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:
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Processing YouTube analytics data
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Analyzing viewer comments
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Reviewing code quality
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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:
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Check lessons_learned.yaml first
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Apply successful patterns
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Avoid known pitfalls
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Test new approaches systematically
Related Resources
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Serena Memory: session_learnings_system
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Doc: docs/CANONICAL_WORKFLOW.md (learning section)