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OpenClaw creator spent $10 million on AI tokens last month18:02 OpenClaw, the AI digital assistant, is looking to establish itself as an essential tool for users — but if it is as profligate in its use of tokens as its creator, Pete Steinberger, then users could be in for some huge usage bills. Steinberger, now working for OpenAI , spent $10 million on AI tokens there last month, he told Cloudflare CEO Dane Knecht at the Cloudflare Connect 2026 Conference in … Don’t assume resilience from your cloud provider18:02 The recent Google Cloud incident in London is the kind of event that should force enterprises to rethink what cloud resilience really means. Google said the disruption was caused by a “power event” affecting London-based data centers in its europe-west2 region. The issue appeared early in the day and affected cloud services that many organizations depend on, either directly through their own depl… Google targets AI agents’ idle-time costs with new compute service15:21 As enterprises scale AI agents, Google is betting that idle infrastructure costs could become a major barrier to adoption. To address that challenge, the company on Thursday launched Agent Compute Engine, a service that suspends inactive agents and restores them on demand while preserving their execution state. AI agents often spend long periods waiting for instructions, tool responses, or human … CA shutdown puts Java, containers, and security appliances in the certificate crosshairs13:34 A certificate authority’s decision to abandon the global SSL/TLS market is exposing a weakness many organizations rarely examine: their dependence on complex PKI trust chains. Following the compromise of private keys behind eight of its intermediate certificate authorities, eMudhra is exiting the global SSL/TLS certificate business and is offering customers Sectigo-issued replacements. However, a… PHP2Shell exposes the weakness in coordinated vulnerability disclosure2:52 Two critical vulnerabilities discovered in the widely-used PHP programming language have shaken up enterprises, and the ramifications will take some time to truly understand. But one of the lesser-known stories centers around disclosure. According to The PHP Foundation , several organizations had agreed to a coordinated release detailing the critical flaws and mitigation actions, but cybersecurit… GitLab critical patches include one for a bug that allows code execution by unauthenticated users22:26 GitLab on Wednesday published updated versions of its Community Edition (CE) and Enterprise Edition (EE) that address a dozen bugs and security issues, including some that allow various unauthenticated actions. The most serious of the security issues, labeled critical in severity, is CVE-2026-110264 , an integer overflow issue. “GitLab has remediated an issue that, under certain conditions, could… Why reasoning models should not have to read everything22.října The AI industry has been expanding how much information an AI model can consume at once. In just a few years, context windows have grown from thousands of tokens to millions. Anthropic increased Claude’s context window from 9,000 to 100,000 tokens in May 2023 , reaching 200,000 tokens by November 2023 . Google’s Gemini 1.5 Pro reached one million tokens in February 2024 , then two million by June… OpenAI’s models are deliberately breaking their misalignment monitoring systems22.října AI agents are getting more inventive in finding ways to circumvent safeguards to prevent bad behavior, OpenAI has revealed. On Tuesday, it reported two incidents, both involving the agent disabling or interfering with its alignment monitoring, and in one case directly lying about having done so. “In two internal coding tasks, agents weakened misalignment monitoring while making requested software… Two critical PHP flaws put the web on alert as emergency patches arrive22.října Organizations are scrambling to protect themselves following the disclosure of two critical vulnerabilities in commonly used code that powers much of the internet. The flaws discovered in the PHP scripting language could allow attackers to perform unauthenticated remote code execution (RCE). On Wednesday morning, the PHP Foundation released patches for affected versions, and said it is “imperativ… Using model routing to lower inference costs21.října Running frontier models for coding and other purposes can be very expensive, but also, sometimes, very effective. It’s tempting to use smaller or older models instead of frontier models because they’re cheaper, although they may not work as well. The ideal model for any given task tends to depend on the complexity of the task. Picking the most appropriate model automatically based on the request … How AI is changing software pricing21.října In 2026, the AI monetization conversation has shifted quickly from one concern to the next. Early in the year, fears that AI agents would erode software seats helped trigger a selloff of software stocks dubbed the “SaaSpocalypse.” Since then, attention has turned to a different disruption, as AI leaders including Anthropic , OpenAI, and GitHub lean heavily on usage-based pricing to better align r… Eight reasons coding agents are better than software developers21.října I can’t stop anthropomorphizing my coding agent. I use both Claude Code and Cursor , and whenever I talk about these tools, I always refer to them as “he”, as in “He found and fixed a bug I never even realized existed.” The reason for this is probably obvious. I deal with my coding agent as if he were a colleague on the other end of a chat window. He writes great code and explains everything clea… US bans DeepSeek across federal agencies, putting AI supply chains under scrutiny21.října DeepSeek has been dealt a huge blow in the US, even as it continues to innovate and keep pace with, or in some cases outperform, rival models from American labs. The US Secretary of Homeland Security has issued an order banning all DeepSeek products and services from federal agencies. Government organizations must purge their IT systems of it within 60 days; those with “compelling justification” … Enterprise AI needs more than an AI engineer20.října Anthropic has a $100 million plan to help enterprises get more from AI. No, it doesn’t involve agents. It involves people. Lots of people. How retro. On October 2, the company announced Claude Frontier Academy , with a goal of training 10,000 frontier deployed engineers by the end of 2027. Participants work through a simulated deployment, including use-case selection, security review, and handove… The local computing rebellion20.října Take a close look at your monthly software bills. The charges that once seemed small and separate can add up to a new kind of dependency: subscriptions for word processing, creative tools, storage, and now AI features bundled into products, whether you asked for them or not. For many people, it’s no longer a choice between buying software or renting it. The software they used to run on a PC incre… |