23,019 AI Bug Reports Need a Measurement Pipeline
Claude Mythos found a large queue of possible software flaws, but human review changed many severity ratings. Here is how to build an AI security scanner that produces decisions rather than noise.
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Claude Mythos found a large queue of possible software flaws, but human review changed many severity ratings. Here is how to build an AI security scanner that produces decisions rather than noise.
Google says its agent system found more than 100 critical vulnerabilities in two days. The useful lesson for engineering teams is the measured pipeline around the model.
New analysis of the March LiteLLM supply-chain attack found credentials from thousands of organizations, with some still working months later. The practical lesson is to treat build jobs as short-lived release identities, not trusted rooms full of permanent keys.
Researchers recovered hidden model reasoning and credentials from opaque API fields that developers had shared in public logs. The immediate attack was patched, but the engineering lesson remains: unreadable model state is sensitive state.