WRIT: Write-Read Intensive Trajectory Synthesis for Multi-Turn User-Facing Agents

Name: WRIT: Write-Read Intensive Trajectory Synthesis for Multi-Turn User-Facing Agents
Uploaded: 2026-10-08T23:58:11.326763+00:00
Duration: 816 s
Description: WRIT synthesizes training trajectories for multi-turn agents by controlling two complexity axes: the number of write decisions and the evidence burden per decision. It creates 'write-heavy' tasks for long-horizon execution and 'read-heavy' tasks that force agents to gather extensive evidence before acting. This balanced approach yields more capable and reliable agents than existing methods.

WRIT synthesizes training trajectories for multi-turn agents by controlling two complexity axes: the number of write decisions and the evidence burden per decision. It creates 'write-heavy' tasks for long-horizon execution and 'read-heavy' tasks that force agents to gather extensive evidence before acting. This balanced approach yields more capable and reliable agents than existing methods.

Open the full episode