InfoQ Homepage News
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FreeCORE: TrueNAS Fork Maintaining Deeply Integrated Virtualization, Jails, and OpenZFS on FreeBSD
TrueNAS CORE has been the standard for open-source storage using FreeBSD and OpenZFS. The shift to TrueNAS SCALE, based on Debian, left some users needing alternatives. FreeCORE upgrades TrueNAS CORE to FreeBSD 15.0, restoring essential features like FreeBSD Jails. While it satisfies certain administrators' needs, its long-term sustainability and maintenance by a single individual raise concerns.
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Beyond Zero: Google Publishes Successor to BeyondCorp
In a recent research paper, Google introduced Beyond Zero, a “security model for the AI era” that extends Zero Trust to autonomous AI agents. The new approach moves access decisions from the application level to individual resources and actions, combining static authorization controls with dynamic AI-driven decisions to enable machine-speed enforcement for humans and agents.
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Blume: Zero-Config Docs Framework That Turns a Markdown Folder into an AI-Ready Website
Blume is an open-source documentation framework that converts Markdown into a complete documentation site. Built with Astro and Vite, it requires only Node.js and a single Markdown file for setup. The framework supports various configurations, offers automatic SEO features, and includes tools for document testing. It facilitates migration from other documentation systems.
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Redefining GIS: Declarative Symbology and Collaborative Workflows in JupyterGIS
JupyterGIS is a GIS-focused extension for Jupyter notebooks. The recent 0.16 release enhances collaborative features, real-time editing, and support for large-scale data processing, including remote sensing. It introduces better visualisation tools and extends compatibility to R users. Community feedback highlights practical concerns and a desire for improved portability.
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Airbnb Cuts Authentication Code by 60% with Server Driven Architecture
Airbnb redesigned its authentication architecture around server driven flows and policy based challenge selection. The new Flexible Authentication system reduced authentication related code by 60%, cut the web client bundle by 100 KB, improved successful authentication by 2.6%, reduced duplicate account creation by 27%, and lowered OTP costs by 11%.
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Kubernetes Promotes KYAML as a Safer, More Consistent Way to Work with Manifests
Kubernetes is encouraging developers to take a closer look at KYAML, a stricter dialect of YAML designed to make Kubernetes configuration more explicit, predictable, and less prone to common YAML errors.
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Copilot Code Review Reaches Azure Repos, Billed Per Review with Reporting Two Days behind
Microsoft opened GitHub Copilot code review for Azure Repos to all Azure DevOps customers, after acknowledging that many are not ready to migrate to GitHub. Reviews bill per use through the linked Azure subscription and appear in Cost Management 48 hours later. Budgets notify but do not stop reviews, and concurrency caps at five per organization.
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Tether: Apple Continuity Like Experience between iOS and Linux Desktop Machines
Zack Bartel has developed Tether, an open-source project designed to integrate Apple Continuity features with Linux workstations. Tether allows users to send iMessages, sync clipboards, and view iOS notifications directly on Linux. It uses secure local network communication and a custom Bluetooth stack to ensure reliable connectivity and robust security in cross-platform interactions.
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Twenty Years of jQuery: How a Little Library Rewired Web Development
jQuery, created by John Resig and released in 2006, is a JavaScript library that simplifies HTML manipulation, event handling, animation, and Ajax. It enabled easier web development by providing an accessible API across browsers. While its use has declined with the rise of modern frameworks, jQuery remains prevalent on a significant portion of websites today.
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Shopify Introduces Gisting: Compressing LLM System Prompts into Learned Tokens
Shopify's engineering introduced gisting, a novel technique for compressing long LLM prompts into a smaller set of learned "gist" tokens, improving throughput and reducing inference cost.
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Rigorous Yet Sustainable Human Reviews in the AI Era
Mandatory AI checks paired with manual spikes for complex changes keep developers sharp. Teams can boost velocity by skipping peer reviews on low-risk PRs and using AI approvals, provided most developers are code owners and teams are small.
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pnpm 12 Rewrites Package Manager in Rust, Accelerating Installs While Preserving pnpm 11 Workflows
pnpm 12 has transitioned to a native Rust implementation, maintaining compatibility with pnpm 11 commands, flags, and formats. This update enhances startup and filesystem performance, particularly when using existing caches. Community feedback highlights the performance gains while noting some trade-offs in larger artifact sizes.
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Cohere’s Parse 5 Promises Efficient Multi-Modal Information Extraction from Complex Documents
Cohere has launched Parse 5, a multimodal foundation model designed to extract structured data from complex enterprise documents. The 2.3-billion-parameter system converts visually rich PDFs into Markdown while providing bounding box coordinates for visual grounding. It has been evaluated against over 2,000 enterprise pages, achieving an average score of 79.2 in key performance areas.
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Swiggy Uses 350+ Features and Multi-Task MLP to Predict Customer Lifetime Value
Swiggy developed an in-house predicted lifetime value model using more than 350 pre order features and a multi task MLP for Food and Instamart. Adding order count as an auxiliary task reduced model parameters by 63% while improving predictive performance. The pLTV signal is used with Google Target ROAS bidding to optimize customer acquisition.
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OpenAI Details GPT-Live’s Architecture for Continuous Stateful Voice Interaction
OpenAI recently published an engineering account of GPT-Live. It described how they designed the system to maintain continuous voice interaction while separating latency-sensitive media processing from broader application work. The live path contains the media pipeline and inference loop, while delegation, tool use, persistence, and other application logic run behind an asynchronous RPC boundary.