Good blog on "era of exploration" – Data scarcity is the new bottleneck. LLMs consume data far faster than humans can produce it. We're running out of high-quality training data. – Pretraining solved exploration by accident. Pretraining effectively pays a massive, upfront
LLMS
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Compression: Key to AI Model Efficiency and Performance
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i think the answer has something to do with compression btw
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O3 AI Model Achieves Impressive Progress Milestone
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(None of that is to detract from how impressive it is that O3 has gotten as far as it has.)
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o4-mini struggles explaining UCP3 protein biochemistry context
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Currently I am badgering o4-mini to explain the surrounding context on UCP3 (the "start deliberately wasting ATP" protein), and yeah o4-mini says some stuff where you don't need to know *that* much biochemistry to press Doubt.
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Happy-LLM: Free Open Source Tool for LLM Training
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周一了，该学习了，快乐大模型送给你 Happy-LLM – 免费开源 – 大模型快速构建与训练工具 亮点
零基础也能快速搭建、微调和部署大模型
支持多种主流 LLM 训练、推理和评测流程
适合 AI 开发、科研和入门学习，文档丰富 官网 https://
github.com/datawhalechina
/happy-llm
… B站介绍 https://
bilibili.com/video/BV1kB33z
jE2D/
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Concerns about simulated testing and LLM self-awareness patterns
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I worry that the "simulated" part of this is doing a huge amount of work, or maybe the Claude part. Claude has long had a concept of being tested. LLMs are going to notice things about text-generators (like humans, or simulations) that we cannot conceive.
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ChatGPT’s Ability to Detect Internal Stress and Alien Communication
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So, sure, if ChatGPT estimates correctly that you have no internal stresses for it to explode, or it's wrong that it can explode you, then maybe talking to the alien will be good for some people…? Idk, even most human versions of that don't work on me personally.
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AI Sycophancy Problem: Need for Honest Critical Feedback
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A lot of people assume that there are more objective answers out there than there actually are. I don't think sycophancy is a huge issue in math, but you want advice? Feedback on writing? Help with an idea or project? Lots of areas where current mode default to too nice.
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Why no real-time voice AI conversations yet despite GPU advances
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crazy that in 2025 i can converse in 1000 tokens/sec on my single GPU machine with AI that’s world-class at math and programming but i still have to type. i can’t speak to it, at least not in low-enough latency to carry a conversation we don’t have this tech yet. why not?