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:

• Check lessons_learned.yaml first

• Apply successful patterns

• Avoid known pitfalls

• Test new approaches systematically

Related Resources

• Serena Memory: session_learnings_system

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