Daily news, analysis and practical guides explaining what happened, who is affected and what to do next. We also turn this knowledge into practical training for organisations.
AI Security The OpenAI–Amazon partnership links Bedrock, Stateful Runtime, Frontier and 2 GW of Trainium. What exists, what is planned and how to assess lock-in.
Vulnerabilities and CVEs Technical guide to CVSS 10 CVE-2026-20127 and Cisco SD-WAN Manager flaws: NETCONF access, auth.log evidence, segmentation and upgrades.
AI Security Anthropic reported 24,000 accounts and 16 million exchanges. Learn model extraction, detection signals, limits, watermarking, risks and legitimate distillation.
AI Security Technical Gemini 3.1 Pro analysis: ARC-AGI-2 score, API and Vertex AI, code-based animation, agent workflows, benchmark limits and governance.
Threats and Incidents Polish cybercrime police detained a 47-year-old suspected of handling tools and access data and communicating with Phobos. A technical RaaS ecosystem analysis.
AI Security Technical Qwen3.5 analysis: 397B-A17B MoE, native vision-language, hybrid attention, 201 languages, model family and secure self-hosting.
AI Security Technical GPT-5.3-Codex-Spark analysis: Cerebras, 1,000+ tok/s, 128K text context, end-to-end latency, benchmarks and secure real-time coding.
Vulnerabilities and CVEs CVE-2026-21510, 21513, 21514, 21519, 21525 and 21533 explained: attack-chain roles, deployment priorities, hunting and compensating controls.
Threats and Incidents Polish cybercrime police detained a water utility breach suspect. We analyse the technical account, darknet publication and critical-infrastructure controls.
AI Security Technical Claude Opus 4.6 analysis: 1M context beta, 128K output, adaptive thinking, compaction, agent teams, benchmarks and secure deployment.
Threats and Incidents A destructive attack on Poland's energy sector and pro-Russian DDoS show critical infrastructure is a target — what it means for companies.
AI Security OpenAI Frontier connects data, tools and agents through shared context. We analyse identity, permissions, memory, open standards and deployment risk.
Vulnerabilities and CVEs Critical vLLM RCE combined an address leak with a JPEG2000 flaw in OpenCV/FFmpeg. Affected versions, exploit chain and safe mitigation.
Vulnerabilities and CVEs CVE-2026-1281 and CVE-2026-1340 enable unauthenticated RCE in Ivanti EPMM. Review advisory facts, KEV status and response steps.
AI Security Google combined Gemini 3, Connected Apps, Password Manager and agentic auto browse. We analyse access scope, confirmations, prompt injection and privacy.
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