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AWS launches Flexible Training Plans for inference endpoints in SageMaker AI

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AWS has launched Flexible Training Plans (FTPs) for inference endpoints in Amazon SageMaker AI, its AI and machine learning service, to offer customers guaranteed GPU capacity for planned evaluations and production peaks. Typically, enterprises use SageMaker AI inference endpoints, which are managed systems, to deploy trained machine learning models in the cloud and run predictions at scale on ne…

Spotlight: Making the most of multicloud

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Download the December 2025 issue of the Enterprise Spotlight from the editors of CIO, Computerworld, CSO, InfoWorld, and Network World.

What is devops? Bringing dev and ops together to build better software

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A portmanteau of “development” and “operations,” devops emerged as a way of bringing together two previously separate groups responsible for the building and deploying of software. In the old world, developers (devs) typically wrote code before throwing it over to the system administrators (operations, or ops) to deploy and integrate that code. But as the industry shifted towards agile developmen…

Python vs. Kotlin: Which loops do you like better?

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Prepare to be surprised when we compare Python and Kotlin for simple programs, loops, imports, exceptions, and more. You can also get a super early preview of Python’s next-generation (Python 3.15) sampling profiler, get up close with AWS’s new AI-powered Zed editor , and explore your options for AI/ML programming outside of the Python ecosystem. Find these stories and more in this week’s Python …

Cloud fragility is costing us billions

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It was supposed to be a routine Tuesday. Employees trickled into the office of a mid-sized logistics company; some grabbed coffee, others settled at their desks. As they tried to access their shipment-tracking dashboards, schedule pickups, or even log in to the HR portal, critical systems inexplicably went offline. Chaos ensued. The IT team scrambled to diagnose the problem, initially confused be…

Security researchers caution app developers about risks in using Google Antigravity

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Google’s Antigravity development tool for creating artificial intelligence agents has been out for less than 11 days and already the company has been forced to update the known issues pages after security researchers discovered what they say are vulnerabilities. According to a blog from Mindgard , one of the first to discover problems with Antigravity, Google isn’t calling the issue it found a se…

OpenAI admits data breach after analytics partner hit by phishing attack

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OpenAI has suffered a significant data breach after hackers broke into the systems of its analytics partner Mixpanel and successfully stole customer profile information for its API portal, the companies have said in coordinated statements. According to a post by Mixpanel CEO Jen Taylor , the incident took place on November 8 when the company “detected a smishing campaign and promptly executed our…

Four important lessons about context engineering

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Context engineering has emerged as one of the most critical skills in working with large language models (LLMs). While much attention has been paid to prompt engineering , the art and science of managing context—i.e., the information the model has access to when generating responses—often determines the difference between mediocre and exceptional AI applications. After years of building with LLMs…

Agentic cloud ops with the new Azure Copilot

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Microsoft unveiled its awkwardly named Copilot in Azure back in 2024 . That was followed by the Azure Model Context Protocol Server , called from the GitHub Copilot agent in Visual Studio Code . Now, Microsoft is putting the band back together, with a new Azure Copilot that builds on both earlier projects to deliver a set of useful tools for all parts of the cloud application life cycle: for infr…

Google updates Gemini API for Gemini 3

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Google has updated its Gemini API in support of its recently introduced Gemini 3 AI model. The Gemini API updates, which include simpler controls over thinking, more granular control over multimodal vision processing, and ‘thought signatures’ to improve function calling and image generation, are designed to support Gemini 3’s reasoning, autonomous coding, multimodal understanding, and agentic cap…

Intro to Nest.js: Server-side JavaScript development on Node

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Not to be confused with Next.js , Nest.js is a server-side framework that offers a complete solution for building web applications. Nest is very popular, with over 73,000 stars on GitHub as of this writing. It is an excellent choice if you need to build a server-side application using TypeScript or JavaScript , and if you want a well-thought-out solution with all the architectural components in o…

Getting the enterprise data layer unstuck for AI

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When Miqdad Jaffer, product lead at OpenAI, challenged the illusion of ‘just add AI’ earlier this summer, he drew a line between teams crushed by hype and those who turn artificial intelligence into a lasting advantage. “The most durable and defensible moat in AI is proprietary data,” Jaffer wrote. “If your product generates unique structured data every time it is used, you pull further ahead in …

Writing code is so over

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There’s an old joke about the weather in San Francisco: If you don’t like it, just walk three blocks. Or maybe it’s wait fifteen minutes. Either way works. The weather in San Francisco is weird. There’s a similar old joke about web frameworks: If you don’t like the one everyone is using now, just wait 24 hours—a new one will be along. And that wasn’t much of an exaggeration. I know I harp on how …

Kotlin introduces checker for unused return values

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Kotlin 2.3.0 has reached the release candidate (RC) stage. Highlights of the latest update of JetBrains’s Java alternative include a new checker for unused return values, improved interoperability with Swift , support for Java 25 , improvements to context-sensitive resolution, and enhancements for Kotlin/Wasm and Kotlin/JS. The Kotlin 2.3.0 RC was introduced November 18 . Kotlin 2.3.0 is expected…

Developers left large cache of credentials exposed on code generation websites

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A large trove of sensitive credentials, authentication keys, configuration data, tokens, and API keys has been potentially exposed by developers using two popular code formatting sites, security company watchTowr has discovered. In an industry that normally worries about criminal activity, watchTowr’s research on the JSON Formatter and Code Beautify code utility sites shines light on a completely…
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