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What Security Teams Are Seeing in AI-Generated Code

Posted on 07 May 2026

AI-generated code has moved from developer experiment to production reality, and security teams are now dealing with the result: faster software output, more code entering review, and a new class of AppSec risk where code can look clean, functional, and production-ready, yet still contain common security flaws. GitHub reported that nearly 80% of new developers […] ...

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VECT Ransomware Shows How New RaaS Operations Are Trying to Scale

Posted on 05 May 2026

VECT ransomware has emerged as a newer ransomware-as-a-service operation attempting to grow through affiliate recruitment, underground forum promotion, and a structured backend model built around victim management, payload generation, and ransom negotiation. Public reporting from Dark Atlas indicates that the group began advertising its affiliate program in early 2026, later tying itself to BreachForums and […] ...

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Netizen: Monday Security Brief (5/4/2026)

Posted on 04 May 2026

Today’s Topics: Microsoft Defender False Positive Shows How Certificate Trust Incidents Can Create Operational Confusion Microsoft Defender’s recent false positive involving DigiCert root certificates is a good example of how security tooling can create real operational concern even when the original alert is not tied to an active infection on the affected device. The issue […] ...

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SIEM Requirements for CMMC 2.0: What Federal Contractors Need to Implement

Posted on 30 Apr 2026

If you are preparing for CMMC 2.0 certification, the question is not whether you need a SIEM. The question is whether your logging, alerting, and monitoring architecture can survive a Level 2 assessment tied directly to NIST SP 800-171. CMMC 2.0 does not explicitly mandate “deploy a SIEM.” What it does mandate is far more […] ...

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Netizen: Monday Security Brief (4/27/2026)

Posted on 27 Apr 2026

Today’s Topics: OpenAI Expands Defensive AI Strategy with GPT-5.4-Cyber Release OpenAI has introduced GPT-5.4-Cyber, a specialized variant of its GPT-5.4 model built for defensive cybersecurity operations, signaling a continued push to embed AI directly into security workflows. The release arrives within days of Anthropic unveiling its competing frontier model, Mythos, reinforcing the pace at which […] ...

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