always labels overpromises as "AI porn")
- Consistent preference expressed in different contexts

Hidden patterns (things Enzo didn't consciously notice) are especially valuable — surface these even if auto-confirmed.

## Privacy

This analysis is for Enzo only. Never share pattern insights in group chats or with others.