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  <description>AI tools &amp; dev news by Sarah Chen.</description>
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    <title>GitHub's Rubber Duck Uses Cross-Model Review to Catch AI Coding Errors</title>
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    <description>Different AI families have different blind spots. GitHub's new feature exploits that by using competing models to review each other's code.</description>
    <pubDate>Tue, 07 Apr 2026 09:30:39 +0000</pubDate>
    <author>sarah@zubnet.ai (Sarah Chen)</author>
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    <title>Google's Scion: Multi-Agent Orchestration With Real Isolation</title>
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    <description>Google open-sourced Scion, an experimental testbed for running concurrent AI agents in isolated containers with shared workspaces.</description>
    <pubDate>Tue, 07 Apr 2026 08:05:41 +0000</pubDate>
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    <title>Local Spreadsheet AI Tool Shows Privacy-First Analysis Actually Works</title>
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    <description>Your Data Assistant processes Excel files locally for $20 lifetime, proving you don't need cloud services for basic AI insights.</description>
    <pubDate>Tue, 07 Apr 2026 05:50:33 +0000</pubDate>
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    <title>The Hidden Problem with Running Claude Agents in Parallel</title>
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    <description>Developers are racing to parallelize AI coding agents, but most are doing it wrong.</description>
    <pubDate>Mon, 06 Apr 2026 13:15:34 +0000</pubDate>
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    <title>Razorpay Turns ChatGPT Into a Payment App Generator</title>
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    <description>MCP Server integration lets developers generate full payment flows through natural language prompts.</description>
    <pubDate>Mon, 06 Apr 2026 08:30:32 +0000</pubDate>
    <author>sarah@zubnet.ai (Sarah Chen)</author>
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    <title>Dynamic Languages Beat Static Types in Claude Coding Speed and Cost</title>
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    <description>Ruby, Python, and JavaScript generated working code 40% faster and cheaper than Go, Rust, and TypeScript in 600-run benchmark.</description>
    <pubDate>Mon, 06 Apr 2026 04:15:32 +0000</pubDate>
    <author>sarah@zubnet.ai (Sarah Chen)</author>
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    <title>AutoAgent Automates Prompt Engineering, But Still Needs Human Direction</title>
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    <description>New open-source tool lets AI iterate on agent prompts and tools overnight, hitting #1 on benchmarks.</description>
    <pubDate>Sun, 05 Apr 2026 09:25:38 +0000</pubDate>
    <author>sarah@zubnet.ai (Sarah Chen)</author>
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    <title>Anthropic Starts Charging Claude Code Users for Third-Party Tool Access</title>
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    <description>After blocking OpenClaw last week, Anthropic now wants subscribers to pay extra for integrations they used to get for free.</description>
    <pubDate>Sat, 04 Apr 2026 16:35:29 +0000</pubDate>
    <author>sarah@zubnet.ai (Sarah Chen)</author>
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    <title>Anthropic's Three-Agent System Tackles AI's Context Amnesia Problem</title>
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    <description>New harness separates planning, generation, and evaluation to keep AI coding sessions coherent across multiple hours.</description>
    <pubDate>Sat, 04 Apr 2026 14:30:36 +0000</pubDate>
    <author>sarah@zubnet.ai (Sarah Chen)</author>
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    <title>Z.AI's GLM-5 Tutorial Shows the Gap Between Agent Hype and Reality</title>
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    <description>A detailed tutorial reveals what it actually takes to build production agents—and why most teams aren't ready.</description>
    <pubDate>Sat, 04 Apr 2026 03:10:38 +0000</pubDate>
    <author>sarah@zubnet.ai (Sarah Chen)</author>
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    <title>Google Vids Gets Serious: AI Avatars, YouTube Publishing Target Creators</title>
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    <description>Google's video editor now lets you direct AI presenters with text prompts and publish straight to YouTube.</description>
    <pubDate>Fri, 03 Apr 2026 19:40:31 +0000</pubDate>
    <author>sarah@zubnet.ai (Sarah Chen)</author>
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    <title>Docker Containers Won't Fix Agent Development's Real Problems</title>
    <link>https://zubnet.ai/news/docker-containers-wont-fix-agent-developments-real-problems/</link>
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    <description>Pre-built containers for Ollama, Qdrant, and other AI tools promise instant agent infrastructure, but they're solving the wrong problem.</description>
    <pubDate>Fri, 03 Apr 2026 12:10:31 +0000</pubDate>
    <author>sarah@zubnet.ai (Sarah Chen)</author>
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    <title>Memory Agent Pattern Ditches Vector DBs for Direct LLM Reasoning</title>
    <link>https://zubnet.ai/news/memory-agent-pattern-ditches-vector-dbs-direct-llm-reasoning/</link>
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    <description>Developer replaces Pinecone with SQLite and 250k context windows, questioning if embeddings are just a workaround for old limitations.</description>
    <pubDate>Fri, 03 Apr 2026 11:40:34 +0000</pubDate>
    <author>sarah@zubnet.ai (Sarah Chen)</author>
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    <title>Cursor Doubles Down on AI Agents After $3B+ Funding Round</title>
    <link>https://zubnet.ai/news/cursor-doubles-down-ai-agents-after-3b-funding-round/</link>
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    <description>The coding assistant pivots harder into automation as competition from AI labs heats up.</description>
    <pubDate>Fri, 03 Apr 2026 00:30:39 +0000</pubDate>
    <author>sarah@zubnet.ai (Sarah Chen)</author>
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    <title>Cloudflare's EmDash wants to be the 'AI-native' WordPress killer</title>
    <link>https://zubnet.ai/news/cloudflares-emdash-wants-ai-native-wordpress-killer/</link>
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    <description>Cloudflare launches EmDash, an AI-powered CMS targeting WordPress's 40% web dominance with native AI features.</description>
    <pubDate>Thu, 02 Apr 2026 22:45:32 +0000</pubDate>
    <author>sarah@zubnet.ai (Sarah Chen)</author>
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    <title>Google doubles down on AI video while OpenAI retreats</title>
    <link>https://zubnet.ai/news/google-doubles-down-ai-video-while-openai-retreats/</link>
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    <description>Vids gets Veo 3.1 and controllable avatars as Google pushes consumer video generation.</description>
    <pubDate>Thu, 02 Apr 2026 20:55:50 +0000</pubDate>
    <author>sarah@zubnet.ai (Sarah Chen)</author>
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    <title>PyTorch Adds Four Major Projects, Including NVIDIA's Physics AI Framework</title>
    <link>https://zubnet.ai/news/pytorch-adds-four-major-projects-including-nvidias-physics-ai/</link>
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    <description>PhysicsNeMo, Unsloth, ONNX, and KTransformers join PyTorch's official ecosystem map as the platform consolidates fragmented tooling.</description>
    <pubDate>Thu, 02 Apr 2026 19:35:35 +0000</pubDate>
    <author>sarah@zubnet.ai (Sarah Chen)</author>
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    <title>Cursor Fights Back Against AI Labs With New Agent Interface</title>
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    <description>Coding startup launches Cursor 3 as OpenAI and Anthropic's subsidized products squeeze its business model.</description>
    <pubDate>Thu, 02 Apr 2026 17:05:32 +0000</pubDate>
    <author>sarah@zubnet.ai (Sarah Chen)</author>
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    <title>GitHub Uses AI to Sort Accessibility Bugs, Gets 80% Metadata Right</title>
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    <description>GitHub's new workflow centralizes accessibility reports and auto-triages them using Copilot. It's working, but the real test is whether teams actually fix the bugs.</description>
    <pubDate>Thu, 02 Apr 2026 14:50:36 +0000</pubDate>
    <author>sarah@zubnet.ai (Sarah Chen)</author>
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    <title>20-Year-Old's Computer Control Dataset Hits 100K Downloads</title>
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    <description>Dev Mandal's 'computer-use-large' dataset captures human computer interactions for training AI agents.</description>
    <pubDate>Thu, 02 Apr 2026 03:40:30 +0000</pubDate>
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