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 Technical Nemotron 3 Super analysis: hybrid Mamba-Transformer, 120B/12B MoE, LatentMoE, MTP, native NVFP4, 1M context and self-hosting.
Threats and Incidents Polish cybercrime police identified seven minors who allegedly sold DDoS tools. We explain booter infrastructure, evidence and resilient service design.
Cybersecurity History From DENDRAL and MYCIN to rule engines and two AI winters. Learn how expert systems worked, why the market failed and what LLM teams should learn.
Cybersecurity History Trace neural networks from McCulloch–Pitts and the perceptron to backpropagation, AlexNet, ResNet and Transformers. Learn the technical lessons.
Threats and Incidents Technical Coruna exploit-kit analysis: WebKit RCE, PAC/PPL bypasses, ChaCha20 blobs, PlasmaLoader, seed-phrase theft, Lockdown Mode and hunting.
Cybersecurity History Explore AI history from Turing and Dartmouth to transformers and generative models. Learn what changed, what failed and what businesses should do now.
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.
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