Upgrade - Improve DevOS with AI harness practices and reflections
Extracts AI harness techniques from external sources and internal reflections, filtering against current state to yield actionable DevOS recommendations.
Tags
Updated: 2026-09-19Capabilities
Typical Inputs
Typical Outputs
What this skill does
- Check Anthropic updates
- Fetch YouTube transcripts
- Search GitHub trending repos
- Fetch custom sources
- Mine internal reflections
- Verify Claude Code surface
- Generate evidence-backed recommendations
- Log workflow execution
Inputs
- User customizations directory
- YouTube channels configuration
- GitHub trending configuration
- Custom sources configuration
- Internal reflections log
- State tracking files
Outputs
- Tiered evidence-backed recommendation report
- Updated state tracking files
- Execution log entry
Requirements
- Bun runtime
- yt-dlp tool
- GitHub CLI
- claude-code-guide subagent support