Society's Backend 2024年12月13日
AI and Software Reading List 4: State of the Job Market, Apple's Private Cloud Compute Released for Auditing, AI Generated Video Games, and More
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本周AI领域精彩纷呈,涵盖了AI应用、技术研究及行业动态。文章总结了AI Agent、谷歌搜索、NotebookLM、无限角色扮演游戏等多个方面的内容。研究人员探索了AI模型中的社会偏见缓解方法,并分享了谷歌如何使用AI改进搜索体验。此外,还介绍了苹果公司的隐私云计算技术、AI生成内容的水印工具、AI音乐创作工具以及软件工程就业市场的最新趋势。这些文章不仅展示了AI技术的进步,也反映了AI在现实生活中的广泛应用和影响。

🤖AI Agents:文章介绍了AI Agents的最新应用和发展,揭示了AI在自动化任务处理方面的潜力。

🔍谷歌搜索:深入探讨了谷歌搜索质量的问题,强调了机器学习系统在提升用户体验和减少SEO操控方面的重要性。同时也指出,合理的广告投放也能提升搜索体验。

🎶AI音乐:介绍了Jacob Collier与谷歌合作开发的MusicFX DJ,展示了如何利用AI进行音乐创作和混音,让音乐创作变得更加普及。

🔒隐私计算:讨论了苹果的私有云计算(PCC),强调其在保护AI处理隐私和安全方面的重要性,并鼓励独立研究人员参与安全漏洞的发现。

🎨AI内容水印:详细介绍了谷歌DeepMind开发的SynthID工具,该工具通过嵌入不可见的水印,帮助识别AI生成的内容,提高信息的可信度。

I apologize for this being a day late. I’ve overhauled a bit to make it more easily readable. Enjoy! ?

Here's a comprehensive AI reading list from this past week. Thanks to all the incredible authors for creating these helpful articles and learning resources.

I put one of these together each week. If reading about AI updates and topics is something you enjoy, make sure to subscribe.

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What Happened Last Week

Here are some excellent overviews of what happened in AI this past week:

Papers Podcast

ML papers are difficult to keep up with. Here’s this week’s NotebookLM-generated podcast going over important papers you should know:

Last Week's Reading List

Reading List

Evaluating feature steering: A case study in mitigating social biases

The study explores feature steering as a method to reduce social biases in AI models while examining its impact on overall model performance. Researchers found a "sweet spot" for steering that can decrease biases without significantly harming capabilities, but also noted unpredictable effects in model outputs. Further research is needed to understand the effectiveness and limitations of feature steering across various contexts.

Source

A Technical Perspective: Has Google Search Gotten Worse?

The article discusses complaints about the quality of Google Search and Search Ads, emphasizing the sophisticated machine learning systems behind them. It explains that while many users feel search results have declined, Google constantly adjusts its algorithms to improve user experience and reduce SEO manipulation. The author believes that when done correctly, Search Ads can provide a beneficial second search feed without degrading user experience.

Source

How NotebookLM Was Made

By

Raiza discusses the development of NotebookLM, highlighting the unexpected enjoyment from user audio overviews. They mention the need to simplify features that weren't widely used and the importance of creating engaging content. The team is still experimenting and learning how users interact with the tool, focusing on continuous improvement.

Source

Unbounded: A Generative Infinite Game of Character Life Simulation

"Unbounded" is a generative infinite game where players create and interact with a custom wizard character named Archibus. The game adapts in real-time, allowing for spontaneous storytelling and a variety of actions in different environments. It uses advanced AI models to enhance character consistency and narrative coherence, offering a unique life simulation experience.

Source

Why everyone should learn to code

By

Learning to code is a valuable skill that can greatly enhance problem-solving abilities and lead to high-paying job opportunities. It teaches you to think abstractly, breaking down complex issues into manageable parts. However, mastering coding requires practice and a shift in thinking, as many resources focus only on writing code rather than understanding the underlying concepts.

Source

Security research on Private Cloud Compute

Apple's Private Cloud Compute (PCC) enhances privacy and security for AI processing by allowing researchers to verify its claims. They have made tools and source code available for independent analysis and expanded their security bounty program to reward findings related to PCC vulnerabilities. This initiative aims to build trust and improve PCC's security and privacy features with community involvement.

Source

SynthID

SynthID is a tool developed by Google DeepMind that embeds invisible digital watermarks in AI-generated content like images, audio, text, and video. This technology helps users identify AI-generated material, promoting trust and safety in information. Currently in beta, SynthID is being integrated into various products to enhance responsible use of AI.

Source

How Jacob Collier helped shape the new MusicFX DJ

Jacob Collier collaborated with Google to create MusicFX DJ, a tool that helps anyone make music using AI. This tool allows users to mix different instruments, genres, and emotions to create a continuous flow of music. Users can also share their music sessions with others, encouraging collaboration and creativity.

Source

State of the software engineering job market in 2024

By

The software engineering job market in 2024 shows signs of growth after a decline in 2023, with many companies actively hiring. Amazon, Oracle, and TikTok are among the top recruiters, while other big tech firms like Meta and Google have reduced their workforce. New trends indicate a shift in hiring sources, with companies like OpenAI and Anthropic looking to attract talent from major tech giants.

Source

Unbounded: A Generative Infinite Game of Character Life Simulation

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AI 机器学习 深度学习 隐私计算 AI工具
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