what are some explanations for constant codeswitching? 1. OpenAI has figured out RL. the models no longer speak english
2. data corruption issues via OCR or synthetic training
3. somehow i forced the model to output too many tokens and they gradually shift out of distribution
MACHINE LEARNING
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Understanding Constant Codeswitching in Language Models
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Embedded Generations: AI Model Capabilities in Math and Code
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here's a map of the embedded generations the model loves math and code. i prompt with nothing and yet it always reasons. it just talks about math and code, and mostly in English math – probability, ML, PDEs, topology, diffeq
code – agentic software, competitive programming, -
NVIDIA NIM and NeMo Retriever Boost Real-Time Performance
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NVIDIA NIM’s real-time insights slashed indexing delays and empowered teams to quickly respond to performance issues. NVIDIA NeMo Retriever made search sharper and user experiences better.
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Kaggle Game Platform and Genie 3 World Model Launched
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It's been an exciting week! Here is everything we launched — The @Kaggle Game area is a new benchmarking platform for AI models and agents to go head-to-head in strategic games.
— We announced Genie 3, a new world model from @GoogleDeepMind that creates interactive, -
Genie Envisioner: Unified Platform for Robotic Manipulation
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Genie Envisioner
— AK (@_akhaliq) 8 août 2025
A Unified World Foundation Platform for Robotic Manipulation pic.twitter.com/sOP2lo62hfGenie Envisioner A Unified World Foundation Platform for Robotic Manipulation
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CoAct-1: Computer-Using Agents with Coding Actions
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CoAct-1 Computer-using Agents with Coding as Actions
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DeepPHY: Benchmarking Agentic VLMs on Physical Reasoning
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DeepPHY Benchmarking Agentic VLMs on Physical Reasoning
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R-Zero: Self-Evolving Reasoning LLM Without Initial Data
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R-Zero Self-Evolving Reasoning LLM from Zero Data
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Generalization of SFT: Reinforcement Learning with Reward Rectification
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On the Generalization of SFT A Reinforcement Learning Perspective with Reward Rectification
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GPT-5 Launch, TRISO Fuel, and DeepMind Genie 3 Highlight Week
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DOE taps Standard Nuclear for TRISO.
General Matter opens KY uranium enrichment facility.
GPT-5 is here & humans are still useful.
Google DeepMind stuns with Genie 3.
Eleven Labs drops ElevenMusic.
Lithium shows promise in Alzheimer's prevention. What a week for the optimists.