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The Sandbox Now Matters as Much as the Model: What One Week Taught Me About AI Agent Containment AI-Powered Ethical Hacking (GitHub + Agent Skills), Part 6: Triage Lab Logs and Write a Sigma Detection Rule Kali Linux Ethical Hacking, Part 6: Reading Your Own Lab Traffic With Wireshark AI-Powered Ethical Hacking (GitHub + Agent Skills), Part 5: Retest Checklists, Evidence Folders and a Reusable Reporting Skill Kali Linux Ethical Hacking, Part 5: Keeping Kali Healthy and Updated AI-Powered Ethical Hacking (GitHub + Agent Skills), Part 4: Using AI for Defense, Triage and Reporting
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Small metal box with an amber light inside a clear glass case on a wooden table at dusk ● AIOCT 26, 2026 The Sandbox Now Matters as Much as the Model: What One Week Taught Me About AI Agent Containment In one week, the companies building AI agents told us where the real safety work sits. OpenAI now trains frontier models with no internet access after… A PC tower with its side panel off beside a coiled, unplugged network cable ● SERIESOCT 22, 2026 AI-Powered Ethical Hacking (GitHub + Agent Skills), Part 2: Fully Local AI With Ollama and MCP Series: AI-Powered Ethical Hacking (GitHub + Agent Skills), Part 2. Previous: Part 1, how MCP and agents fit into ethical hacking. Next: Part 3, agent skills… Hands near a laptop with a glowing abstract AI assistant shape beside the screen ● CYBERSECURITYOCT 21, 2026 AI Meets Kali: How MCP and Agents Fit Into Ethical Hacking A year ago, “AI for hacking” mostly meant asking a chatbot to explain a tool. Now you can let a language model run tools for you. Kali Linux has published its own guides on wiring a model to Kali, and … Abstract server racks representing an open source AI inference engine ● AIOCT 21, 2026 DeepSeek Open Sources DeepInfer: What Its Inference Engine Means for AI Costs On Tuesday, October 20, 2026, DeepSeek put the software it uses to serve its own models out in the open. It is called DeepInfer, and the… A mechanical gadget taken apart in a neat row on a workbench, parts laid out in sequence ● AIOCT 18, 2026 REA, or Reverse Engineer Anything: What It Does and How to Try It Carefully By Deepu I often see a feature in an app and want to know how it works well enough to build something similar. The source code… A long printed technical document spread across a wooden desk, checked section by section in soft teal light ● AIOCT 18, 2026 Google Deep Review Is Here to Check Long, Hard Documents On October 14, Google Research publicly launched Deep Review, a tool built to read a long technical document closely and tell you where the logic wobbles,… Meta Muse Spark Open: What an 816B Open-Weight Model Means for Builders ● AIOCT 16, 2026 Meta Muse Spark Open: What an 816B Open-Weight Model Means for Builders On October 15, Meta released the weights for Muse Spark Open. Meta calls it “the most capable US open-weight model to date.” That is Meta’s own… 9 AI GitHub Repos Everyone Is Starring Right Now (October 2026) ● AIOCT 15, 2026 9 AI GitHub Repos Everyone Is Starring Right Now (October 2026) Every few weeks I open GitHub Trending with my morning coffee, and lately it reads like one long agent conversation. Agents that reverse engineer apps, agents… A calm morning desk with a laptop, notebook and chai, crossed by a thin line of violet light ● AIOCT 14, 2026 Gemini 4 Argon Is Here: What Google’s New Frontier Model Actually Changes for You Google released Gemini 4 Argon on October 13, 2026, and I spent this morning reading the launch post from Google DeepMind’s Koray Kavukcuoglu line by line.…

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