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CVE-2026-98432: Linux TCP Use-After-Free Risk and Patch Validation
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The Mahomes are letting the gourd times roll. Patrick Mahomes and his wife Brittany Mahomes celebrated the Halloween season by having a spook-tacular outing with their kids Sterling, 5, Bronze, 3,...
A security agent can produce a convincing explanation and a plausible patch while leaving the underlying vulnerability intact. For developers building automated remediation workflows, the useful deliverable is a change that blocks the exploit, preserves expected behavior, and gives a reviewer…
When Pony Ma called Tencent Holdings Ltd.’s AI endeavor “a leaky ship” this summer, the billionaire founder sent ripples through a company that for years dominated the industry with WeChat. The social media and gaming leader was at the time struggling to catch the likes of DeepSeek in the…
Threat actors are beginning to probe for a newly patched critical vulnerability in Oracle E-Business Suite (EBS), according to threat intelligence firm Defused Cyber. The vulnerability in question is CVE-2026-101767 (CVSS score: 9.8) in the Oracle Application Object Library of Oracle E-Business…
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The Proof-Carrying Patch: Building a Verification Gate for AI-Generated Code A practical engineering tutorial for software developers and AI engineers By Akshat Raj | Software Engineering · AI Engineering · Developer Tooling Abstract AI coding agents can generate implementations, modify multiple…
A team running an AI patch pipeline once showed me their nightly eval: 214 golden cases, a clean green dashboard, and a production regression that the suite had walked straight past. The postmortem took an hour. Then someone asked the obvious question, and nobody had an answer: how many of those…