Keep runs within context limits with automatic tool output compression

Automatically compress and summarize tool call results to keep agent context safely within model token windows. This change reduces context overflow errors, stabilizes long-running workflows, and lowers token spend without requiring any application changes.

Details

Summarizes large tool outputs before adding them to conversation history
Improves reliability for tool-heavy agents and extended sessions
Reduces token usage while preserving relevant signal for downstream reasoning

Who this is for: Teams operating long-running or tool-intensive agents where reliability and cost control are priorities.