Repair the Core, Not the Symptom: Planning-Graph Repair for Long-Horizon Agents
WM-SAR is a spectral subgraph repair method that identifies a compact region for LLM repair by estimating node-edge amplification. It achieves better long-horizon stabilization and root-cause recovery than traditional engineering methods by focusing on which connected subgraph, when fixed, most reduces future error growth.