Articles for tag web
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Does WebMCP `outputSchema` Help Agents Pick Better Tools?Consolidating WebMCP read tools while keeping descriptions under 500 characters hides the fields each tool returns from the agent. Here is what happened when I tested WebMCP's new outputSchema across single-turn lookups, multi-step chains, and multi-turn conversations.
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Bringing the Agent Loop to the WebDemystify AI agents by exploring the case for moving the loop to the browser. Learn how client-side orchestration enables tight UI integration and data control.
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From PyTorch to Browser: a full client-side solution with ONNX and Transformers.jsBuild a full client-side toxicity detection solution using Transformers.js, ONNX Runtime, and the `all-MiniLM-L6-v2` model. Train a custom model on the Kaggle Toxic Comment Classification Challenge dataset, convert it to ONNX, and run it in the browser for fast, private text analysis. Get 98% accuracy with this approach, see the code, and try the live demo.
