Reasoning models improve faster with a good verifier, but verifiers cannot learn to detect subtle errors by themselves. However,
MACHINE LEARNING
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Critique of AI benchmarks not measuring real work
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"The Final Exam of Agents" With the way AI continues to brilliantly succeed at benchmarks, yet this has not translated into real economic value, the authors of this article say the problem lies with the benchmarks, since none measure work.
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Designing healthcare AI that works for every patient
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Designing healthcare AI that works for every patient
#AI #AIio #AIInnovation #ML #DataScience #Futureofwork @lexfridman @sama @kaifulee @ID_AA_Carmack @karpathy @2morrowknight @ylecun -
Hope for Codex Desktop controlling other desktop instances
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hope we aren’t far from codex desktop controlling other desktop instances
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AI temporarily takes control of your body to teach new skills
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#AI Temporarily Takes Control of Your Body to Teach New Skills
by @BrianRoemmele #Innovation #ArtificialIntelligence #MachineLearning #ML -
Your Photos Cost You, AI Makes Them Professional
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La plupart des propriétaires ne réalisent pas que leurs photos leur coûtent de l'argent.
— Jouhatsu | AI Influence Operator (@Jouhatsu_ai) 6 juin 2026
Cela a commencé comme une simple photo prise avec un téléphone.
Claude + Higgsfield MCP l'ont transformé en quelque chose qui ressemble à une mise en scène professionnelle en quelques… https://t.co/JEDC92DiY4 pic.twitter.com/H5D8N6QOaDMost owners do not realize that their photos cost them money. It started as a simple photo taken with a phone. Claude + Higgsfield MCP transformed it into something that looks like a professional staging in a few…
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Undetected AI hallucinations become users’ false beliefs.
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The vast majority of AIs' hallucinations go undetected. They just become their users' false beliefs.
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Clinical Areas Where Hospitals Use AI
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The clinical areas where hospitals are using AI
#AI #AIio #AIInnovation #ML #DataScience #Futureofwork @HaroldSinnott @fogoros @iainljbrown @NandoDF @katecrawford @drhassanrashidi @YuHelenYu -

Microsoft unveils its first advanced reasoning AI
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Microsoft’s first advanced reasoning #AI is here
by Jay Peters @verge Learn more: https://
bit.ly/4uScHiE #GenerativeAI #ArtificialIntelligence #MachineLearning #ML -
Proof-Carrying Evolution: Secure AI Propagation via Strict Selection Gates
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The RSI era should not be ungated self-modification. It should be proof-carrying evolution: Every agent action emits proof.
Every proof enters a Selection Gate.
Only what passes eval, risk, scope, canary, monitoring, and rollback earns propagation. Private intelligence stays
