Token-Aware Task Decomposition

Efficiency in agentic workflows starts with breaking large tasks into smaller, manageable chunks. This reduces the risk of context window overflow and allows for more focused reasoning.

Techniques

1. Subagent Delegation: Use sessions_spawn to offload specialized tasks (like data extraction or code formatting) to secondary agents with smaller, more specific system prompts.
2. Aggressive Summarization: Schedule periodic MEMORY.md updates to distill long histories into high-density facts.
3. Early Exit Logic: Design prompts that allow the agent to stop as soon as the core objective is met, rather than continuing to process unnecessary information.