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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. TOOL · arXiv cs.AI English(EN) ·

    ASTRO: Adaptive Spatio-Temporal Reinforcement Optimization for GNN Powered Anomly Detection in Cyber Physical Systems

    Researchers have developed ASTRO, a new anomaly detection framework for cyber-physical systems that utilizes reinforcement learning and Graph Neural Networks. ASTRO dynamically optimizes decision boundaries by integrating a Deep Q-Network with GNNs, temporal modeling, and an attention mechanism to capture spatial and temporal dependencies. The framework demonstrated strong performance on real-world industrial datasets, achieving an F1 score of 0.990 on the SWaT dataset and outperforming existing methods by nearly 14% on the WADI dataset. AI

    IMPACT This framework could enhance the security and reliability of industrial control systems by providing more accurate and adaptive anomaly detection.

  2. TOOL · Mastodon — fosstodon.org English(EN) · · [2 sources]

    Forge is headless. One URL returns HTML to browsers, JSON to your frontend framework, and AI-optimised output to agents. No extra endpoints. No glue code. Conte

    Forge CMS has launched a new headless content management system designed for modern web development and AI integration. It uses a single URL to serve content in various formats, including HTML for browsers, JSON for frontend frameworks like React or Next.js, and AI-optimized output for agents. This approach eliminates the need for separate endpoints or glue code, allowing developers to use their preferred frontend technologies while ensuring seamless content delivery across different platforms. AI

    Forge is headless. One URL returns HTML to browsers, JSON to your frontend framework, and AI-optimised output to agents. No extra endpoints. No glue code. Conte

    IMPACT Provides developers with a flexible way to serve AI-optimized content, potentially streamlining AI agent integration with web applications.

  3. TOOL · Medium — AI coding tag 中文(ZH) ·

    Why does a B&B need a static website built with Astro?

    This article discusses the benefits of using Astro, a static site builder, for creating websites for small businesses like guesthouses. It highlights how Astro's features can lead to faster loading times and improved user experience compared to traditional dynamic websites. The author advocates for static sites as a modern and efficient solution for businesses seeking an online presence. AI

    Why does a B&B need a static website built with Astro?

    IMPACT Static site builders like Astro can improve the performance and user experience of websites, which is relevant for businesses leveraging online platforms.

  4. COMMENTARY · dev.to — LLM tag English(EN) ·

    Speed, caching, and the 40x cost wall

    The author is evaluating the cost-effectiveness of using Cerebras hardware for LLM inference, specifically with GLM 4.7. While Cerebras offers impressive speed, the lack of prompt caching leads to significantly higher costs compared to providers that support it, with one instance showing a 40x difference in token costs for long conversations. To mitigate this, they are experimenting with a split agent architecture, using a cheaper GPT OSS 120B model on Cerebras for the main agent while keeping the screen-generation sub-agent on GLM 4.7, aiming to balance speed and cost until Cerebras implements prompt caching. AI

    Speed, caching, and the 40x cost wall

    IMPACT Highlights the critical role of prompt caching in LLM inference cost-efficiency and explores architectural workarounds for hardware without this feature.

  5. TOOL · HN — claude-code stories English(EN) ·

    Moving from WordPress to Jekyll (and static site generators in general)

    DemandSphere has migrated its website from WordPress to Jekyll, a static site generator, to improve speed and development flexibility. The company found WordPress limiting and difficult to find developers for, despite the general trend towards AI and markdown. Claude Code was instrumental in analyzing and filtering content, and assisting with the migration of blog posts and images, enabling the team to complete the project efficiently. AI

    Moving from WordPress to Jekyll (and static site generators in general)

    IMPACT Demonstrates how AI coding assistants can streamline complex development tasks like website migrations, freeing up developer time for other projects.