Auto-generated index of 24 note(s). Last updated: 2026-03-29
- Ai dev stack 8 layer model march 2026
- Ai dev stack 8 layer model with tool evaluations march 2026
- Autoresearch the karpathy loop pattern
- Building a claude code workflow kit from extracted patterns
- Claudekit evaluation and unique features
- Code graph context tools for token reduction
- Context hub vs context7 vs the context layer ecosystem
- Dwarves kit design philosophy and architecture
- Kit self assessment against its own philosophy
- Prompt improvement as a learning technique
- Tool evaluation 5 question rubric
- Claude code ecosystem repo evaluations for kit building
- Claude code hook lifecycle and event system
- Claude code hook schema decision values per event type
- Commands vs hooks vs skills decision framework
- Compaction defense patterns for claude code sessions