{"schemaVersion":1,"target":{"type":"reading","id":"3b1c547298faf635d8ac7af76bd35a8572180a2c181d3ab57ab85ae5adf18739","revision":"9987cd99-a0a5-40a5-8688-7992b8c8fac5","revisionKind":"publication-id","title":"Zihan Fang and coauthors ask: Can AI Guide Testing Without Generating Tests?","url":"https://escapemeridian.com/readings/zihan-fang-and-coauthors-ask-can-ai-guide-testing-without-3b1c5472"},"source":{"type":"source","id":"https://arxiv.org/abs/2610.36185","revision":"7b7bedce71c2d6a9be01d9e3ee425dee1c0e403f232c0cd23039c6cbd78022a9","revisionKind":"sha256-source-text","title":"Can AI Guide Testing Without Generating Tests? A Comparative Study of AI-Assisted Unit Testing","url":"https://arxiv.org/abs/2610.36185"},"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."}