# Failure Recovery via Belief Updates and World Modeling for Long-Horizon Agents > Source: > Published: 2026-10-19 06:30:24+00:00 Long-horizon agents often struggle to recover from failures whose causes lie several steps earlier, beyond what local reflection or backtracking can resolve. We introduce BELIEFWEAVER, a framework that combines persistent evidence across attempts with prospective reasoning over repair directions. It