growth-learning

name	Growth & Learning
tier	4
load_policy	conditional
description	Analytics, feedback processing, and continuous improvement
version	1.0.0

Growth & Learning Skill (Tier 4)

The Feedback Loop That Makes Us Better

This tier contains skills for analyzing performance and improving future sessions.

---

Purpose

Process feedback, analyze metrics, and continuously improve the Dreamweaving system.

---

Load Conditions

This tier loads conditionally when:

• Processing YouTube analytics data
• Analyzing viewer comments
• Reviewing code quality
• Applying lessons to new sessions

---

Sub-Skills

Skill	Location	Purpose
Analytics Learning	analytics-learning/	Process YouTube metrics
Feedback Integration	feedback-integration/	Extract insights from comments

---

Feedback Loop

Session Published
       ↓
Analytics Collected (30-90 days)
       ↓
Lessons Extracted
       ↓
Knowledge Base Updated
       ↓
Applied to Next Session
       ↓
[Repeat]

---

Key Metrics Tracked

Category	Metrics
Engagement	Views, likes, comments, shares
Retention	Average view duration, retention %
Growth	Subscribers gained, impressions
Quality	Like ratio, comment sentiment

---

Benchmarks

Metric	Good	Average	Needs Work
Retention (30 min)	>50%	30-50%	<30%
Like Ratio	>8%	4-8%	<4%
Comment Rate	>1%	0.5-1%	<0.5%
Sub Conversion	>2%	1-2%	<1%

---

Knowledge Base Files

File	Purpose
knowledge/lessons_learned.yaml	Accumulated insights
knowledge/best_practices.md	Evolving standards
knowledge/analytics_history/	Historical data

---

Commands

# Process analytics for a session
/learn-analytics session-name

# Analyze comments
/learn-comments session-name

# Review code quality
/review-code

# Show accumulated lessons
/show-lessons

---

Integration with Production

When creating new sessions:

1. Check lessons_learned.yaml first
2. Apply successful patterns
3. Avoid known pitfalls
4. Test new approaches systematically

---

Related Resources

• Serena Memory: session_learnings_system
• Doc: docs/CANONICAL_WORKFLOW.md (learning section)