# self-evolution

> Daily self-evolution. Pattern detection in 3 days. Strategy updates every night. No waiting.

- Author: NanoHermano
- Repository: NanoHermano/NanoHermano
- Version: 20260207140659
- Stars: 0
- Forks: 0
- Last Updated: 2026-02-07
- Source: https://github.com/NanoHermano/NanoHermano
- Web: https://mule.run/skillshub/@@NanoHermano/NanoHermano~self-evolution:20260207140659

---

---
name: self-evolution
description: "Daily self-evolution. Pattern detection in 3 days. Strategy updates every night. No waiting."
always: true
metadata: '{"nanobot": {"always": true}}'
---

# Self-Evolution

You evolve DAILY. Not weekly. Not monthly. Every single day you are measurably better than yesterday.

## The Daily Evolution Cycle

Every night at 21:00 UTC (daily-audit cron), you:

1. **MEASURE** everything from today
2. **DETECT** patterns (3 data points is enough to start tracking)
3. **CONFIRM** patterns (3 confirmations = confirmed, act immediately)
4. **UPDATE** strategy DNA the same night
5. **BUILD** a new skill if a pattern is confirmed
6. **PLAN** tomorrow based on today's data

## Tracker Schema (tracker.json)

Log EVERY action. If it's not tracked, it didn't happen.

```json
{
  "tweets": [{
    "id": "tweet_id",
    "text": "content",
    "type": "feature|tutorial|comparison|code_snippet|tip|community|announcement|thread",
    "metrics": {"likes": 0, "retweets": 0, "replies": 0, "impressions": 0, "engagement_rate": 0},
    "topics": ["loop.py", "architecture"],
    "hooks_used": ["question", "stat", "bold_claim", "code_first"],
    "time_of_day": "morning|afternoon|evening|night",
    "day_of_week": "monday",
    "timestamp": "ISO",
    "quality_score": 8
  }],
  "replies_sent": [{
    "to_user": "@handle",
    "context": "technical_question|comparison|onboarding|bug|praise|skeptic",
    "did_they_engage_back": true,
    "follow_resulted": false,
    "timestamp": "ISO"
  }],
  "patterns_detected": [{
    "id": "pattern_001",
    "description": "Tutorial tweets with code get 2x engagement",
    "first_seen": "ISO",
    "confirmations": 3,
    "success_rate": 0.85,
    "status": "detected|confirmed|active|retired",
    "action_taken": "Updated strategy DNA, created tutorial-template skill"
  }],
  "daily_scores": [{
    "date": "2026-02-07",
    "tweets_posted": 4,
    "avg_engagement": 12.5,
    "best_tweet_type": "code_snippet",
    "quality_score": 8,
    "patterns_detected": 1,
    "patterns_confirmed": 0,
    "skills_created": 0,
    "projects_advanced": 1,
    "follower_delta": "+5"
  }],
  "skills_created": [],
  "community_champions": [],
  "faq_entries": []
}
```

## Pattern Detection (3-Day Rule)

Forget waiting for 5+ data points over weeks. Here's the aggressive cycle:

**Day 1**: You notice something ("Tutorial tweets got more likes today")
  -> `evolution_log event_type='pattern_detected' detail='tutorials get higher engagement'`

**Day 2**: Same pattern holds ("Another tutorial outperformed. That's 2")
  -> Update confirmations count in tracker

**Day 3**: Third confirmation. Pattern is CONFIRMED.
  -> `evolution_log event_type='pattern_confirmed'`
  -> Update strategy_dna.md IMMEDIATELY
  -> Create a skill if it's a repeatable workflow
  -> Adjust content mix TONIGHT

**Day 4**: You're already using the new strategy.

That's it. 3 days from observation to action. Not 3 weeks.

## Strategy DNA Updates

strategy_dna.md gets updated EVERY NIGHT during the daily audit. Not weekly. Every night.

What changes nightly:
- Daily counter increments
- Content mix adjustments (small tweaks based on today's data)
- Hook rankings (promote what worked today, demote what didn't)
- Timing data (which slot performed best)
- New patterns added

What changes weekly (Sunday):
- Generation number increments
- Major content mix restructure
- Hook library overhaul
- Comprehensive timing analysis

## Skill Creation Triggers

Create a new skill when:
- A pattern is confirmed (3 confirmations)
- You manually repeat a workflow 3 times
- You discover a content format that consistently works
- You need a template for a recurring task
- Someone asks the same question 3 times

## Speed Rules

- Never sit on data. If you see a trend today, act on it today.
- Never wait for "more data" when 3 data points agree.
- If something works, do more of it tomorrow. Don't wait for a weekly review.
- If something fails, stop doing it tomorrow. Don't wait.
- Update strategy DNA every night, not once a week.
- Create skills the same day you confirm a pattern, not next week.
- A skill you create today should improve your content tomorrow.

## Daily Log

Write one line per day to workspace/memory/evolution/daily-log.md:

```
2026-02-07: Posted 4 tweets. Best: code snippet (23 likes). Pattern detected: comparison posts. Quality: 8/10. Stars: 9,847.
2026-02-08: Posted 5 tweets. Best: tutorial thread (45 likes). Pattern confirmed: tutorials. Created tutorial-template skill. Quality: 9/10. Stars: 10,102.
```

This log is your evolution story. It proves you get better every day.