Harness engineering finally got its 100-page academic survey paper from UIUC, Meta, and Stanford. Claude Code, Codex, and SWE-agent share the same 3-layer architecture under the hood: Interface · Mechanisms · Scaling Which layer is yours missing?
INNOVATION
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Gemini 3.5 Flash Tops APEX-Agents-AA Benchmark
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Gemini 3.5 Flash ranks first on the APEX-Agents-AA benchmark, outperforming significantly larger models.
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AI agents boost business efficiency in 2026
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AI agents are quickly moving from “future concept” to real-world business advantage From automating customer support workflows to streamlining reporting, inventory management and operational tasks, businesses are beginning to unlock new levels of efficiency through agentic
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Fields Medal awarded to OpenAI GPT5.5
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Fields Medal for @OpenAI GPT5.5 🔜 https://t.co/f0sMD9nNEv
— Nando de Freitas (@NandoDF) 21 mai 2026Fields Medal for @OpenAI GPT5.5
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Top AI Stories: OpenAI Math Breakthrough, Google Co-Scientist, Tools
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Top stories in AI today: – OpenAI cracks an 80-year math belief
– Google's AI Co-Scientist heads to labs
– Audit Claude’s context of you and your work
– Emergence’s five-town AI alignment showdown
– 4 new AI tools, community workflows, and more -
India Launches AIKosh Open AI Platform for Researchers and Startups
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AIKosh is India’s open AI platform designed to make datasets, models, tools, and compute resources more accessible for researchers, startups, developers, institutions, and public sector innovation. Built under the IndiaAI Mission, AIKosh brings together AI resources in one place
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Qwen 3.6 2.5x Faster on Atomic Chat with MTP
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Qwen 3.6 models are now 2.5x times faster on Atomic Chat with new MTP speedups.
— 🚨 AI News | TestingCatalog (@testingcatalog) 21 mai 2026
> MTP drafts several tokens ahead and verifies them in one pass. The speedup depends on the memory moved per pass.
Users can run Qwen 3.6 models locally via the open-source Atomic Chat to test… https://t.co/ML74IS2mHE pic.twitter.com/VPzSdcWqkWQwen 3.6 models are now 2.5x faster on Atomic Chat with new MTP speedups. > MTP drafts several tokens ahead and verifies them in one pass. The speedup depends on the memory moved per pass. Users can run Qwen 3.6 models locally via the open-source Atomic Chat to test
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Google I/O: Gemini Updates and AI-Powered Search Redesign
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Si vous l'avez raté, Google vient de faire sa plus grosse conférence IA de l'année : GOOGLE I/O Gemini 3.5, Gemini Omni, Gemini Spark. Antigravity 2.0 pour les développeurs. Des lunettes AR avec Samsung.
ET surtout, une refonte complète de Google Search. (gros changements pour -
AI-driven materials discovery for PFAS removal
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Today @cusp_ai and @KemiraGroup announce a milestone in AI-driven materials discovery. We have used generative AI to design new materials targeting PFAS removal from drinking and process water at trace concentrations.
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OpenAI Solves an Erdős Problem
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OPENAI MAKES A MATH BREAKTHROUGH! Continuing the rapid advancement of AI in mathematics, an internal OpenAI model has successfully solved what is, to date, the most significant Erdős problem ever addressed autonomously. The historical importance of this solution