The breakthrough is not one bigger model. It is multiple agents with clear roles: → one designs the research steps
→ one uses real tools and databases
→ one checks the work to catch errors
→ one writes conclusions, but only when evidence supports them In other words, less
SYSTEMS
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Multi-Agent Systems Outperform Single Large Models in Research
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AI Shifts From Chatbot Logic to Agentic Research Workflows
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Most people still think AI’s job is to answer questions.
— Ronald van Loon (@Ronald_vanLoon) 2 mai 2026
That framing is already outdated.
What got my attention about Eubiota is the shift from chatbot logic to research logic:
→ plan
→ execute
→ verify
→ refine
That is a very different category of system.
Here’s why it… pic.twitter.com/Bm5K2wRYLgMost people still think AI’s job is to answer questions. That framing is already outdated. What got my attention about Eubiota is the shift from chatbot logic to research logic: → plan
→ execute
→ verify
→ refine That is a very different category of system. Here’s why it -
Crabbox 0.3.0 Released With Remote Linux and Cloud Features
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Crabbox 0.3.0 is out.
Remote Linux runs for dirty worktrees GitHub browser login Blacksmith Testbox wrap crabbox attach for live run replay Durable run events AWS image create Cloudflare Access brew upgrade openclaw/tap/crabbox -
Open Harnesses Needed as Model Providers Seek Lock-In
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switching model providers is easy switching harnesses is less so model providers want to lock you in via harness we need open harnesses!
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Robot Automates Toll Payments on Smart Roads
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Automated Roads: This #Robot Handles Toll Payments
— Ronald van Loon (@Ronald_vanLoon) 2 mai 2026
by @BrianRoemmele#EmergingTech #Innovation #TechForGood #Technology pic.twitter.com/cZEcFdAKIVAutomated Roads: This #Robot Handles Toll Payments
by @BrianRoemmele #EmergingTech #Innovation #TechForGood #Technology -
Intel GPUs used only for media transcoding
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With Spend Visibility, Prudential Financial is Ready for AI
#AI #AIio #AIInnovation #ML #DataScience #Futureofwork @demishassabis @Ronald_vanLoon @TamaraMcCleary @geoffreyhinton @goodfellow_ian @jeffdean @erikbryn -
AI-Powered Dashboard Detects Unnecessary Cloud Costs Automatically
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P.S. this Mapbox cost is another cost detected by my new Situation Monitor dashboard with AI insights, it scouts all my projects insights on what to improve A few weeks ago it detected the Cloudflare bill was too high and we found they made a mistake which they quickly fixed and
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OpenShell Open-Source Sandbox Makes AI Agents Safe for Enterprises
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We created OpenShell to make AI agents safe for enterprises.
— NVIDIA AI (@NVIDIAAI) 1 mai 2026
Built in open source so any company can adopt and trust it, this secure sandbox controls what agents can access, share, and send.
Our CEO, Jensen, explains 👇 pic.twitter.com/7EiIsxr0CGWe created OpenShell to make AI agents safe for enterprises. Built in open source so any company can adopt and trust it, this secure sandbox controls what agents can access, share, and send. Our CEO, Jensen, explains
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Starcloud Brings AI Compute to Orbit for Real-Time Insights
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.@Starcloud_ is bringing AI compute to orbit—cutting energy costs and enabling real-time insights from space. pic.twitter.com/FvU2I7CxbI
— NVIDIA (@nvidia) 1 mai 2026.
@Starcloud_ is bringing AI compute to orbit—cutting energy costs and enabling real-time insights from space. -
Tenstorrent Powers Equinix Distributed AI Hub for Enterprises
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Tenstorrent is the compute layer for Equinix's Distributed AI Hub enabling a full end-to-end agentic AI stack for enterprises. @Equinix @orionvm