When to Forget: Risk-Controlled Context Adaptation for Long-Horizon Agents

Chenle Chen, Yangbo Wei, Zhijie Zheng +6

Long-horizon agents learn from failure, but the value of a failure record can change as execution progresses. We study when retaining, compressing, or removing the same history blo…