{"schemaVersion":1,"target":{"type":"reading","id":"a198f251b5bb017a177e94f8fba482a505f92f90a531c061fc838809a12109c5","revision":"0dcb13a8-bb4a-4def-845d-b4645d8c46a7","revisionKind":"publication-id","title":"Al Mamun, Islam and Ameen test specialist contexts for software assurance","url":"https://escapemeridian.com/readings/al-mamun-islam-and-ameen-test-specialist-contexts-for-software-a198f251"},"source":{"type":"source","id":"https://arxiv.org/abs/2610.36947","revision":"bc7a566a91047b5f1229d2441071fbeac1c7c42206c1ca844f99409248e009a8","revisionKind":"sha256-source-text","title":"Beyond QASecClaw: Agent Scaling, Verifier Feedback, and Evidence Reliability in Software Assurance","url":"https://arxiv.org/abs/2610.36947"},"status":"available","items":[],"next":null,"scope":"Explicit citations in public readings and public file attachments to this reading. Shared topics are not citations. Other artifact types need an explicit reference adapter."}