This is a solution for how world models should be trained so they become proper causal agents. This solution was developed by @AdaptiveAgents and myself over the years. We are familiar with the literature. Thanks for the link.
SYSTEMS
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AI scaffolding layer collapsing, LlamaIndex CEO explains what survives
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The #AI scaffolding layer is collapsing. LlamaIndex's CEO explains what survives.
by Taryn Plumb @VentureBeat Learn more: https://
bit.ly/3QPOpa1 #ArtificialIntelligence #MachineLearning #ML #MI -
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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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 -
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 -
Codex usage explosion causes app scaling issues, patience appreciated
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Ok so this blew up and Codex usage is absolutely through the roof.
— Pietro Schirano (@skirano) 6 juin 2026
We clearly underestimated the amount of traffic this would drive.
Some things in the app may feel a little bumpy right now while we scale things up and get everything back on track.
Appreciate the patience ❤️ https://t.co/pfGGMdT2wkOk so this blew up and Codex usage is absolutely through the roof. We clearly underestimated the amount of traffic this would drive. Some things in the app may feel a little bumpy right now while we scale things up and get everything back on track. Appreciate the patience
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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