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Growth & Learning

Analytics, feedback processing, and continuous improvement

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SKILL.md

Full skill instructions

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

SkillLocationPurpose
Analytics Learninganalytics-learning/Process YouTube metrics
Feedback Integrationfeedback-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

CategoryMetrics
EngagementViews, likes, comments, shares
RetentionAverage view duration, retention %
GrowthSubscribers gained, impressions
QualityLike ratio, comment sentiment

Benchmarks

MetricGoodAverageNeeds 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

FilePurpose
knowledge/​lessons_learned.yamlAccumulated insights
knowledge/​best_practices.mdEvolving 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)