Elon Musk and the First Trillionaire: What Rockefeller's Fortune Shows
As Elon Musk nears $1 trillion, the story of John D. Rockefeller shows how fortunes of that scale reshape markets, politics and public opinion.
Scalable Chain of Thoughts via Elastic Reasoning
Salesforce AI Research developed 'Elastic Reasoning,' a framework that enables Large Reasoning Models (LRMs) to operate effectively under strict output length constraints.
L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning
Researchers at Carnegie Mellon University introduced Length Controlled Policy Optimization (LCPO), an RL-based method that trains large language models to precisely control the length of their reasoning steps.
s1: Simple test-time scaling
Researchers at Stanford, UW, and AI2 developed `s1-32B`, an open-source model that achieves state-of-the-art reasoning performance and clear test-time scaling on challenging benchmarks
2025 Market Review: Money, Gold, and Cycles
基于达利欧式宏观逻辑的2025年全球市场深度复盘，分析货币价值、财富转移与大周期的关系
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
DeepSeek-AI developed DeepSeek-R1, an LLM demonstrating that sophisticated reasoning capabilities can emerge through pure outcome-based reinforcement learning without reliance on human-annotated reasoning trajectories.
Using MDX
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