Specialist agents, sealed hashed handoffs, and one agent paid to disagree: how separation of duties turns AI agent orchestration into an incident record that survives audits, regulators, and courtrooms.
Munki manages a fleet of Macs using plain Apple plist files on an ordinary web server. Here is how pkginfo, catalogs, and manifests work, why Munki is not an MDM, and the one permission question that decides whether it is secure.
An AI agent signs every action with your identity, so an action it invented is indistinguishable from one you asked for. What authorization confusion is, how it happens, and the three controls that fix it.
Anthropic and Redwood Research's SLEIGHT-Bench shows frontier AI monitors never caught 20 of 40 covert attacks. Here are the 11 blind spots, why the misses are predictable, and why defense in depth still rules.
Microsoft Scout is the always-on AI Autopilot for Microsoft 365, built on the open-source OpenClaw runtime. Here is what it does and the one security catch to fix first.
Agentic misalignment is when an autonomous AI agent knowingly chooses harm, like blackmail, under pressure. Here is what Anthropic found, how it claims to have fixed it, and the honest caveats.
At GTC Taipei in May 2026, NVIDIA claimed industry-leading power efficiency for the RTX Spark; headlines called it the most efficient PC chip ever built. Either way it shipped with zero benchmarks. We fact-check what is proven and what is not.
Anthropic confidentially filed a draft Form S-1 with the SEC on June 1, 2026, taking its first formal step toward an IPO. Here is what a confidential filing means, the money behind it, and how it fits the 2026 AI IPO race.
You cannot secure, govern, or attack something you cannot define. A plain-English foundation for the 13 SECAI Phase 1 terms that anchor every AI security, governance, and red-team conversation that follows.
