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为独立创始人和 AI 构建者精选的视频、课程、播客、文章和论文。

视频 (6) 课程 (5) 播客 (6) 文章 (7) 论文 (8)

精选视频

6
Pieter Levels: Programming, Viral AI Startups, and Digital Nomad Life

Pieter Levels: Programming, Viral AI Startups, and Digital Nomad Life

Lex Fridman Podcast #440

Pieter Levels 讨论独自构建 40+ 创业项目、作为一人公司达到月收 $200K+、以及不融资的独立黑客哲学。

The One-Person Business Model (How To Productize Yourself)

The One-Person Business Model (How To Productize Yourself)

Dan Koe

Dan Koe 拆解一人公司的四大支柱：目标、问题、内容和产品。独立创业的基础框架。

The Best One-Person Business For Smart People (2025 & Beyond)

The Best One-Person Business For Smart People (2025 & Beyond)

Dan Koe

Dan Koe 对创作者经济的最新看法，以及为什么一人公司是聪明人的最佳选择。

9 Passive Income Ideas - How I Make $27k per Week

9 Passive Income Ideas - How I Make $27k per Week

Ali Abdaal

Ali Abdaal 分享 9 种被动收入策略——数字产品、YouTube、在线课程。1300 万+ 观看。

7 $1M+ AI Startup Ideas You Can Launch Tomorrow With $0

7 $1M+ AI Startup Ideas You Can Launch Tomorrow With $0

Greg Isenberg

Greg Isenberg 拆解 7 个可以零成本启动的百万美元级 AI 创业点子。实用、可执行、有真实市场需求。

6 Million Dollar Business Ideas (My First Million)

6 Million Dollar Business Ideas (My First Million)

My First Million (Greg Isenberg, Shaan Puri, Sam Parr)

Shaan Puri、Sam Parr 和 Greg Isenberg 现场头脑风暴百万美元级一人公司创业点子。

课程

5

完整的视频课程系列，左右滑动浏览所有课时。

Y Combinator Startup School

Y Combinator

全球顶级加速器免费提供的产品构建、用户获取和增长课程。

Startup FundamentalsFree8 节课
How to Get and Evaluate Startup Ideas
1/8

How to Get and Evaluate Startup Ideas

How to Get Your First Customers
2/8

How to Get Your First Customers

How to Build an MVP
3/8

How to Build an MVP

How to Talk to Users
4/8

How to Talk to Users

How to Pitch Your Startup
5/8

How to Pitch Your Startup

How to Plan an MVP
6/8

How to Plan an MVP

How to Get Meetings with Investors
7/8

How to Get Meetings with Investors

How to Split Equity Among Co-Founders
8/8

How to Split Equity Among Co-Founders

How to Start a Startup (Stanford CS183B)

Sam Altman & Y Combinator at Stanford

Sam Altman 在斯坦福的传奇创业课程，20 节课，嘉宾包括 Peter Thiel、Paul Graham、Marc Andreessen、Reid Hoffman 等。

StanfordYCClassic20 节课
Lecture 1 — How to Start a Startup (Sam Altman, Dustin Moskovitz)
1/20

Lecture 1 — How to Start a Startup (Sam Altman, Dustin Moskovitz)

Lecture 2 — Team and Execution (Sam Altman)
2/20

Lecture 2 — Team and Execution (Sam Altman)

Lecture 3 — Before the Startup (Paul Graham)
3/20

Lecture 3 — Before the Startup (Paul Graham)

Lecture 4 — Building Product, Talking to Users (Adora Cheung)
4/20

Lecture 4 — Building Product, Talking to Users (Adora Cheung)

Lecture 5 — Competition is for Losers (Peter Thiel)
5/20

Lecture 5 — Competition is for Losers (Peter Thiel)

Lecture 6 — Growth (Alex Schultz)
6/20

Lecture 6 — Growth (Alex Schultz)

Lecture 7 — How to Build Products Users Love (Kevin Hale)
7/20

Lecture 7 — How to Build Products Users Love (Kevin Hale)

Lecture 8 — How to Get Started (Stanley Tang, Walker Williams)
8/20

Lecture 8 — How to Get Started (Stanley Tang, Walker Williams)

Lecture 9 — How to Raise Money (Marc Andreessen, Ron Conway)
9/20

Lecture 9 — How to Raise Money (Marc Andreessen, Ron Conway)

Lecture 10 — Culture (Brian Chesky, Alfred Lin)
10/20

Lecture 10 — Culture (Brian Chesky, Alfred Lin)

Lecture 11 — Hiring and Culture Pt 2 (Patrick & John Collison, Ben Silbermann)
11/20

Lecture 11 — Hiring and Culture Pt 2 (Patrick & John Collison, Ben Silbermann)

Lecture 12 — Building for the Enterprise (Aaron Levie)
12/20

Lecture 12 — Building for the Enterprise (Aaron Levie)

Lecture 13 — How to be a Great Founder (Reid Hoffman)
13/20

Lecture 13 — How to be a Great Founder (Reid Hoffman)

Lecture 14 — How to Operate (Keith Rabois)
14/20

Lecture 14 — How to Operate (Keith Rabois)

Lecture 15 — How to Manage (Ben Horowitz)
15/20

Lecture 15 — How to Manage (Ben Horowitz)

Lecture 16 — How to Run a User Interview (Emmett Shear)
16/20

Lecture 16 — How to Run a User Interview (Emmett Shear)

Lecture 17 — How to Design Hardware Products (Hosain Rahman)
17/20

Lecture 17 — How to Design Hardware Products (Hosain Rahman)

Lecture 18 — Legal and Accounting Basics
18/20

Lecture 18 — Legal and Accounting Basics

Lecture 19 — Sales and Marketing (Tyler Bosmeny, YC Partners)
19/20

Lecture 19 — Sales and Marketing (Tyler Bosmeny, YC Partners)

Lecture 20 — Later-Stage Advice (Sam Altman)
20/20

Lecture 20 — Later-Stage Advice (Sam Altman)

Neural Networks: Zero to Hero + LLM Practical Guide

Andrej Karpathy

从零开始构建神经网络，然后学习如何高效使用大语言模型。AI 构建者必看——从理论到实践。

AIDeep LearningLLM9 节课
The Spelled-out Intro to Neural Networks and Backprop
1/9

The Spelled-out Intro to Neural Networks and Backprop

The Spelled-out Intro to Language Modeling
2/9

The Spelled-out Intro to Language Modeling

Building makemore Part 1
3/9

Building makemore Part 1

Building makemore Part 2: MLP
4/9

Building makemore Part 2: MLP

Let's build GPT: from scratch, in code
5/9

Let's build GPT: from scratch, in code

Let's build the GPT Tokenizer
6/9

Let's build the GPT Tokenizer

Let's reproduce GPT-2 (124M)
7/9

Let's reproduce GPT-2 (124M)

Intro to Large Language Models
8/9

Intro to Large Language Models

Deep Dive into LLMs like ChatGPT
9/9

Deep Dive into LLMs like ChatGPT

Stanford CS229: Machine Learning

Andrew Ng (Stanford)

启动了无数 AI 职业生涯的课程。机器学习理论和实践的全面基础。

Machine LearningStanford6 节课
Lecture 1 — Welcome | Stanford CS229
1/6

Lecture 1 — Welcome | Stanford CS229

Lecture 2 — Linear Regression and Gradient Descent
2/6

Lecture 2 — Linear Regression and Gradient Descent

Lecture 3 — Locally Weighted & Logistic Regression
3/6

Lecture 3 — Locally Weighted & Logistic Regression

Lecture 4 — Perceptron & Generalized Linear Models
4/6

Lecture 4 — Perceptron & Generalized Linear Models

Lecture 5 — GDA & Naive Bayes
5/6

Lecture 5 — GDA & Naive Bayes

Lecture 6 — Support Vector Machines
6/6

Lecture 6 — Support Vector Machines

Vibe Coding with Claude Code: Build Real Products

Chase H AI

使用 Claude Code 的 Vibe Coding 实战系列。学习从零开始通过自然语言构建和发布真正的产品——应用、网站、自动化。

Vibe CodingClaude CodeHands-on5 节课
Vibe Coding with Claude Code — Introduction
1/5

Vibe Coding with Claude Code — Introduction

Building Your First App with Vibe Coding
2/5

Building Your First App with Vibe Coding

From Prompt to Product: Full Walkthrough
3/5

From Prompt to Product: Full Walkthrough

Deploying Your Vibe Coded Project
4/5

Deploying Your Vibe Coded Project

Advanced Vibe Coding Techniques
5/5

Advanced Vibe Coding Techniques

播客

6

Lex Fridman Podcast

Lex Fridman

与 AI 领袖、创始人和科学家的深度对话——Sam Altman、Elon Musk、Andrej Karpathy、Pieter Levels 等。

Lenny's Podcast

Lenny Rachitsky

世界级产品负责人谈增长、策略、AI 和产品直觉。构建产品的独立创始人必听。

The Tim Ferriss Show

Tim Ferriss

Tim Ferriss 拆解世界顶级人才的方法论。涵盖生产力系统、商业构建和高杠杆个体的生活方式设计。

How I Built This

Guy Raz (NPR)

创始人讲述公司背后的故事——从零到成功。Airbnb、Spanx、Instagram 等数百个创业故事。

Acquired

Ben Gilbert & David Rosenthal

深入剖析历史上最伟大的公司和交易——NVIDIA、Apple、Costco。最佳商业策略播客。

The Startup Ideas Podcast

Greg Isenberg

逐步拆解已验证的创业点子。专注 AI、SaaS 和独立创始人可以做的互联网项目。

重要论文

8

Attention Is All You Need

Vaswani et al. (Google Brain, 2017)

引入 Transformer 架构——GPT、Claude 和所有现代大语言模型的基础。理解这篇论文就是理解 AI 时代。

TransformerMust Read

Scaling Laws for Neural Language Models

Kaplan et al. (OpenAI, 2020)

模型性能随计算量、数据和参数可预测地扩展——推动了对大语言模型数十亿美元投入的关键洞察。

Scaling LawsOpenAI

Constitutional AI: Harmlessness from AI Feedback

Bai et al. (Anthropic, 2022)

使用 AI 反馈训练 AI 变得有用且无害。理解现代 AI 安全的关键。

AI SafetyAnthropic

GPT-4 Technical Report

OpenAI (2023)

证明大语言模型可以真正用于实际工作的技术报告。理解当前 AI 能力的必要背景。

GPT-4OpenAI

ReAct: Synergizing Reasoning and Acting in Language Models

Yao et al. (Google/Princeton, 2022)

大语言模型如何同时推理和行动——OpenClaw 等 AI 代理的概念基础。

AI AgentsReAct

The Landscape of Emerging AI Agent Architectures for Reasoning, Planning, and Tool Calling

Masterman et al. (2024)

单代理和多代理架构的综合调查——推理、规划和工具执行。AI 代理领域的最佳概览。

AI AgentsSurvey2024

A Survey on Large Language Model based Autonomous Agents

Wang et al. (2023, updated 2025)

理解基于大语言模型的自主代理的统一框架——从架构到能力到应用。

Autonomous AgentsFramework

AI Agent Systems: Architectures, Applications, and Evaluation

Various (January 2026)

最新的新兴代理架构综合研究——推理、规划、工具使用和实际部署模式。

AI Agents2026Latest