# 推文总结 2026-05-18
## AI Twitter Recap 式摘要
这一天的信息流不只是“AI/模型、开发/工程、内容/学习”的数量延续，真正值得抓的是几条正在成形的叙事：Agent 讨论从单点能力转向互操作和长期记忆。下面按主题整理，而不是按账号流水账排序。
## 主题摘要
### Agent 讨论从单点能力转向互操作和长期记忆
Garry Tan 和中文 AI 圈都在指向同一件事：agent 不再只是一次性聊天窗口，而是在积累脚本、环境、状态和远程控制能力。 一旦 agent 能把第一次探索沉淀成后续可复用动作，价值就从“聪明回答”变成“长期执行系统”。
处理建议：跟进 agent-to-agent、remote control、脚本记忆和个人 agent 的落地形态，尤其要记录权限、状态同步和失败恢复。
代表推文：
- @gdb｜link together your devices with Codex to develop from anywhere, anytime ([链接](https://x.com/gdb/status/2056046844921172243), 121388 浏览 / 994 赞 / 60 转)
- @gdb｜so much joy in asking codex for random questions at work (such as finding some specific spreadsheet i'd been looking at a while ago), much more fun t… ([链接](https://x.com/gdb/status/2056139383330513237), 48390 浏览 / 850 赞 / 31 转)
- @garrytan｜@samtayyari Ask your OpenClaw ([链接](https://x.com/garrytan/status/2056045218919825894), 1330 浏览 / 8 赞 / 0 转)
## Top tweets（按互动）
| 排名 | 推文 | 为什么看 |
|---:|---|---|
| 1 | @thedankoe｜If you don't have a goal so meaningful it makes other people's opinions irrelevant, you will l… ([链接](https://x.com/thedankoe/status/2056066656305324149), 257577 浏览 / 11696 赞 / 1667 转) | 高传播且有明确观点，适合作为主题跟踪入口。 |
| 2 | @lidangzzz｜发布于2024年11月14日 https://t.co/26EjqRfKbO ([链接](https://x.com/lidangzzz/status/2056135515036880966), 143267 浏览 / 2017 赞 / 42 转) | 短链接/图片型热推，抓取正文不足，需要点开后再判断内容。 |
| 3 | @garrytan｜Ken Griffin doesn’t understand the ceiling just got raised. Some 20-something maybe reading th… ([链接](https://x.com/garrytan/status/2056123737544757733), 282274 浏览 / 1102 赞 / 91 转) | 可以作为主线证据或观点素材归档。 |
| 4 | @signulll｜real charisma is when you leave a conversation & the person you spoke with keeps thinking… ([链接](https://x.com/signulll/status/2056113510619250742), 46014 浏览 / 1330 赞 / 68 转) | 可以作为主线证据或观点素材归档。 |
| 5 | @gdb｜link together your devices with Codex to develop from anywhere, anytime ([链接](https://x.com/gdb/status/2056046844921172243), 121388 浏览 / 994 赞 / 60 转) | 可以作为主线证据或观点素材归档。 |
| 6 | @signulll｜i always operate under the assumption that things are easy until proven otherwise. mostly cuz… ([链接](https://x.com/signulll/status/2056053513554186284), 25984 浏览 / 813 赞 / 67 转) | 可以作为主线证据或观点素材归档。 |
## Account notes
| 账号 | 条数 | 浏览 | 互动 | 今日重点 |
|---|---:|---:|---:|---|
| @garrytan | 9 | 506773 | 3957 | Ken Griffin doesn’t understand the ceiling just got raised. Some 20-something maybe readi… [链接](https://x.com/garrytan/status/2056123737544757733) |
| @thedankoe | 1 | 257577 | 13768 | If you don't have a goal so meaningful it makes other people's opinions irrelevant, you w… [链接](https://x.com/thedankoe/status/2056066656305324149) |
| @lidangzzz | 6 | 256557 | 2489 | 发布于2024年11月14日 https://t.co/26EjqRfKbO [链接](https://x.com/lidangzzz/status/2056135515036880966) |
| @signulll | 16 | 201295 | 4194 | real charisma is when you leave a conversation & the person you spoke with keeps thin… [链接](https://x.com/signulll/status/2056113510619250742) |
| @gdb | 2 | 169778 | 2176 | link together your devices with Codex to develop from anywhere, anytime [链接](https://x.com/gdb/status/2056046844921172243) |
| @trq212 | 1 | 82166 | 903 | tired: I brought my work laptop and my personal laptop wired: I am dual wielding [链接](https://x.com/trq212/status/2056145415867937182) |
| @oran_ge | 3 | 16747 | 85 | 互联网时代就是叔本华，AI 时代就是尼采。 叔本华说生命是盲目的欲望驱动，人在痛苦和无聊之间摆动。 尼采说不对，生命的本质是权力意志，是自我超越，是你主动选一个方向然后赌上去。… [链接](https://x.com/oran_ge/status/2056140767580807563) |
| @HiTw93 | 21 | 4770 | 23 | @liujiayi1111 done 最新版本已经上线，去更新，也提供了2次每个星球完整试用 [链接](https://x.com/HiTw93/status/2056050144248996206) |
## 原始链接池
- @thedankoe｜2026-05-18 01:37:45｜If you don't have a goal so meaningful it makes other people's opinions irrelevant, you will lose control of your life. You will… [链接](https://x.com/thedankoe/status/2056066656305324149)｜257577 浏览 / 11696 赞 / 1667 转推 / 329 回复
- @lidangzzz｜2026-05-18 06:11:22｜发布于2024年11月14日 https://t.co/26EjqRfKbO [链接](https://x.com/lidangzzz/status/2056135515036880966)｜143267 浏览 / 2017 赞 / 42 转推 / 145 回复
- @garrytan｜2026-05-18 05:24:34｜Ken Griffin doesn’t understand the ceiling just got raised. Some 20-something maybe reading this will build the cracked AI-human-… [链接](https://x.com/garrytan/status/2056123737544757733)｜282274 浏览 / 1102 赞 / 91 转推 / 148 回复
- @signulll｜2026-05-18 04:43:56｜real charisma is when you leave a conversation & the person you spoke with keeps thinking about you fondly, & curiously l… [链接](https://x.com/signulll/status/2056113510619250742)｜46014 浏览 / 1330 赞 / 68 转推 / 42 回复
- @gdb｜2026-05-18 00:19:01｜link together your devices with Codex to develop from anywhere, anytime [链接](https://x.com/gdb/status/2056046844921172243)｜121388 浏览 / 994 赞 / 60 转推 / 106 回复
- @signulll｜2026-05-18 00:45:31｜i always operate under the assumption that things are easy until proven otherwise. mostly cuz the people loudly insisting things… [链接](https://x.com/signulll/status/2056053513554186284)｜25984 浏览 / 813 赞 / 67 转推 / 55 回复
- @garrytan｜2026-05-18 05:03:46｜Realization: in the past, we wrote code to call LLMs Today, we write prompts and skill files for LLMs to execute code. Tomorrow?… [链接](https://x.com/garrytan/status/2056118502923329632)｜45018 浏览 / 770 赞 / 43 转推 / 181 回复
- @gdb｜2026-05-18 06:26:44｜so much joy in asking codex for random questions at work (such as finding some specific spreadsheet i'd been looking at a while a… [链接](https://x.com/gdb/status/2056139383330513237)｜48390 浏览 / 850 赞 / 31 转推 / 112 回复
- @trq212｜2026-05-18 06:50:43｜tired: I brought my work laptop and my personal laptop wired: I am dual wielding [链接](https://x.com/trq212/status/2056145415867937182)｜82166 浏览 / 822 赞 / 11 转推 / 69 回复
- @garrytan｜2026-05-18 03:30:13｜Our SF DA Brooke Jenkins is trying to take care of San Francisco and she warns our courts and court system are failing the people… [链接](https://x.com/garrytan/status/2056094961230389759)｜66456 浏览 / 708 赞 / 62 转推 / 19 回复
## 需要点开补源
- @lidangzzz｜发布于2024年11月14日 https://t.co/26EjqRfKbO ([链接](https://x.com/lidangzzz/status/2056135515036880966), 143267 浏览 / 2017 赞 / 42 转)
## 样本与限制
- 统计区间：2026-05-18 00:00:00 至 23:59:59（Asia/Shanghai）
- 总推文数：64
- 活跃账号数：10 / 17
- 主要主题：AI/模型、开发/工程、内容/学习
- 数据来源：/Users/bytedance/Documents/Codex/2026-04-21-https-github-com-haopenglau-skills/repo/.codex_tmp/twitter_fetcher_20260515_20260516.json
- 局限：短链接、图片、视频和引用链没有完全展开；这类高互动内容只做提醒，不强行解读。
## 一句话判断
- 2026-05-18 的信息价值不在“谁发得多”，而在这些推文共同指向：Garry Tan 和中文 AI 圈都在指向同一件事：agent 不再只是一次性聊天窗口，而是在积累脚本、环境、状态和远程控制能力。