context-optimization
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:
if context_tokens / context_limit > 0.8:
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