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Three Competing AI World Model Architectures — And How They Aim to Master Physical Reality

As enterprises push AI out of web browsers and into robots, vehicles, factories and hospitals, the limits of today’s large language models (LLMs) are becoming clearer. LLMs are powerful at pattern-matching text, but they lack grounded understanding of physics and… Read More »Three Competing AI World Model Architectures — And How They Aim to Master Physical Reality

MiniMax M2.7: A Self‑Evolving Chinese LLM Aiming to Automate Reinforcement Learning Research

MiniMax’s new M2.7 large language model is not just another entrant in the crowded frontier-model race. The Shanghai-based startup is using M2.7 and its predecessors as active participants in their own training loop, automating 30–50% of the reinforcement learning (RL)… Read More »MiniMax M2.7: A Self‑Evolving Chinese LLM Aiming to Automate Reinforcement Learning Research

Inside Xiaomi’s MiMo‑V2‑Pro: A 1T‑Parameter Agentic LLM Challenging GPT‑5.2 on Cost and Capability

Xiaomi has moved from being a hardware-first player in smartphones and electric vehicles into the center of the frontier AI race. With MiMo‑V2‑Pro, a 1‑trillion parameter foundation model designed explicitly for autonomous agents, the company is now competing with OpenAI… Read More »Inside Xiaomi’s MiMo‑V2‑Pro: A 1T‑Parameter Agentic LLM Challenging GPT‑5.2 on Cost and Capability

Mamba‑3: Open Source State Space Models Challenge Transformers on Speed, Cost and Reasoning

Since Google’s 2017 “Attention Is All You Need” paper, the Transformer architecture has been the default foundation for large language models (LLMs). It powers systems like ChatGPT and Gemini, but its quadratic compute and heavy memory footprint make large-scale inference… Read More »Mamba‑3: Open Source State Space Models Challenge Transformers on Speed, Cost and Reasoning

Inside Nvidia’s Nemotron 3 Super: A 120B-Parameter Hybrid Model Built for Multi‑Agent Workloads

Multi-agent AI systems are moving from research demos into production software engineering, cybersecurity, and operations workflows. But they come with a hard economic constraint: they can generate up to 15x the token volume of standard chat use cases, putting serious… Read More »Inside Nvidia’s Nemotron 3 Super: A 120B-Parameter Hybrid Model Built for Multi‑Agent Workloads

Andrej Karpathy’s ‘autoresearch’ Turns AI Into an Autonomous Scientist — And Everyone Is Watching

Andrej Karpathy’s latest project is not a new model, a benchmark-smashing paper, or a corporate platform. It’s a 630-line open source script called autoresearch, released under the MIT License on GitHub — and it is sparking serious conversation about what… Read More »Andrej Karpathy’s ‘autoresearch’ Turns AI Into an Autonomous Scientist — And Everyone Is Watching