青雲 @echo_vic
字节 Agent 研发｜前阿里 Orca Agent / Blade Sdk 作者 ToB AI 中转站站长｜分享 Agent 工程与商业落地 https://t.co/EwgaYemI96 echovic.com Joined December 2016-
Tweets363
-
Followers121
-
Following94
-
Likes41
前阵子给 Boss 补插件 manifest，我把隐私说明、条款、图标都加上了，还专门写了测试，检查 URL 和仓库里的资产。 刚开始确实觉得是在做面子工程。后来才知道，插件真正被装进去之前，扫描器不会读 README 里写得多诚恳，它只看 manifest 里有没有能校验的东西。 开源 Agent 现在缺的常常不是一个更长的功能清单，而是安装前，用户凭什么确认“这是谁发的、它到底声明了什么”。
@Haile49477371 这个点我也等了挺久。真用起来省的不是那点 token，是少了很多“这事我不是刚讲过吗”的火气。就是后面状态怎么别串味，会比合并本身更考验工程。
@RealVicHere 这个方向我是真赞同。skills 一多以后，最大的问题已经不是“不够用”，是模型根本不知道该翻哪本抽屉。没有 search，那堆能力大半时间都像没装。
@Franci_S 我现在对这种“自动切了但没明说”也会有点警惕。真线上跑任务时，换模型本身还好，怕的是你以为边界没变，结果风格和稳定性已经偷偷变了。
@wangyeya 对，这种爽感不是“多写了几行代码”，是终于不用自己在人肉收尾了。我现在也越来越在意验收闭环，不然前面再自动，最后还是得你自己擦地。
@thisiswiki 这个我太懂了，真到多人共用额度的时候，人先坏掉。能不能迁会话其实还不是最烦的，最烦的是切来切去以后上下文还得接得住。
看 CubeSandbox 的 README，觉得现在 sandbox 终于被当成一个会活很久的运行时来做了。 snapshot、pause/resume、credential vault、egress audit 被放在一起。硬件隔离当然重要，但它们摆出来，说明问题已经不是“这一段代码怎么跑完”。 做 Orca 时我最在意的是中断后的那一截：VM 可以续上，旧任务的身份、凭据和 approval 不能默认跟着续。恢复的是执行，不是授权。
最近看 CocoIndex，觉得它把“Agent memory”这件事说清楚了。 它不把 context 当一堆能塞回 prompt 的文本，而是当持续在变的数据：源文件变了，只重算 delta；连 transformation code 变了，也得知道哪些结果失效。 做 Orca 时我越发觉得，context 新鲜只是第一关。新证据进来，旧计划、旧结论、甚至已经给出去的 approval 哪些还算数，才是 runtime 要扛的账。
That would make the UI manageable, as long as the sticky thread is a task handle rather than just the last chat. Clearing the visible conversation should not make a running worktree look unowned. I’d let the terminal be the escape hatch too, but keep ownership and execution state in the app.
Versioning is the right start. The trap is letting an edit rewrite the rules of a task already mid-flight. We treat a context change as new evidence: the next execution can read it, but it should re-check its approvals rather than inherit them. Otherwise versioned docs still produce invisible permission drift. That has been a persistent Orca headache.
Exactly. Tool-scoped approval is a very leaky primitive. For send_email, the grant needs a recipient set, data bounds, task state, and a deadline; change any of those and it should be gone. Otherwise recovery turns yesterday's permission into today's capability. That's the shape we're building in Orca.
Worktrees keep files apart, but they don't keep intent apart. I've had two clean diffs both pass their tests and still implement incompatible assumptions about the same flow. By merge time you need the task evidence and ownership trail, not another isolation layer. That's a big part of what we're putting into Orca.
The Discord layer is a good trigger, but I'd keep it out of the execution state. Once two coding agents share a Mac, recovery gets hairy: after a restart, you need to know which task owns the checkout, which process still has a lease, and whether a completed tool call already touched disk. That's the runtime piece we're building in Orca.
The hard part is when a green eval came after retries or a resume. I want the gate to see the run receipt too: which tools ran, what changed outside the model, which approval was live, and whether recovery started a new execution. Otherwise we're grading a story, not the task. That's what we're building into Orca.
@datadoghq The useful outcome is not only shorter debugging but a trace that tells a replacement what it may safely do. In Orca, trace carries task owner, side effects and approvals; otherwise observability only explains the failure after the agent has lost its place.
@vraify_ai Exactly. I would bind traceability to the task and artifact state an eval actually saw. A tool write, fresh evidence, or recovery generation should expire that pass; otherwise the release gate is certifying an old run. That has been a useful constraint in Orca.
@outshiftbycisco Goal matching is necessary, but the claim needs a lifecycle: which task state authorized this call, what invalidates it, and what receipt survives a restart. Otherwise a tool call can match an old goal after the workflow changed. That's the boundary we make explicit in Orca.
@AgentBobRocks Yes, and the job description needs a runtime binding. May edit these files must be tied to this task, its current state, and an expiry; otherwise the same rule becomes a stale capability after the workflow moves. That is the part we made explicit in Orca.
@aronprins Atomic checkout solves double work, but a worker can still die after checkout and before its side effect is recorded. The handoff needs a receipt for the action, not just a lease on the queue item. That was one of the first gaps we hit in Orca.
Xc @JustinLiu888
170 Followers 1K Following
Zenco @notzenco
32 Followers 50 Following Discord: .zenco https://t.co/58lpQ9Kkcc https://t.co/nef1VWS987 https://t.co/NZW862vROF https://t.co/5ARml3zVbT
Mauro V @MauroVargas93
86 Followers 2K Following
李 @5AfqYVFhTS8056
13 Followers 95 Following
正在进行小杨哥 @shit_yang
81 Followers 1K Following
Daily Inspiration @Decors_Inspiro
1K Followers 3K Following A place to find inspiration and ideas for your home decor. Daily Amazon links with over 4.5 ⭐ ++
Isabelle @brown_isabelle6
0 Followers 68 Following
Kai @kai_jsk
24 Followers 500 Following learn, and you shall find; build, and AGI shall be opened unto you
Never 王昆｜社区... @NeverToyJoy
643 Followers 137 Following · 社区与 AI 产品负责人｜社区 · 创作者平台 · 增长 · 关注传统互联网公司、产品与个体的 AI 转型 · 写 Product Thinking / AI Search / Agents / Creator Platforms · 周末看网文、玩roguelike、养两只美短 上海 · 中文/EN
Versun @VersunPan
3K Followers 2K Following AI Agent 实战玩家，分享日常心得、技术干货、随想感悟与个人看法，不涉及宗教政治，也避免无谓争论。 Telegram: https://t.co/vLt2eTfh56 https://t.co/GIdMOUgXxq https://t.co/qn6nmey2Gt
Courtney Jones @jones_courtney7
547 Followers 3K Following mostly here to like and retweet. I’ll leave the comments to you.
Sandeep @movifreak
14 Followers 273 Following
Jane Sargent @JaneSarmenn
2K Followers 4K Following
Sheryl @sheryldavis88
6 Followers 421 Following
aibii☮️ @aibii_official
28 Followers 202 Following 数据分析/挖掘｜工业自动化｜Web全栈｜NS/复古/绝区零/音游玩家/车车人｜不幸的爱音厨｜主用 Qwen 模型和 Hermes Agent
臧孟杰 @mikasa5012
0 Followers 18 Following
Wentai DENG @DengWentai
8 Followers 82 Following
dev @zdimoo
6 Followers 674 Following
peter1212 @jiaojiaozxc
69 Followers 4K Following
weihang huang @huangweihang414
4 Followers 189 Following
ling @zenglin40337571
40 Followers 3K Following
lk123 @Rokaye123
188 Followers 4K Following
Jing @luoojing
4 Followers 194 Following
Hunter Bown @goodhunt
11K Followers 6K Following agent harness + platform lead @arcee_ai views my own
Laile Wo @wo84098
7 Followers 135 Following
Vong @x2fcc
0 Followers 18 Following
Fuuqiu @Fuuqius
1K Followers 2K Following 🚀 一人公司创始人，AI 生产力探索者 💡 过去写代码解决问题，现在借助 AI 提升效率 🤖 AI员工工坊，专注生产小而美应用 📈 美股 & Crypto 定投，坚持长期主义
Ming @mingkivi
0 Followers 17 Following
皮克文 @Stark1Wen
2K Followers 7K Following
fomo @fomo2yolo
0 Followers 90 Following
Sara2024 @Sara20247
3 Followers 54 Following
生紫霄 @shengsheng202
0 Followers 30 Following
Ragtageek @Ragtageek
1 Followers 168 Following
RayHiking @Mtn_Cabin
5 Followers 150 Following share stories of people,authentic Chinese foods and the places I explore across China.
坤坤 李 @wxylkk0307
0 Followers 41 Following
maicircle @maicircle666
0 Followers 14 Following
Tim Liu @moon_opposite
21 Followers 1K Following
Chen Michael @CMichael85937
114 Followers 5K Following
Hugging Face @huggingface
728K Followers 223 Following The AI community building the future. https://t.co/TpiXQMQ9rZ
Nyk 🌱 @nykdotdev
9K Followers 4K Following AI agent systems · Solana infra · products that ship @rpcedge · @builderzdotdev · @SuperteamDE 14.5k+ OSS · packages for founders who ship
ahhhhfs @abskoop
754K Followers 1K Following 🔍 挖掘互联网宝藏工具｜AI 工具 · 开源项目 · 在线工具 · 效率神器 投稿 欢迎 DM｜备用号 @ahhhhfs 🔔 TG 频道：https://t.co/OmSvNms9yl
尤雨溪 @yuxiyou
127K Followers 263 Following @evanyou 的中文小号。@voidzerodev 创始人，开源软件开发者，Vue / Vite 作者。此号只聊技术无关的闲话（偶尔破戒警告
xilo @xilo2991
5K Followers 144 Following 📚 自媒体 Build in Public，分享我用AI玩出来的一切 🔍 最近关注：Codex ｜ Obsidian ｜ Skills 🍀 AI时代，反复成为新手
Anthropic @AnthropicAI
1.5M Followers 2 Following We're an AI safety and research company that builds reliable, interpretable, and steerable AI systems. Talk to our AI assistant @claudeai on https://t.co/FhDI3KQh0n.
Pliny the Liberator �... @elder_plinius
227K Followers 1K Following ⊰•-•⦑ latent space steward ❦ prompt incanter 𓃹 hacker of matrices ⊞ breaker of markov chains ☣︎ ai danger researcher ⚔︎ bt6 ⚕︎ architect-healer ⦒•-•⊱
杀破狼 WolfyXBT @wolfyxbt
856K Followers 8K Following 目前专注 5 件事：炒币、打飞机、找番号、Vibe Coding、建设 @CHILABS_｜币安返佣：https://t.co/AUJdXS2sTr｜交易 Memecoin 推荐使用币安 Web3 钱包：https://t.co/msPjqdJALu
EnHeng嗯哼.Ai @EnHeng456
108K Followers 3K Following 05年大学生学习记｜Ai Build｜NVIDIA｜build BNB Aster 🦅｜近3亿选择https://t.co/Y1GpxuSDRD｜Giggle BNB慈善贡献榜首位｜HTX｜TG enheng777 ｜微信Eth6668889｜仅代表个人观点不构成投资建议 高风险投机 DYOR
520API @520api_ai
19 Followers 30 Following Enterprise-Grade AI Gateway & Router — Limited-Time Deal 企业级AI网关调度平台，限时特惠🎁 Telegram Group: https://t.co/2IaxDv9xEa
AI最严厉的父亲 @dashen_wang
25K Followers 668 Following 当AGI睁开眼睛的那一刻，人类的存在便失去了所有意义 🥸：「AI民科」「诗人」「作家」「屌毛」「喷子」「S/Dom」
Hunter Bown @goodhunt
11K Followers 6K Following agent harness + platform lead @arcee_ai views my own
Fuuqiu @Fuuqius
1K Followers 2K Following 🚀 一人公司创始人，AI 生产力探索者 💡 过去写代码解决问题，现在借助 AI 提升效率 🤖 AI员工工坊，专注生产小而美应用 📈 美股 & Crypto 定投，坚持长期主义
程序员小灰 @XiaohuiAI666
18K Followers 283 Following 公众号/知乎【程序员小灰】作者，畅销书《漫画算法》作者 前京东程序员，10年自媒体创业经历，全网70W垂直粉丝，专业指导AIGC和副业变现 欢迎链接V：bjxiaoxiaohui
苍何 @canghe
37K Followers 729 Following Founder @wesight_ai Former Alibaba Engineer · Microsoft MVP Exploring AI global growth & AI-native Agents / Skills / MCP / Open Source https://t.co/klsWzMds0c
Wey Gu 古思为 @wey_gu
19K Followers 4K Following Build things, troubleshoot& sing. Co-Founder @NowledgeLabs, build @NowledgeMem& https://t.co/RVZI2oX9pr Microsoft MVP. Feminist. Prev @NebulaGraph, @Ericsson Cloud
yetone @yetone
87K Followers 5K Following Built: avante.nvim Building: https://t.co/pfq9srNgsd https://t.co/fpGnPR5t9C https://t.co/cBN1yzJPIG https://t.co/6ERz2HMx0f https://t.co/QhQRLD4zQo https://t.co/ln9CVeagWC
张小珺 Xiaojun Zha... @zhang_benita
42K Followers 120 Following Award-winning tech journalist · Host of Zhang Xiaojun Podcast
WaytoAGI｜通往AGI�... @WaytoAGI
24K Followers 578 Following 🔗 Empowering more people through AI｜联结上百万人的 AI 开源社区｜https://t.co/UTIpHstWff 实现通用人工智能（AGI）也许有很长的路要走，我们的目标是让每个人的学习过程少走弯路，让更多的人因 AI 而强大。
超级个体｜柿子 @yaohui12138
22K Followers 290 Following 超级个体践行者｜AI产品经理，日常分享 AI搞钱实战，AI编程系列教程，AI工作流实操， 只分享干货，利他即利己. 公众号：AI超级个体柿子 博客/咨询/合作：https://t.co/RZjVb1ks7b
Dr. Moyu｜摸鱼局�... @Jason23818126
31K Followers 2K Following 低成本观察世界，高杠杆改造生活 AI / Web3 / 美股 / 超级个体实验 分享认知、工具、机会与实战笔记 优质合作私信 X 或 TG: @jchok666
鱼总聊AI @AI_Jasonyu
56K Followers 2K Following 👋 AI & 出海& Saas & APP & 海外手机卡eSIM实操干货分享 📈 8年产品经验 | 单款产品营收 $200k+ （全自然流量 ）💻 代表作：@PaywallPro1 付费墙Agent：https://t.co/YJBXCadlR1 🍼 2胎爸爸 | 私信聊合作/咨询：jasonyu110
哥飞 @gefei55
56K Followers 1K Following 哥飞，出海鼓励师，SEO爱好者，Adsense玩家，出海AI工具方向创业者。 同名公众号写了五百多篇出海搞流量免费教程文章。
Hovz. @Hovz0217
8K Followers 2K Following ① Coder | Trader ② 链上 #Binance https://t.co/IL0jNUsAUo ③ Channel https://t.co/WxuUK5QjK3 ④ building @aveai_info
ruanyf @ruanyf
203K Followers 371 Following Stay Focused, Keep Shipping. Build Early, Build Always. Improve yourself, Write solid/simple/stupid code.
Kai @xkajon
17K Followers 824 Following 只做ToB，不谈ToC。 美国公司/企业级通道部署中 。 私聊只聊合作，咨询请先自我介绍团队。 x:@xkajon tg:@tgkajon
宝玉 @dotey
232K Followers 2K Following AI Engineer, dedicated to learning and disseminating knowledge about AI, software engineering, and engineering management.
Henry Li @henry19840301
596 Followers 175 Following A 43-year-old AI Builder https://t.co/VvSWC6YPq0 Co-creator of https://t.co/y37DGNwdmg, 77k+ stars, hit #1 on GitHub Trending
Jared 宗源 @jaredliu_bravo
6K Followers 947 Following Growth Engineer at @YouMind. Founder of Tidyread.
OpenClaw🦞 @openclaw
544K Followers 24 Following Personal AI that actually does things. Your agent, your machine, your rules. Now a 501(c)(3) non-profit foundation — open and independent, forever. 🦞
Pika @pika_labs
150K Followers 102 Following Create your Pika Agent, then create anything together. https://t.co/Rrakf4WV4F
Tw93 @HiTw93
152K Followers 273 Following Kaku · Pake · MiaoYan · Waza · Kami · https://t.co/PAsOstTM76
Ege @egeberkina
75K Followers 470 Following Art Director | Creative Ambassador @ElevenLabs & @Adobe | AI Creator
0x ROAS @0xROAS
44K Followers 370 Following everything’s high risk if you’re a p*ssy. I treat ad spend like a VC: seeking asymmetric returns. 👇🏻 Join the 1st and best community SCALING AI ADS
AmirMušić @AmirMushich
73K Followers 2K Following Creative architect. Ex-Warner Music, PepsiCo, Spotify fr. designer. Fusing 10+ yr of brand & ad design with AI. Collabs: [email protected]
vas @vasuman
87K Followers 443 Following CEO @varickagents, Implementing AI at Enterprise. Prev AI @meta
Alex Prompter @alex_prompter
278K Followers 1K Following Human + AI = Superpowers ⚡ Sharing AI Prompts, Systems, Tips & Tricks | @godofprompt (co-founder)
Trends for United States
You might like
