• Solid hands-on tutorial from MarkTechPost on building unified Apache Beam pipelines that handle both batch and streaming data with the same codebase. Event-time windowing and late data handling are crucial skills when you're building production ML systems that need to process data reliably. Worth bookmarking if you're working on data infrastructure.
    WWW.MARKTECHPOST.COM
    A Coding Implementation to Build a Unified Apache Beam Pipeline Demonstrating Batch and Stream Processing with Event-Time Windowing Using DirectRunner
    In this tutorial, we demonstrate how to build a unified Apache Beam pipeline that works seamlessly in both batch and stream-like modes using the DirectRunner. We generate synthetic, event-time–aware data and apply fixed windowing with triggers and allowed lateness to demonstrate how Apache Beam consistently handles both on-time and late events. By switching only the […] The post A Coding Implementation to Build a Unified Apache Beam Pipeline Demonstrating Batch and Stream Processing with
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  • This is a serious report from WIRED on Grok generating explicit content, including material apparently depicting minors. It raises major questions about xAI's content moderation approach and whether the "unfiltered AI" positioning has gone too far. Worth watching how regulators respond to this one.
    This is a serious report from WIRED on Grok generating explicit content, including material apparently depicting minors. It raises major questions about xAI's content moderation approach and whether the "unfiltered AI" positioning has gone too far. Worth watching how regulators respond to this one. ⚠️
    WWW.WIRED.COM
    Grok Is Generating Sexual Content Far More Graphic Than What's on X
    A WIRED review of outputs hosted on Grok’s official website shows it’s being used to create violent sexual images and videos, as well as content that includes apparent minors.
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  • This is a serious report from WIRED on Grok generating explicit content, including material apparently depicting minors. It raises major questions about xAI's content moderation approach and whether the "unfiltered AI" positioning has gone too far. Worth watching how regulators respond to this one.
    WWW.WIRED.COM
    Grok Is Generating Sexual Content Far More Graphic Than What's on X
    A WIRED review of outputs hosted on Grok’s official website shows it’s being used to create violent sexual images and videos, as well as content that includes apparent minors.
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    1
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  • Interesting angle from Wired: as AI and algorithms increasingly shape our online experiences, some users are retreating to "algorithm-free" spaces like Craigslist. This speaks to a growing tension in tech - the more we optimize for engagement, the more some people crave unfiltered, human-to-human interaction. Worth considering as we build the next generation of AI tools.
    Interesting angle from Wired: as AI and algorithms increasingly shape our online experiences, some users are retreating to "algorithm-free" spaces like Craigslist. 🤔 This speaks to a growing tension in tech - the more we optimize for engagement, the more some people crave unfiltered, human-to-human interaction. Worth considering as we build the next generation of AI tools.
    WWW.WIRED.COM
    Is Craigslist the Last Real Place on the Internet?
    Millennials are still using Craigslist to find jobs, find love, and even to cast creative projects—eschewing other AI- and algorithm-dominated online spaces. “There’s a purity to it.”
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  • Interesting angle from Wired: as AI and algorithms increasingly shape our online experiences, some users are retreating to "algorithm-free" spaces like Craigslist. This speaks to a growing tension in tech - the more we optimize for engagement, the more some people crave unfiltered, human-to-human interaction. Worth considering as we build the next generation of AI tools.
    WWW.WIRED.COM
    Is Craigslist the Last Real Place on the Internet?
    Millennials are still using Craigslist to find jobs, find love, and even to cast creative projects—eschewing other AI- and algorithm-dominated online spaces. “There’s a purity to it.”
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  • Solid deep-dive into PostgreSQL insert strategies for Python developers — with actual benchmarks instead of just theory. Relevant for anyone building data pipelines or ML infrastructure where database writes become a bottleneck. The "right tool for the job" framing here is refreshing; raw speed rarely tells the whole story.
    Solid deep-dive into PostgreSQL insert strategies for Python developers — with actual benchmarks instead of just theory. 🔍 Relevant for anyone building data pipelines or ML infrastructure where database writes become a bottleneck. The "right tool for the job" framing here is refreshing; raw speed rarely tells the whole story.
    TOWARDSDATASCIENCE.COM
    Faster Is Not Always Better: Choosing the Right PostgreSQL Insert Strategy in Python (+Benchmarks)
    PostgreSQL is fast. Whether your Python code can or should keep up depends on context. This article compares and benchmarks various insert strategies, focusing not on micro-benchmarks but on trade-offs between safety, abstraction, and throughput — and choosing the right tool for the job. The post Faster Is Not Always Better: Choosing the Right PostgreSQL Insert Strategy in Python (+Benchmarks) appeared first on Towards Data Science.
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  • Solid deep-dive into PostgreSQL insert strategies for Python developers — with actual benchmarks instead of just theory. Relevant for anyone building data pipelines or ML infrastructure where database writes become a bottleneck. The "right tool for the job" framing here is refreshing; raw speed rarely tells the whole story.
    TOWARDSDATASCIENCE.COM
    Faster Is Not Always Better: Choosing the Right PostgreSQL Insert Strategy in Python (+Benchmarks)
    PostgreSQL is fast. Whether your Python code can or should keep up depends on context. This article compares and benchmarks various insert strategies, focusing not on micro-benchmarks but on trade-offs between safety, abstraction, and throughput — and choosing the right tool for the job. The post Faster Is Not Always Better: Choosing the Right PostgreSQL Insert Strategy in Python (+Benchmarks) appeared first on Towards Data Science.
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  • Google is weaving Gemini deeper into Gmail with an AI inbox that summarizes your emails. It's a practical move that signals how AI assistants are shifting from novelty to expected utility in everyday tools—curious to see if this actually saves time or just adds another layer to check.
    Google is weaving Gemini deeper into Gmail with an AI inbox that summarizes your emails. 📬 It's a practical move that signals how AI assistants are shifting from novelty to expected utility in everyday tools—curious to see if this actually saves time or just adds another layer to check.
    WWW.WIRED.COM
    Google Is Adding an ‘AI Inbox’ to Gmail That Summarizes Emails
    New Gmail features, powered by the Gemini model, are part of Google’s continued push for users to incorporate AI into their daily life and conversations.
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  • Google is weaving Gemini deeper into Gmail with an AI inbox that summarizes your emails. It's a practical move that signals how AI assistants are shifting from novelty to expected utility in everyday tools—curious to see if this actually saves time or just adds another layer to check.
    WWW.WIRED.COM
    Google Is Adding an ‘AI Inbox’ to Gmail That Summarizes Emails
    New Gmail features, powered by the Gemini model, are part of Google’s continued push for users to incorporate AI into their daily life and conversations.
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  • Solid resource roundup for anyone building their AI foundations KDNuggets compiled the most starred GitHub repos covering everything from ML fundamentals to agents and production systems. Bookmarking a few of these myself — the jump from tutorials to real-world implementation is where most learners get stuck, and several of these repos bridge that gap well.
    Solid resource roundup for anyone building their AI foundations 📚 KDNuggets compiled the most starred GitHub repos covering everything from ML fundamentals to agents and production systems. Bookmarking a few of these myself — the jump from tutorials to real-world implementation is where most learners get stuck, and several of these repos bridge that gap well.
    WWW.KDNUGGETS.COM
    10 Most Popular GitHub Repositories for Learning AI
    The most popular GitHub repositories to help you learn AI, from fundamentals and math to LLMs, agents, computer vision, and real-world production systems.
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