context-optimization
Originally fromshipshitdev/library
Installation
SKILL.md
Context Optimization Techniques
Extend effective context capacity through compression, masking, caching, and partitioning. Effective optimization can 2-3x effective context capacity without larger models.
Optimization Strategies
| Strategy | Token Reduction | Use Case |
|---|---|---|
| Compaction | 50-70% | Message history dominates |
| Observation Masking | 60-80% | Tool outputs dominate |
| KV-Cache Optimization | 70%+ cache hits | Stable workloads |
| Context Partitioning | Variable | Complex multi-task |
Compaction
Summarize context when approaching limits: