State Compaction

Sustaining prompt context longevity through message trimming boundaries

When message array sizes exceed token thresholds, the engine compacts past records to keep prompts lightweight:

1. Preserves system initialization instructions and primary user queries.
2. Strips intermediate tool payloads and replaces them with a summarized indicator.
3. Keeps active tasks intact at the top of the context buffer.