RSI was missing a constitution. Not “AI improves itself.” Proof-gated evolution: Aim → Act → Prove → Evolve. No proof, no evolution.
No eval, no propagation.
No rollback, no release. AEP-001: GoalOS https://
github.com/MontrealAI/pro
of-gradient/blob/main/docs/standards/AEP-001/GoalOS_Proof-of-Evolution-Constitution_AEP001_v12.1_Institutional_Final.pdf
… #GoalAI #MontrealAI #QuebecAI
MACHINE LEARNING
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CEO Billionaire Proposes Proof-Gated Evolution Constitution for AI: GoalOS
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RSI missing constitution; MontrealAI unveils proof-gated evolution GoalOS
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RSI was missing a constitution. Not “AI improves itself.” Proof-gated evolution: Aim → Act → Prove → Evolve. No proof, no evolution.
No eval, no propagation.
No rollback, no release. AEP-001: GoalOS https://
github.com/MontrealAI/pro
of-gradient/blob/main/docs/standards/AEP-001/GoalOS_Proof-of-Evolution-Constitution_AEP001_v12.1_Institutional_Final.pdf
… #GoalOS #MontrealAI -
AI Perception Framework for Articulated Objects: Introducing CAPER++
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Can AI really grasp how articulated objects like robot arms or tools move and change shape? Enter CAPER++: a unified framework for category-level articulated object pose perception. It models objects as root and connected parts linked by joints, uses a clever math trick (SE(3)
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GoalOS: AI Improvement, Governance, and Usability for Institutions via Proof-Gradient
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GoalOS makes AI work improvable, governable, provable, and institutionally usable. https://
github.com/MontrealAI/pro
of-gradient
… #GoalOS #MontrealAI -
Anthropic’s Claude Mythos preview outperforms humans in research direction 64% of the time
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The most interesting result in Anthropic's latest paper isn't the 8x increase in code output.
It's this:
Claude Mythos Preview suggested a better research direction than humans 64% of the time.
We're moving beyond AI that writes code.
We're approaching AI that helps decide -
Gemini Pro models lag behind Claude and GPT in iteration speed
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The Gemini Pro models do not seem to be iterating anywhere near as quickly as Claude or GPT (last release was 3.1 Pro in February). Its causing a growing performance gap between Google and the other two labs, and the Gemini 3.5 Flash model, good as it is, doesn't close it much.
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Confused AI rollout hurts firms and baffles staff
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How 'confused' #AI rollout hurts firms and baffles staff
by Joe Fay @bbcnews Learn more: https://
bit.ly/3Sincx9 #ArtificialIntelligence #MachineLearning #ML #FutureOfWork -
Irene Perrin recreates her voice with ElevenLabs, now welcomes at Windsor Castle
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At the ElevenLabs Summit in Warsaw, Irene Perrin shared her story recreating her voice with ElevenLabs after losing it to Motor Neuron Disease. Now her voice is back, and welcoming visitors to Windsor Castle. pic.twitter.com/BT9179DH39
— ElevenLabs (@ElevenLabs) 6 juin 2026At the ElevenLabs Summit in Warsaw, Irene Perrin shared her story recreating her voice with ElevenLabs after losing it to Motor Neuron Disease. Now her voice is back, and welcoming visitors to Windsor Castle.
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Lack of useful tasks for 330,000 H100s questions scaling hypothesis
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fair point that the contracts aren’t long term, but it still doesn’t speak well for their confidence in their original scaling hypothesis if they can’t find something useful to do with 330,000 H100s.
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Claude 5 Mythos release contingent on GPT-5.6, next week expected
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Under no circumstances will Claude 5 Mythos be released without GPT-5.6 being released in the same week. I am now firmly convinced that next week will be release week.