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Tag: reinforcement

  • Hacker News: Tao: Using test-time compute to train efficient LLMs without labeled data

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    Kurt Seifried
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    Source URL: https://www.databricks.com/blog/tao-using-test-time-compute-train-efficient-llms-without-labeled-data Source: Hacker News Title: Tao: Using test-time compute to train efficient LLMs without labeled data Feedly Summary: Comments AI Summary and Description: Yes Summary: The text introduces a new model tuning method for large language models (LLMs) called Test-time Adaptive Optimization (TAO) that enhances model quality without requiring large amounts of labeled…

  • Hacker News: A (Long) Peek into Reinforcement Learning

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    Kurt Seifried
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    Source URL: https://lilianweng.github.io/posts/2018-02-19-rl-overview/ Source: Hacker News Title: A (Long) Peek into Reinforcement Learning Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The provided text offers an in-depth exploration of Reinforcement Learning (RL), covering foundational concepts, major algorithms, and their implications in AI, particularly highlighting methods such as Q-learning, SARSA, and policy gradients. It emphasizes…

  • Slashdot: Google Unveils Gemini 2.5 Pro, Its Latest AI Reasoning Model With Significant Benchmark Gains

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    Kurt Seifried
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    Source URL: https://tech.slashdot.org/story/25/03/25/195227/google-unveils-gemini-25-pro-its-latest-ai-reasoning-model-with-significant-benchmark-gains?utm_source=rss1.0mainlinkanon&utm_medium=feed Source: Slashdot Title: Google Unveils Gemini 2.5 Pro, Its Latest AI Reasoning Model With Significant Benchmark Gains Feedly Summary: AI Summary and Description: Yes Summary: Google DeepMind has launched Gemini 2.5, an advanced AI model notable for its improved reasoning capabilities and coding abilities. This model’s performance exceeds many competitors, highlighting its…

  • Hacker News: Bitter Lesson is about AI agents

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    Kurt Seifried
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    Source URL: https://ankitmaloo.com/bitter-lesson/ Source: Hacker News Title: Bitter Lesson is about AI agents Feedly Summary: Comments AI Summary and Description: Yes Summary: The text presents a compelling exploration of the evolving landscape of AI development, emphasizing the importance of computational power over intricate rule-based systems. It highlights the transition from traditional decision trees to more…

  • Hacker News: Understanding R1-Zero-Like Training: A Critical Perspective

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    Kurt Seifried
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    Source URL: https://github.com/sail-sg/understand-r1-zero Source: Hacker News Title: Understanding R1-Zero-Like Training: A Critical Perspective Feedly Summary: Comments AI Summary and Description: Yes Summary: The text presents a novel approach to LLM training called R1-Zero-like training, emphasizing a new reinforcement learning method termed Dr. GRPO that enhances reasoning capabilities. It highlights significant improvements in model performance through…

  • Hacker News: Hunyuan T1 Mamba Reasoning model beats R1 on speed and metrics

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    Kurt Seifried
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    Source URL: https://tencent.github.io/llm.hunyuan.T1/README_EN.html Source: Hacker News Title: Hunyuan T1 Mamba Reasoning model beats R1 on speed and metrics Feedly Summary: Comments AI Summary and Description: Yes Summary: The text describes Tencent’s innovative Hunyuan-T1 reasoning model, a significant advancement in large language models that utilizes reinforcement learning and a novel architecture to improve reasoning capabilities and…

  • Hacker News: Why Tool AIs Want to Be Agent AIs (2016)

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    Kurt Seifried
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    Source URL: https://gwern.net/tool-ai Source: Hacker News Title: Why Tool AIs Want to Be Agent AIs (2016) Feedly Summary: Comments AI Summary and Description: Yes Summary: The text presents a deep examination of the differing paradigms of autonomous AI systems, namely Agent AIs and Tool AIs, discussing their functionalities, risks, and economic implications. It highlights the…

  • Hacker News: The Model Is the Product

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    Kurt Seifried
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    Source URL: https://vintagedata.org/blog/posts/model-is-the-product Source: Hacker News Title: The Model Is the Product Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses the evolution of AI models, particularly emphasizing the shift towards viewing the model itself as the product rather than merely an application. This perspective is vital for AI professionals, as it…

  • The Register: DeepSeek-R1-beating perf in a 32B package? El Reg digs its claws into Alibaba’s QwQ

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    Kurt Seifried
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    Source URL: https://www.theregister.com/2025/03/16/qwq_hands_on_review/ Source: The Register Title: DeepSeek-R1-beating perf in a 32B package? El Reg digs its claws into Alibaba’s QwQ Feedly Summary: How to tame its hypersensitive hyperparameters and get it running on your PC Hands on How much can reinforcement learning – and a bit of extra verification – improve large language models,…