InfoWorld

“ A single training run can emit as much CO₂ as five cars do in a year. ” That finding from the University of Massachusetts, Amherst, has become the defining statistic of the generative AI era. But for the engineers and data scientists staring at a terminal, the problem isn’t just carbon, it’s the cloud bill. The industry narrative suggests that the only solution is hardware: buying newer H100s o…

When you scroll through Instagram Reels or browse YouTube, the seamless flow of content feels like magic. But behind that curtain lies a massive, energy-hungry machine. As a software engineer working on recommendation systems at Meta and now Google, I’ve seen firsthand how the quest for better AI models often collides with the physical limits of computing power and energy consumption. We often ta…

A key move in Google’s effort is a complete redesign of the Stitch UI. New plans for Stitch were announced March 18 . With vibe designing, developers can explore ideas quickly, leading to a higher quality outcome. Instead of starting with a wireframe, developers can start by explaining the business objective they hope to achieve, what they want users to feel, or even examples of what is currently…

OpenAI is acquiring Python developer toolmaker Astral, thus bringing open source developer tools into OpenAI’s Codex AI coding system. The acquisition was announced on March 19 . Elaborating on the deal, OpenAI said Astral has built widely used open source Python tools , helping developers move faster with modern tools such as uv, Ruff, and ty . These tools power millions of developer workflows a…

OpenAI on Thursday announced the acquisition of Astral, the developer of open source Python tools that include uv, Ruff and ty. It says that it plans to integrate them with Codex , its AI coding agent first released last year, as well as continuing to support the open source products. OpenAI stated in its announcement that its goal with Codex is “to move beyond AI that simply generates code and t…

When Amazon Web Services launched its Simple Storage Service (S3) in March 2006, it sparked the imagination of IT leaders worldwide. I remember that era well. It was a time when the enterprise was feverishly searching for a way out of restrictive, on-premises silos. S3 and the emerging concept of public cloud promised almost unlimited scalability, pay-as-you-go economics, and the freeing of IT de…

In a world obsessed with disruption, Java threads the needle between stability and innovation. It’s the ultimate syncretic platform , synthesizing the best ideas from functional programming, concurrency, cloud computing, and AI under a reliable, battle-tested umbrella. Java unites meticulous planning with chaotic evolution, enterprise reality with open source ideals, along with a healthy dose of …

You may be hearing a lot of buzz about knowledge graphs, GraphRAG, and ontologies in the AI space right now, especially around improving agent accuracy, explainability, and governance. But actually creating and deploying your own agents that leverage these concepts can be challenging and ambiguous. At Neo4j, we’re trying to make building and deploying agents more straightforward. Neo4j Aura Agent…

The AI agent market is projected to grow from $5.1 billion in 2024 to over $47 billion by 2030 , yet Gartner predicts that more than 40% of agentic AI projects will be canceled by the end of 2027. The reason is not model capability. It is trust. Traditional AI evaluation tells you whether a model performs well in isolation. Accuracy benchmarks, latency metrics and token efficiency measure what mo…

Despite OpenAI’s multiple re-affirmations that its relationship with Microsoft is strong and central, in view of recent developments, Redmond doesn’t seem to be convinced. According to reports , the tech giant is considering legal action against OpenAI and Amazon over the $50 billion cloud deal the two recently struck to make Amazon Web Services (AWS) the exclusive third-party cloud distribution …

Oracle’s latest Java language ambitions are expected to offer improvements in records, classes, primitives, and arrays. As part of these plans, pending features not now marked for a future release of the language are under consideration to officially be part of Java. In a March 17 presentation at the JavaOne conference in Redwood City, Calif., Oracle’s Dan Smith, senior developer in the company’s…

Wasmer has introduced Edge.js as a JavaScript runtime that leverages WebAssembly and is designed to safely run Node.js workloads for AI and edge computing. Node apps can run inside a WebAssembly sandbox. Accessible from edgejs.org and introduced March 16 , Edge.js is intended to enable existing Node.js applications to run safely and with startup times impossible to get with containers, according …

Snowflake has taken the covers off a product, currently under development, which it describes as an “autonomous” AI layer that promises to turn its data cloud from a place that answers questions about data into one that actually does the work: stitching together analysis, reports, and even slide decks on behalf of business users. Named as Project SnowWork, the new conversational AI interface offe…

If you’ve been curious about working with services like Claude Code , but balk at the idea of hitching your IDE to a black-box cloud service and shelling out for tokens, we’re steps closer to a solution. But we’re not quite there yet. With each new generation of large language models , we’re seeing smaller and more efficient LLMs for many use cases—small enough that you can run them on your own h…

Events are essential inputs to modern front-end systems. But when we mistake reactions for architecture, complexity quietly multiplies. Over time, many front-end architectures have come to resemble chains of reactions rather than models of structure. The result is systems that are expressive, but increasingly difficult to reason about. A different architectural perspective is beginning to emerge.…