Stateless AI, in which a model offers one-off answers without context from previous sessions, can be helpful in the short-term but lacking for more complex, multi-step scenarios. To overcome these limitations, OpenAI is introducing what it is calling, naturally, “stateful AI.” The company has announced that it will soon offer a stateful runtime environment in…
Red Hat has made its Red Hat AI Enterprise platform generally available, with the intent to provide an AI platform to simplify development and deployment of hybrid cloud-based applications powered by AI. Availability of the platform was announced February 24. Engineered to solve the “production gap” for AI, Red Hat AI Enterprise unifies AI model and…
Google Cloud API keys, normally used as simple billing identifiers for APIs such as Maps or YouTube, could be scraped from websites to give access to private Gemini AI project data, researchers from Truffle Security recently discovered. According to a Common Crawl scan of websites carried out by the company in November, there were 2,863…
The first time my team shipped an agent into a real SaaS workflow, the product demo looked perfect. The production bill did not. A small percentage of sessions hit messy edge cases, and our agent responded the way most agents do: it tried harder. It re-planned, re-queried, re-summarized and retried tool calls. Users saw a…
The conversation around AI agents has focused heavily on reasoning. Less attention has gone to coordination. Enterprises that have been experimenting with agents are struggling to manage agents that share context and operate across live business systems without stepping on each other. Running a single agent on streaming data is manageable. Running several agents across…
In user-facing distributed systems, latency is often a stronger signal of failure than errors. When responses exceed user expectations, the distinction between “slow” and “down” becomes largely irrelevant, even if every service is technically healthy. I’ve seen this pattern across multiple systems. One incident, in particular, forced me to confront how much production behavior is…
Hawk and Mitek tackle rising check fraud with AI FinTech Global Go to Source Author:
Sovereignty, locality, and “alternative cloud” strategies are often treated as simple settings in hyperscaler consoles. Pick a region, check a compliance box, and move on. IT consultancy Coinerella posted about replacing a typical US-centric startup baseline with a “Made in the EU” stack. They treat sovereignty as an architectural posture and an operating model that…
