Software 1.0 是手写代码;Software 2.0 是神经网络的权重;Software 3.0 是 prompt。
Software 3.0, May 2026
我的看法这个分类很顺,但它低估了转换成本。把 SOP 翻译成 prompt 比把伪代码翻译成代码难得多——它要捕捉的是隐性知识,不是显性逻辑。
§ 01
News
AI 圈每天发生了什么2026.07.21Hugging Face
The State of Simulation for Physical AI: An Overview
↗2026.07.21Hacker News (AI)AI makes programming differently difficult
↗2026.07.21Hacker News (AI)Jack Dorsey launches Buzz to combine team chat, AI agents and Git hosting
↗2026.07.21OpenAIIntroducing the ChatGPT for small business programOpenAI launches the ChatGPT for Small Businesses program, helping entrepreneurs build AI skills, automate work, and grow with ChatGPT Work.
↗2026.07.21Google DeepMindIntroducing Gemini 3.6 Flash, 3.5 Flash-Lite, and 3.5 Flash CyberWe’re introducing new Gemini models, including Gemini 3.6 Flash, 3.5 Flash-Lite and 3.5 Flash Cyber.
↗2026.07.21Hacker News (AI)Claude Is Not a Compiler
↗2026.07.21OpenAIOpenAI and Hugging Face partner to address security incident during model evaluationOpenAI and Hugging Face share early findings from a security incident during AI model evaluation, highlighting advanced cyber capabilities and lessons for defenders.
↗2026.07.21arXiv cs.AIRater State Bias in RLHF Preference Data: An Audit FrameworkWe identify a structured confound in Reinforcement Learning from Human Feedback (RLHF). Pairwise preference labels are intended to reflect the compared outputs, but they may also reflect the rater's state during annotation. Under sustained stressful or distressing conditions, raters' preferences may shift over time. A…
↗2026.07.21arXiv cs.AIDesign and Validation of a Lightweight 1D CNN for Affective Touch Classification in Soft Plush CompanionsSoft, sensorized companions offer a physically safe and emotionally intuitive interface for socially assistive technologies, yet their deformability and multichannel tactile sensing complicate the robust interpretation of human affect. This study presents a complete open-source MATLAB-based framework for the developme…
↗2026.07.21arXiv cs.AISome Large Language Models Exhibit Consistent Risk AttitudesAs artificial intelligence systems are deployed in open-ended, high-stakes settings, a critical dimension remains unmeasured: how perceived risk is translated into action. We test whether large language models (LLMs) exhibit systematic and consistent risk attitudes under uncertainty. We introduce a cross-domain framew…
↗§ 03
Perspectives
他者之声这个时代最持久的能力,是学习任何你想学的东西。
Almanack, 2020
我的看法十年前对,今天更对。当工具的 half-life 缩短到 18 个月,可迁移的"元能力"才是真正的复利。
§ 04
Plans
正在进行Carol's Website
用 Claude Code 把这个站做出来,两天 MVP。一次从 idea 到 product 的完整练习,你正在看的就是它。
Shipped · 2026
The Big Inventory of AI Products
2025 年底做的一份 AI 产品分类图谱,被几个朋友长期收藏。
Shipped · 2025
AI 产品周记
每周一份精选短评,记录我在 AI 产品圈看到的、想到的、被反复触发的判断。
In Progress
数字分身 Agent v2
从全文 prompt 升级到 RAG,加上对话历史。让分身真的能"代我回答"。
Exploring
§ 05
About
关于这份日报清华本科 · 大厂 AI PM · 亿级用户产品增长 · AI Pilled
我是 Carol,白天做 AI 产品,晚上把看见的、想到的、喜欢的人和观点写下来。这个站不是博客,更像一份给自己也开放给别人的 AI-Pilled 日报。
AI 让信息变多、让判断变少。所以这份日报每天替你过一遍,然后把我看完之后真正想说的那部分留下来。每一篇都希望值得被读两遍.
如果你也在思考 AI 与产品、与表达、与生活方式的关系,欢迎留个联系方式,或者直接去跟我的数字分身聊聊。