Ray Zhao

Building agents with agents.

[Ray Zhao @RayZhao98]

为什么我 ChatGPT Chat 里的 Pro 还不如极高思考的久

[Ray Zhao @RayZhao98]

@thsottiaux I hope ChatGPT continues to support using apps as context, like ChatGPT Classic did, and expands the number of supported integrations.

[Ray Zhao @RayZhao98]

https://t.co/FWjj31pJg5

[Ray Zhao @RayZhao98]

Craft @craftdocsapp is one of my favorite apps. It has a web clipper extension, but it still doesn't support extracting Youtube transcripts.

Obsidian Web Clipper does this much better, so I build my own version with the Craft API, inspired by Obsidian's implementation.

[Ray Zhao @RayZhao98]

@craftdocs @obsdmd https://t.co/FWjj31pJg5

[Ray Zhao @RayZhao98]

@caiyue5 时不时就会连不上，Macbook 不盒盖且亮���稍微稳一点

[Ray Zhao @RayZhao98]

@caiyue5 似乎是 SwiftUI 的 bug

[Ray Zhao @RayZhao98]

@xicilion https://t.co/dAdegcdYrN

[Ray Zhao @RayZhao98]

Instead of Loop Engineering, I think we should Signal Engineering.
- A user's prompt is a signal.
- A schedule is a signal.
- Webhook is a signal.
We need to design more signals/triggers for agents.

[Ray Zhao @RayZhao98]

@Yonah_x 所以相比 Loop，不如设计更好的 Signal，来驱动 Agent
https://t.co/s2Ubq9Umcs

[Ray Zhao @RayZhao98]

Instead of Loop Engineering, I think we should Signal Engineering.
- A user's prompt is a signal.
- A schedule is a signal.
- Webhook is a signal.
We need to design more signals/triggers for agents.

[Ray Zhao @RayZhao98]

Instead of Loop Engineering, I think we should Signal Engineering.
- A user's prompt is a signal.
- A schedule is a signal.
- Webhook is a signal.
We need to design more signals/triggers for agents.

[Ray Zhao @RayZhao98]

@MatthewBerman https://t.co/6FZ0Q3hV03

[Ray Zhao @RayZhao98]

Instead of Loop Engineering, I think we should Signal Engineering.
- A user's prompt is a signal.
- A schedule is a signal.
- Webhook is a signal.
We need to design more signal/trigger for agents.

[Ray Zhao @RayZhao98]

@runes_leo 循环中的定时任务只是信号的一种形式，我们应该设计更好的信号给 Agent
https://t.co/6FZ0Q3hV03

[Ray Zhao @RayZhao98]

Instead of Loop Engineering, I think we should Signal Engineering.
- A user's prompt is a signal.
- A schedule is a signal.
- Webhook is a signal.
We need to design more signal/trigger for agents.

[Ray Zhao @RayZhao98]

@aashatwt https://t.co/6FZ0Q3hV03

[Ray Zhao @RayZhao98]

Instead of Loop Engineering, I think we should Signal Engineering.
- A user's prompt is a signal.
- A schedule is a signal.
- Webhook is a signal.
We need to design more signal/trigger for agents.

[Ray Zhao @RayZhao98]

@steipete https://t.co/6FZ0Q3hV03

[Ray Zhao @RayZhao98]

Instead of Loop Engineering, I think we should Signal Engineering.
- A user's prompt is a signal.
- A schedule is a signal.
- Webhook is a signal.
We need to design more signal/trigger for agents.

[Ray Zhao @RayZhao98]

@addyosmani https://t.co/6FZ0Q3hV03

[Ray Zhao @RayZhao98]

Instead of Loop Engineering, I think we should Signal Engineering.
- A user's prompt is a signal.
- A schedule is a signal.
- Webhook is a signal.
We need to design more signal/trigger for agents.

[Ray Zhao @RayZhao98]

与其搞 Loop Engineering，不如搞 Signal Engineering

[Ray Zhao @RayZhao98]

Signal-driven Agency

OpenClaw 支持 Cron 定时任务和 Heartbeat 心跳机制，但本质上都是轮询，我觉得更好的方式是让外部系统在事件发生时主动通知 Agent

- 用户的一条 Telegram 消息是一个 Signal
- Cron/Heartbeat 是一个 Signal
- 收到一封邮件也是一个 Signal

[Ray Zhao @RayZhao98]

为什么总感觉最近 Codex 在偷偷耗用量？一天的工作还没开始，我还���用呢，5小时用量已经少了 3%？

[Ray Zhao @RayZhao98]

@Amztion 周末还卷

[Sanbu 散步 @sanbuphy]

花了段时间写了 RL 教程 Hands-On Modern RL，路线是从 CartPole + PPO 入门，然后到 LLM 后训练（RLHF、DPO、GRPO）、Agentic RL。代码先行，公式用来解释现象。英文版很快更新。
目前���草稿版本，RLHF、Agentic RL 部分本地审校中。
欢迎提 PR 或 Issue & 显卡支持：https://t.co/PtgSByY96U