Whenever I don’t use codex for a task, I ask myself why and usually realize that there’s some missing context, I needed to write a skill, or I just didn’t think to use it. Rarely is it because the task is outside of the capabilities of the model. Overhang right now feels large.
SOFTWARE
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Apple will unveil deep integration of Gemini 1.2t into its OS
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Apple's WWDC starts on Monday. This year it promises to be particularly interesting. The secret will be revealed of how Apple has finally integrated a proper AI model deep into its operating system. As is known, it's a Gemini version, developed specifically for Apple, with 1.2t
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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 writing quality issues in software menus
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One reason you want AIs to be better writers is that there is a lot of writing even in software, and it is incredibly painful to hit a menu which is filled with Claudisms or ChatGPTish phrases. A report is not "what leaves the room" & analyses are not "every number makes a mark"
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Proactive-Soul: New OpenClaw Skill for Agent Inner Life
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Just published proactive-soul to ClawHub. This is an @openclaw skill that gives your agent an inner life. Improves the digital mind of your agents in ways that will amaze and make your entire setup more productive for you. Makes dialog with agents more intelligent, but also
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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 -
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 -
AI will augment coders, not replace them
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The more I analyze the relationship between humans and AI in coding and code generation, the more I wonder. You know what I think? I feel that AI is not going to replace coders, it's going to augment them. Bad coders will become better, and the…