Claude Mythos exposed a hard truth: Your enterprise patching process is way too slow

Claude Mythos exposed a hard truth: Your enterprise patching process is way too slow

In 2024, researchers from the University of Illinois found that GPT-4, when provided with a common vulnerabilities and exposures (CVE) description, could autonomously exploit 87% of a curated 15-vulnerability one-day dataset. Without the description, it could only exploit 7%. This provided a “margin of safety” for the industry because while AI could exploit known vulnerabilities, … Read more

AI doesn’t break security. Complexity does

AI doesn’t break security. Complexity does

Presented by SnowflakeToo often, the history of enterprise security has been a history of making things harder to use. A new threat emerges, a new control gets bolted on, and somewhere in the process, people start working around the very systems designed to protect them.Over the course of my career, I’ve seen firsthand that security … Read more

MiniMax-M3 debuts, eclipsing GPT-5.5 and Gemini 3.1 Pro on key benchmark performance for just 5-10% of the cost

MiniMax-M3 debuts, eclipsing GPT-5.5 and Gemini 3.1 Pro on key benchmark performance for just 5-10% of the cost

Big news in enterprise AI broke over the weekend as Chinese AI startup MiniMax released its highly anticipated M3 large language model on Sunday evening Eastern time, pairing frontier-tier coding and agentic performance with a 1-million-token context window and native multimodality for a fraction of the cost of leading proprietary models, with pricing starting at … Read more

The design bottleneck for solo founders? AI has solved it.

The design bottleneck for solo founders? AI has solved it.

Presented by Design.comSomething significant is happening in how people build businesses. There are currently 29.8 million solopreneurs contributing $1.7 trillion to the U.S. economy, and over 80% of all U.S. small businesses now operate with no employees. In 2024 alone, entrepreneurs filed 5.2 million new business applications — and LinkedIn reported a 69% jump in … Read more

Zip’s new AI agents want to stop your finance team from uploading contracts into personal ChatGPT accounts

Zip’s new AI agents want to stop your finance team from uploading contracts into personal ChatGPT accounts

Zip, the AI procurement platform valued at $2.2 billion, announced two products on Monday that mark a turning point in its evolution from procurement software to autonomous AI platform: a suite of five AI “Superagents” that can review contracts, code invoices, and negotiate with vendors inside Zip’s governance framework, and a procurement-native implementation of the … Read more

AI agents keep giving confident wrong answers. The context layer is enterprise AI’s next production problem.

AI agents keep giving confident wrong answers. The context layer is enterprise AI’s next production problem.

Enterprise AI agents have a new production failure mode, and it is not the model. As enterprises move from single-layer RAG to hybrid retrieval architectures, the same underlying data produces different answers depending on which agent, tool or system asks the question. Revenue means one thing in a business intelligence (BI) dashboard, something slightly different … Read more