{"type": "article", "title": "MAGMA-GEN: Validated Recovery Supervision from Ambiguous Failures via Counterfactual Re-Execution", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/magma-gen-validated-recovery-supervision-from-ambiguous-failures-via-re", "original_source": "https://www.machinebrief.com/news/magma-gen-validated-recovery-supervision-from-ambiguous-fail-l2i6", "published": "2026-09-18T04:00:00+00:00", "accessed": "2026-09-18", "id": "magma-gen-validated-recovery-supervision-from-ambiguous-failures-via-re"}