Pay attention to this one, AI devs, especially if you're thinking about agentic commerce or any agent network where many agents share hosts. A correct route to a cold agent is still a failed request from the user's perspective. That's the whole game. This new paper studies
INNOVATION
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High-Precision 3D Scanning Revolutionizes Grinding Roller Inspection
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Revolutionizing Grinding Roller Inspection with High-Precision #3D Scanning #Technology
— Ronald van Loon (@Ronald_vanLoon) 28 avril 2026
via @WevolverApp
#Innovation #EmergingTech #TechForGood pic.twitter.com/KZJVowlGbSRevolutionizing Grinding Roller Inspection with High-Precision #3D Scanning #Technology
via @WevolverApp #Innovation #EmergingTech #TechForGood -
Two AI perspectives: Legacy models versus frontier model applications
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Karpathy's framing of the AI debate is the cleanest I've seen:
— Satya Mallick (@LearnOpenCV) 28 avril 2026
Two groups. Same industry. Opposite conclusions.
→ Group 1: judged AI on free/old models. Saw the failures. Wrote it off.
→ Group 2: uses frontier models for hard technical work. Progress feels shocking.
But here's… pic.twitter.com/7cEY3CKvSxKarpathy's framing of the AI debate is the cleanest I've seen:
Two groups. Same industry. Opposite conclusions.
→ Group 1: judged AI on free/old models. Saw the failures. Wrote it off.
→ Group 2: uses frontier models for hard technical work. Progress feels shocking.
But here's -
Beastro: Kitchen Robotics’ Advanced Robotic Kitchen Solution
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Beastro – Robotic Kitchen by Kitchen Robotics
— Ronald van Loon (@Ronald_vanLoon) 28 avril 2026
by @KitchenRobotics#Robotics #RPA #ArtificialIntelligence #Innovation #Technolog pic.twitter.com/Nt1Ks5SpgHBeastro – Robotic Kitchen by Kitchen Robotics by @KitchenRobotics #Robotics #RPA #ArtificialIntelligence #Innovation #Technolog
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Claude Opus 47 Context Worlds: Hosted Generations on GitHub
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Hosted generations: https://
petergpt.github.io/claude-opus-47
-context-worlds/
… GitHub: https://
github.com/petergpt/claud
e-opus-47-context-worlds
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Opus 4.7 Context Window: 400k vs 1m Performance Analysis
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Opus 4.7 – 400k vs 1m context – is there a difference?
— Peter Gostev (@petergostev) 28 avril 2026
I've heard @theo talk about the fact that it is unlikely that Anthropic would have offered up a model with 1m context at the same cost, if it wasn't a different (i.e. cheaper to serve) model.
I did a test where I toggled… pic.twitter.com/tQC4Tn17elOpus 4.7 – 400k vs 1m context – is there a difference? I've heard @theo talk about the fact that it is unlikely that Anthropic would have offered up a model with 1m context at the same cost, if it wasn't a different (i.e. cheaper to serve) model. I did a test where I toggled
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Creating AI Benchmark from Real-World Engineering Problems
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“We can create the best benchmark out there that should dictate model development for the next year,” says @alexgshaw of @LaudeInstitute. The goal: get top engineers to contribute the hardest real-world problems they’ve actually faced in their work.
— Snorkel AI (@SnorkelAI) 28 avril 2026
They’re actively looking for… pic.twitter.com/kIF0PukCAT“We can create the best benchmark out there that should dictate model development for the next year,” says @alexgshaw of @LaudeInstitute
. The goal: get top engineers to contribute the hardest real-world problems they’ve actually faced in their work. They’re actively looking for