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Stop Getting Good at Protocols. Get Good at Agent Experience.

In 2025, if you weren’t building with MCP, you weren’t serious about agents. The Model Context Protocol dominated the agent conversation for the better part of the year. Conference talks, roadmaps, hiring plans, all of it revolved around MCP. Then late 2025 into 2026, AI Skills arrived and the backlash was immediate. Engineers declared MCP […]

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Harness-1: The 20B Retrieval Subagent That Beats GPT-5.4 at Search

Most search agents try to handle too many jobs at once. They generate new queries, remember what they have already explored, collect evidence, and decide what is relevant as the search keeps expanding. That can make the whole process messy, expensive, and hard to control. Harness-1 takes a simpler approach. Built with researchers from UIUC,

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If an AI chatbot misleads you, who is to blame? | Bruce Schneier and Nathan E Sanders

A court in Germany found that Google was responsible for what its chatbots say in search summaries. This is the accountability we needEarlier this month, a German court ruled that Google is liable for its AI search summaries. Rejecting defenses like “users can check for themselves”, and that they generally know “that information generated with

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Samsung opens ChatGPT Enterprise and Codex access after AI restrictions

Samsung Electronics is expanding employee access to ChatGPT Enterprise and Codex, giving staff wider use of AI tools for technical and non-technical work. According to OpenAI, the deployment covers all Samsung Electronics employees in Korea and all Device eXperience employees worldwide. The DX division includes smartphones, consumer electronics, and home appliances. Samsung plans to use

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Massive AI spending and higher interest rates: What’s behind the tech sell-off?

Tech stocks around the world fell on Tuesday, with the flagship Nasdaq index closing 2.2 percent down at the end of the session. In this edition, we look at how markets reacted this Wednesday and some of the reasons why investors sold their shares: massive projected capital expenditure on AI, as well as the prospect

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Three ways to avoid being fooled by AI slop

Marten Newhall/Unsplash By Silvia Montaña-Niño, The University of Melbourne and T.J. Thomson, RMIT University Global society makes billions of images and uploads hundreds of thousands of hours of video on the internet every day. The problem is, some of this content is misleading or downright wrong. And when it’s in visual form, it can be

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