April Pickup｜过去一个月，攒了一堆没时间看的……

AI 领域内的东西是看不完的……

文章

1. Agents Need Feedback Loops, Not Perfect Prompts by Petra Donka

2. AI Agent 是如何记住东西？从原理到实战详细解释 by 铁锤人

3. Claude Code 101 for Academic Researchers by Mushtaq Bilal

4. Claude Code 102 for Academic Researchers by Mushtaq Bilal

5. The Future of Obsidian Plugins by Obsidian

6. Your Obsidian Vault Is Probably Wasting Your Intelligence by Nainsi Dwivedi

7. Agent Harness Engineering by Addy Osmani

8. The Harness As The Context Manager by Tony Gentilcore

9. Notion Skills by Brian Lovin

10. How to Build Codex Knowledge Vault That Gets Smarter Every Day Without You Doing Anything by Ziwen

11. How to Actually Use Claude. 18 steps that unlock 100% of its potential by Anatoli Kopadze

12. Cheap Intelligence Makes Accountability Expensive by Ashwin Gopinath

13. How to Build Your First AI Agent With Zero Coding Experience (Full Course) by Khairallah AL-Awady

14. How to Build a Multi-Agent Coding Stack in 2026 (Full Course) by Khairallah AL-Awady

15. How To Ask Your Mentors For Help and I’m A Very Slow Thinker by Derek Sivers

16. SFT, RL, and On-Policy Distillation Through a Distributional Lens by wh

17. The Anatomy of an Agent Harness by Akshay

18. Building Effective Agents and How We Built Our Multi-Agent Research System by Anthropic

19. 如何打造 Multi-Agent 工程系统 by Saito

20. Meta-Meta-Prompting: The Secret to Making AI Agents Work by Garry Tan.

21. Learning Beyond Gradients by Jiayi Weng

22. How to Build an Agent Platform by Ashpreet Bedi

23. The Chat Era is Coming to an End by Peter Yang

24. 你不知道的 Agent：原理、架构与工程实践 by Tw93

25. LLM Optimization Interview Notes: Training and Inference by Gauri Gupta

26. Hands-On Modern RL by Sanbu 散步

27. How Claude’s “Dreams” Work by Dani Zhu

28. 提示词合集 by 姚金刚

29. Agentic RL 时代的 Infra 重构：以 Forge、ROLL、Seer、Slime 为例

30. Lessons from building an autonomous QA agentby Oskar

31. 开源一个 PPT Skill｜压进了我 10 年的设计经验 & 大更新 by 归藏

32. Context Providers: The Missing Layer Between Agents and Tools by Ashpreet Bedi

33. Run Excellent 1:1s by Dave Kline

34. 吹了几年的 AI 个人知识库，为什么还是那么难用？Karpathy 的 Wiki 并不是解决方案…【技术文章】 by 李自然

35. The Self-Healing Agent by Peter Pang

36. Memory in Claude Managed Agents by Lance Martin

37. Agents with Tastes by Emil Kowalski

38. 帮你搞懂任何陌生领域的 Prompt by 数字生命卡兹克

39. Build an Elite Claude Nutritionist (Full Guide) by Hawks

40. Multi-agent coordination patterns: Five approaches and when to use them

41. The LLM Fallacy: Misattribution in AI-Assisted Cognitive Workflows

42. Claude Design 系统提示词 by Zayn Hao

43. Prompt Caching In LLMs, Clearly Explained by Avi Chawla

44. Dieter Rams: The Man Who Designed Apple Before Apple Existed by Ruben Hume

45. Using Claude Code: Session Management & 1M Context by Thariq

46. Why Your “AI-First” Strategy Is Probably Wrong by Peter Pang

47. You Can Automate Anything by Defileo

48. The Advisor Strategy: Give Sonnet an Intelligence Boost with Opus by Anthropic

49. How to use AI to generate fantastic slides by Ruben Hassid

50. The Claude-Native Law Firm by Zack Shaprio

51. What AI Executives Tell Their Own Kids About the Jobs of the Future

52. Faster Thinking ≠ Better Thinking by William Chaumeton

53. Inside Notion by Brie Wolfson & Camille Ricketts

54. Your harness, your memory by Harrison Chase

55. How Long Do We Wait for New Inventions? by Brian Potter

Papers

1. Agentic Harness Engineering: Observability-Driven Automatic Evolution of Coding-Agent Harnesses

2. Adaptation of Agentic AI

3. Adam’s Law: Textual Frequency Law on Large Language Models

4. General Agents Contain World Models

5. Recursive Language Models

Videos

1. Anthropic’s Philosopher Answers Your Questions

2. Embodied AI: Systems that See, Hear, and Act in the World Alongside Humans

3. Introducing Notion Developer Platform

4. Stanford CS153 Frontier Systems | Jensen Huang from NVIDIA on the Compute Behind Intelligence

5. NVIDIA CEO Jensen Huang’s Vision for the Future by Cleo Abram, 2025.1.27

Tools

Markdown

• github.com/GRVYEV/marky

• https://quarkdown.com

• https://clearly.md

• https://writer.computer

• https://sobanotes.app

• https://cogito.md

• https://tolaria.md

• https://md-preview.md

Others

• Notion Launcher — 保存帖子、闪念至 Notion

• Weatherbunny: Outfit Helper — 设计可爱的天气软件

• AndDrive — 在电脑上操作你的安卓手机

• Obsidian Web Clipper & Reader — 保存视频、文章、高亮至本地，支持 X 文章保存。

• Ikes: Idea Notes 类似于简版 flomo

• Pica — 管理你的 macOS 字体

• Itsycal— 状态栏日历

• PawPal — 桌面宠物应用

• Runey.app 管理项目和任务，创建精美的提案与发票

• Selected.site 更多精挑细选的工具和资源

• Recordly.dev — 免费屏幕录制工具

• Macfolio.com Mac 用户的实用资源

• AI 流程图 Skill

• TypeNo — 极简语音输入法（macOS）

• Jinshu Reader — 英语阅读学习软件

• MyDoors — 自然的礼物，手绘风的专注 App