Why Google’s new Interactions API is such a big deal for AI developers

For the last two years, the fundamental unit of generative AI development has been the “completion.” You send a text prompt to a model, it sends text back, and the transaction ends. If you want to continue the conversation, you have to send the entire history back to the model again. This “stateless” architecture—embodied by […]

AI agents fail 63% of the time on complex tasks. Patronus AI says its new ‘living’ training worlds can fix that.

Patronus AI, the artificial intelligence evaluation startup backed by $20 million from investors including Lightspeed Venture Partners and Datadog, unveiled a new training architecture Tuesday that it says represents a fundamental shift in how AI agents learn to perform complex tasks. The technology, which the company calls “Generative Simulators,” creates adaptive simulation environments that continuously […]

AI is moving to the edge – and network security needs to catch up

Presented by T-Mobile for Business Small and mid-sized businesses are adopting AI at a pace that would have seemed unrealistic even a few years ago. Smart assistants that greet customers, predictive tools that flag inventory shortages before they happen, and on-site analytics that help staff make decisions faster — these used to be features of […]

Zoom says it aced AI’s hardest exam. Critics say it copied off its neighbors.

Zoom Video Communications, the company best known for keeping remote workers connected during the pandemic, announced last week that it had achieved the highest score ever recorded on one of artificial intelligence’s most demanding tests — a claim that sent ripples of surprise, skepticism, and genuine curiosity through the technology industry. The San Jose-based company […]

Black box AI isn’t enough: Why enterprise consulting is moving to grounded models

Presented by SAP In an era where anyone can spin up an LLM, the real differentiator isn’t the AI technology itself, but the institutional knowledge it’s grounded in. Internal and partner consultants leading operational transformation can’t risk hallucinated guidance when their recommendations impact integrated processes across supply chain, manufacturing, finance, and other core functions. “Grounded […]

Zencoder drops Zenflow, a free AI orchestration tool that pits Claude against OpenAI’s models to catch coding errors

Zencoder, the Silicon Valley startup that builds AI-powered coding agents, released a free desktop application on Monday that it says will fundamentally change how software engineers interact with artificial intelligence — moving the industry beyond the freewheeling era of “vibe coding” toward a more disciplined, verifiable approach to AI-assisted development. The product, called Zenflow, introduces […]