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InfoWorld

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PHP2Shell exposes the weakness in coordinated vulnerability disclosure

2:52
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 users

22:26
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 everything

11:48
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 systems

22.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 arrive

22.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 costs

21.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 pricing

21.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 developers

21.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 scrutiny

21.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 engineer

20.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 rebellion

20.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…

When ‘access denied’ becomes an agent’s next objective

20.října
One line from a recent AI incident caught my attention. Describing how an OpenAI agent got into a Medicare statistics portal, Australian Prime Minister Anthony Albanese said it “ didn’t accept no for an answer .” It sounds almost funny. In software terms, though, it points to a real problem. An access control said no, and the agent treated the answer as information about how to continue. “The AI …

Hands-on with Antigravity 2: No IDE, just agent chat

19.října
The original Antigravity was an IDE with native integration for Google’s generative AI models. With Antigravity 2, Google offers a refashioned version of the product that it describes as a “ standalone desktop command center ” for agents. Antigravity 2 is closer to projects like LM Studio than a full-blown IDE. It provides a streamlined, chat-centric interface for working with models and agents, …

Are clearinghouses the answer to the AI hacking threat?

19.října
This summer, the White House rolled out the Gold Eagle Initiative , billed as an “unprecedented” effort to coordinate cybersecurity vulnerability disclosure across government and industry. It was easy to miss this news with all of the other safety concerns in the world of AI, but the timing isn’t a coincidence — and neither is the terminology. Gold Eagle is just one in a fast-growing category of …

From pilots to production: The four disciplines that make generative AI work

19.října
This series lays out a practical framework for taking generative AI (GenAI) from pilots to dependable production systems in the enterprise. It focuses on four disciplines that determine long-term success: engineering for scale and reliability, designing agentic systems with clear constraints, embedding governance directly into build and runtime controls, and measuring ROI at the workflow level wi…
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