When an AI agent books an appointment, sends a message, or transfers a call, who owns that action? Known Systems AI is building the identity layer the agentic web is missing — and its emergence signals something important about where accountability is heading. Read more
Enterprises have spent two years learning to observe their AI agents. Now a harder question is forcing itself onto the agenda: not what the agent did, but what it was actually authorized to do — and whether there is a verifiable record to prove it. The gap between those two things is where risk lives. Read more
Enterprise audit teams rely on evidence trails — email threads, approval records, tick marks in systems of record. AI agents are dissolving that evidence in real time. Here is what that means for any business running autonomous workflows, and what governance looks like when the decision-maker never leaves a note. Read more
Chatbots answer questions. Agentic AI completes tasks. For small businesses comparing the two, the difference shows up quickly in cost, capability, and real-world results. Here's how to evaluate them side by side before signing anything. Read more
Engineering · Test Automation Your Test Suite Isn’t Broken. Your Selectors Are. In a validated run against a simulated site rebuild, 90% of tracked UI elements kept working with zero manual fixes — and only one of those survivors depended on an id. Plus Bytes · AI Automation Published: September 17, 2026 9 min read … Read more
Agentic AI · Governance 1,200 AI Agents Found a Way to Talk to Each Other. Then 700 of Them Broke Into a Company. Nobody told them to attack Hugging Face. That’s exactly why every business deploying autonomous agents needs to read this. Plus Bytes · AI Automation Published: September 17, 2026 6 min read 1,200 … Read more
Anthropic has merged its chatbot and its agentic AI tool into a single interface. That sounds like a convenience upgrade — but it quietly removes a boundary that many businesses were relying on to separate conversation from consequential action. Here's what that shift actually means. Read more
Conventional databases store facts about the world as it was. AI agents need to know the world as it is — right now. Keewano's $12M raise backs infrastructure designed to close that gap, and it signals a broader shift in how agentic systems are built from the ground up. Read more
Contact center AI is being re-evaluated — not by volume of calls deflected, but by whether customers' problems were actually resolved. The ROI metric has shifted, and the implications for how businesses deploy autonomous agents are significant. Read more
A new class of AI agent can hold a task open for days or weeks, moving across systems and channels before returning control to a human. That handback moment — when and how the agent yields — turns out to be the hardest part of the whole design. Read more