Society's Backend 02月14日
Are LLMs the Future?, OpenAI's Model Spec, How AI Will Impact Law Firms, and More
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本文涵盖AI领域的多种内容,包括活动、资源及相关观点。如YCombinator的AI Startup School,巴黎AI峰会等活动,以及各类AI学习资源等。

🎯YCombinator举办AI Startup School,聚集顶尖学生,费用全包

🌍巴黎AI峰会探讨AI挑战与机遇,美英未签署相关声明

💡Yann LeCun称LLMs非未来,需新突破克服Transformer架构局限

📚多种AI学习资源,涵盖agents、模型规范等多个方面

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Events you should know about

What you missed last week

Resources you should read

Agents Simplified: What we mean in the context of AI

AI agents are semi- or fully-autonomous systems that use large language models (LLMs) for decision-making and problem-solving. They can access various tools and have memory capabilities, allowing them to interact with the real world and execute tasks independently. Building AI agents involves integrating multiple components, including prompts, tools, and reasoning processes.

Source

The Shape of AI to Come! Yann LeCun at AI Action Summit 2025

Yann LeCun discusses the future of artificial intelligence at the AI Action Summit 2025. He highlights the advancements in AI technologies and their potential impact on society. LeCun emphasizes the importance of ethical considerations as AI continues to evolve.

Source

Sharing the latest Model Spec | OpenAI

OpenAI has updated its Model Spec to enhance AI behavior, focusing on customizability, transparency, and user safety. The new version is now in the public domain, allowing developers and researchers to freely use and adapt it. OpenAI aims to continuously improve AI alignment and invites community feedback to guide future updates.

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Jeff Dean & Noam Shazeer – 25 years at Google: from PageRank to AGI

By

Jeff Dean and Noam Shazeer discuss the rapid advancements in AI and its potential to transform productivity, especially in coding and problem-solving. They emphasize the importance of innovative hardware and continual learning in making AI systems more efficient and accessible. The conversation highlights the exciting future of AI, predicting significant improvements in capabilities and development processes.

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Deep Research, information vs. insight, and the nature of science

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OpenAI’s Deep Research is revolutionizing scientific progress by enhancing knowledge workers' ability to access and summarize existing information. While AI tools can accelerate research, they may not lead to novel discoveries, prompting a reevaluation of how science operates. The integration of AI into scientific practices could change the dynamics of knowledge creation and challenge traditional paradigms in the scientific community.

Source

Foundations of Large Language Models

The book "Foundations of Large Language Models" focuses on essential concepts rather than advanced technologies. It covers four key areas: pre-training, generative models, prompting techniques, and alignment methods. Aimed at students and professionals in natural language processing, it serves as a valuable reference for understanding large language models.

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How to Learn about AI for Non Technical Users

By

Non-technical users can learn about AI without needing to build systems from scratch, which is often unnecessary and time-consuming. The article offers a more efficient learning guide that focuses on practical insights rather than deep technical knowledge. It aims to help users interface better with industry trends and developers while avoiding the pitfalls of AI hype.

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The Most Beautiful Algorithms Ever Designed

By

Some algorithms in computer science are considered beautiful due to their elegance, cleverness, and broad impact. The author highlights a few examples, including Binary Search and QuickSort, which showcase innovative problem-solving techniques. Future posts will delve deeper into these algorithms, exploring their unique insights and significance.

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How Will AI Impact Law Firms?

By

AI is transforming law firms by improving efficiency and productivity, allowing lawyers to handle more cases with higher quality work. Many lawyers do not fear job loss due to AI, seeing it as a tool to enhance their capabilities rather than replace them. However, concerns exist about over-reliance on AI, where individuals might substitute their critical thinking with automated solutions.

Source

LLM Visualization

The walkthrough explains how the nano-gpt model sorts a sequence of letters, specifically "C B A B B C" into "ABBBCC". Each letter is treated as a token, assigned an index, and converted into a vector before being processed through transformer layers. The model predicts the next token based on probabilities, allowing for continuous feedback and improvement.

Source

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