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AI Reasoning Needs Multiple Viewpoints

Intelligence as Collaboration

Stabilize and Unstabilize A Framework for Real World AI

AI Is Unsafe Until It Learns to Stabilize

Structured Reasoning as Equilibrium

The End of Algorithmic Obedience and the Birth of Stability Intelligence
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Microsoft AI chief claims in-house model outperforms OpenAI’s while using just 25% of the compute

Meta unveils Muse Spark Open, an open‑weight AI built for coding and advanced reasoning

AI-fueled debt jitters send tech shares sliding, dragging Wall Street lower

Eight states file lawsuits against OpenAI, citing ChatGPT’s alleged risks to users

AI cracks the code of cellular communication

Apple and Meta partner to run the Muse Spark Open AI model locally on high‑end Macs
Startups & Investments

AI-fueled debt jitters send tech shares sliding, dragging Wall Street lower

MIT professor warns excessive reliance on AI is eroding human thinking and memory

Wall Street’s rally wavers as skepticism about AI-driven spending grows

Anthropic’s revenue jumps as it preps for a stock-market debut

Palantir’s CTO says some AI researchers are taking up smoking to signal faith that AI will cure cancer

AI Personal Assistants Threaten Businesses That Profit From Customer Inaction
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Why Autoregressive Language Models Cannot Lead to Human-Level Intelligence

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Intelligence as Collaboration

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Intelligence as Collaboration

December 30, 2025

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