hope we aren’t far from codex desktop controlling other desktop instances
COMPUTING
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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 -
CEO Billionaire Proposes Proof-Gated Evolution Constitution for AI: 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
… #GoalAI #MontrealAI #QuebecAI -
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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New Claude Mythos 5 Model Slug Spotted; New Model Class Coming?
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BREAKING : A new Claude Mythos 5 model slug has been spotted via Dev Mode. Claude Mythos is planned to be released as its own model class, besides Haiku, Sonnet and Opus model families. Soon?
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New AI Engineering Philosophy Transforms Codebase Development, Fights System Decay
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A new AI engineering philosophy flips how every codebase gets built. Most codebases get harder to work with every year. Each new feature is a negotiation with the old ones. Teams end up fighting their system instead of building on it. Every just open-sourced a plugin that
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Spatial-Agent: AI grounded in spatial science for geospatial tasks
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Why do AI agents still struggle with real geospatial tasks like urban planning or disaster response? Researchers from Emory, Rutgers, and UT Austin introduce Spatial-Agent—a new AI that grounds reasoning in spatial science theory instead of web search or pattern matching. It
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xAI/SpaceX becomes neo-hyperscaler for frontier AI compute
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xAI/SpaceX is increasingly becoming an AI infrastructure player, potentially one of the most important „neo-hyperscalers” for frontier AI compute. Grok is good, but its user base remains comparatively small. In that sense, repurposing Colossus to rent out compute capacity is a
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Embodied AI: The Crucial Test for Contextual Intelligence and Real-World Benchmarks
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The more I study AGI, the more I see Embodied AI as a necessary test of intelligence in context. Robots force AI to face physics, uncertainty, timing, and action.
— Antonio Grasso (@antgrasso) 6 juin 2026
That is why real-world benchmarks matter so much. https://t.co/lGqcmo8EBZThe more I study AGI, the more I see Embodied AI as a necessary test of intelligence in context. Robots force AI to face physics, uncertainty, timing, and action. That is why real-world benchmarks matter so much.
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Elon Musk, deemed crazy, sees Google rent Colossus for $1B monthly
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Incredible! Elon Musk, considered "crazy" by industry "experts," takes it all. Again. GOOGLE signs and asks ELON MUSK to use Colossus to run their AI for $1 billion per month. This announcement follows Anthropic, creator of the AI