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Antithesis describes its custom deterministic hypervisor and subtree deduplication technique for efficient, repeatable whole-system fuzz testing at cloud scale.
Cognition's Ido Pesok shares lessons from building autonomous end-to-end testing into Devin, noting that for the first time, more Devin sessions are now triggered asynchronously than interactively, making verified-before-merge results a hard requirement rather than a nicety.