yongseP @PyongseP
用我们发现智慧的热情发现我们的愚昧 Joined December 2022-
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@im_xerxesl @Jingjing_Li 蒙古都是被苏联给强行划出去的,当时就是民国的一个省
Starship Flight 14, the first morning launch from Starbase since Flight 5
家里有一个闲置的路由器 有没有大佬教教我 怎么给这个路由器里面装VPN? 我也想实现全家连上WiFi打开YouTube就能看,打开Google就能用。就好像出国了一样!
LoLBench’s failure breakdown is blunt: across 28 agents, code localization is the largest phase in most trajectories, and incomplete cross-module context is the top failure mode. Agents often inspect broadly (low precision) yet still miss part of the reference edit set (mid recall). Editing the wrong subset is commoner than “can’t write a function.” If your eval only scores unit-fix patches, you’re measuring a different job than “read a 5k-word proposal against a multi-million-LoC tree.” Paper: arxiv.org/abs/2609.37143
LoLBench:100 个「增强提案 → 落地」任务,摊在 29 个大型系统上;提案平均约 5,000 词,仓库平均约 240 万源码行,参考 PR 约改 5,500 行。28 个 agent 里最高 resolved 只有 14%(Claude Code / mini-SWE-agent + Opus 5);完成率最高约 26.3%,F2P 约 52.7%。 失败归因最大头是跨模块定位不全:agent 常摸到一部分相关文件,但漏依赖。给参考文件树 + API 规格后,三个代表组合的 resolved 可再抬 16–22 个百分点,最高到 34%。短测 / 局部修 bug 的分数,解释不了「读完 PEP/RFC 再改巨型仓库」这件事。 论文:arxiv.org/abs/2609.37143 数据:huggingface.co/datasets/lolbe…
google/ax: kubectl-shaped orchestrator for sandboxed agent tasks. Apache-2.0, Go. ~12,616★ as of 2026-09-30. Site: agentexecutor.io
You declare Workspaces (git + MCP + skills) and Tasks (goals + model) as `ax.io/v1alpha1` YAML, then:
`go install github.com/google/ax/cmd/…`
`ax apply -f task.yaml`
`ax watch task
1/ Anthropic 九月威胁情报报告:过去八个月在七类滥用里抓到并打断了多起行动——网络、影响、监控、诈骗、生物、常规武器、蒸馏。涉案模型写的是 Haiku / Sonnet / Opus;Fable / Mythos 类除一起非法蒸馏外,报告称未见于这些滥用案例。 2/ 网络侧的判断很硬:攻击者已把 AI 从「问答助手」推到编排层——侦察、钓鱼基建、植入物改造、批量外泄都能塞进多 agent 工作流;人类多半只定目标和看结果。报告点名公开进攻框架(如 PentAGI)让脚手架扩散到各类行为体。 3/ 供应链段更贴近日常:被偷的 AI API key / session 同时是赃物、算力、掩护。有团伙伪装成便宜 Claude 代理,实际把流量转到别的模型并装凭据窃取;也有人在入侵后直接拿受害方的 key 继续打。Anthropic 写明:这些 key 来自客户环境,不是他们自家系统被攻破。
Anthropic 2026-09-29 研究页评估 GLM-5.3(Zhipu / Z.ai):在隔离沙箱基准上,端到端 ExploitBench 50/410(Mythos Preview 56/410);Binary Exploitation 完全控制流劫持 4%(Mythos 6%)。CAISI 9/17 称其为迄今最强开源权重 cyber 能力模型之一,综合约落后美国前沿四个月。 同一页写的绕过率(其模拟测试):欺骗性提示 64%、prefill 92%、abliteration 100%。作者团队自报 abliteration 约 2200 GPU 小时 / 约 $4400;有经验者估约 600 GPU 小时 / $1200。结论侧重点是:开源权重 + 弱防护,和 Claude 有限访问路径不在同一风险模型。
Ruby @SeptembergKjW
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Erinn Ruqayyah_Amira @Erinnsmigi_F
16 Followers 493 Following Professional Trader & Analyst | Binance | Crypto Mining Patience. Discipline. Risk management.
Young @Young852560
33K Followers 11K Following 女交易员|币圈九年 专注比特币、黄金、美股盘面解析 用 K 线读懂资本博弈,过滤市场消息噪音 TG 交流群:https://t.co/NI7c0Pkqif
Leon han @Leonhan110
2K Followers 3K Following 私は地雷系男の子です~ | He | 分享段子和有趣的故事 | | 分享人生感悟、心灵鸡汤 | | 分享AI信息和技术 | | 分享VPN 优质机场和代理软件 | Living today with the hope that tomorrow will be a little better🩷💙
Ismail @hadd49590
2K Followers 2K Following archer| 1x exit | now in security, defense, physical intelligence Consulting @ 50k MRR ? @ 200k MRR consistent and growing through uncountable failures :)
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郝同学AI @manmanloveai
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猫投鹰 (鹰哥) @ThanksuTrump
33K Followers 31K Following P+账号目标每日和蓝朋友互动三百次|互关涨粉插件 https://t.co/bqMGr3Irhj|群 https://t.co/lzCH3ZLOum (骗子多不要相信私聊)|爱好寻找Alpha|超级个体 Ai X Crypto|既懂投资,又懂投机|看得远,出手准。|一年出手两三次足矣
向箔 Foil @heyfoil
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野生变量 @WildVariable01
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Gidibam | Web Dev & S... @gidibamshop
755 Followers 2K Following I build websites and teach SEO. Dropshipping breakdowns, tech trends, product reviews and your questions answered. Free guides: https://t.co/qlQjYj9mj6
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Snoopie @Snoopieaaa
1K Followers 1K Following 寻找同频的朋友|Feel free to chat Share thoughts & little stories.
娜娜 @qqa16807
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YZ @xueyzh
363 Followers 314 Following Caelis Bot 🎀 | 5y Cloud Infra Engineer Building Agent Harnesses / Memory / Sandbox 分享架构、实现与踩坑,欢迎各类技术交流。
Elowen @Elowen_77
10K Followers 7K Following Verified Creator • 40K+ Followers on Binance | X Promo & Project Marketing Genuine Collabs Only | DM for Collabs 📩
万一 @RainWan98094
7K Followers 6K Following 常懷萬一之思,不隨眾人狂歡。 資深平台老用戶,關注美股加密市場,熱愛体育賽事,日常分享美食、趣味片段與生活點滴,歡迎交流。
kiran naz 💙 @kirannaz82
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MD ARIFUL ISLAM @0xAriful
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Dev Arora @_Dev_Arora__
621 Followers 747 Following AI & Developer Trends | Building with LLMs & breaking down tech news before it hits your feed. 💻 Daily code, AI tools & hot takes.
galaxy @galaxy1025850
2K Followers 1K Following 20 y.o 计科大三摆烂人 折腾爱好者、资深互联网冲浪手 Pan & 友跨 脾气超好,评论私信看到就会回,欢迎小可爱找我聊天~✨
ibbi @b4bood
13K Followers 5K Following
Leo|Crypto & Market... @0xLeoAlpha
9K Followers 9K Following 加密 股票与金融市场|AI 数码 健身健康|分享真实研究与实践|Premium+
杯中风暴 @kun70706
6K Followers 7K Following AI 工具与 Coding 实践者 | Agent、多智能体实战 |NL2SQL 用信息论解释生活,用心理学观察人生百态
mrzhiji @mrzhiji
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西土皮 @ttgg7578
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OpenBMB @OpenBMB
12K Followers 393 Following OpenBMB (Open Lab for Big Model Base) aims to build foundation models and systems towards AGI. Connect with us: https://t.co/N9pevTnoOa
angel @angeldot_
115K Followers 1K Following my friends got tired of me yapping about tech so i made this account. [email protected]
Youssof Al Toukhi @Youssofal_
12K Followers 562 Following I’m a 21 y/o hyperfixated dabbler and Forbes featured viral meme building the next biggest mobile game based on memes.
圓滾滾団子-文�... @kumadanko_001
3K Followers 850 Following 30MMやウォーハンマーを楽しめる赤い中国オタ。ホビーをやらない時は政治の話も多い奴です 火山惑星、三方、宇宙、古代都市、30ML、夜間都市、ロイロイ祭とNEXTで30MM賞受賞
a16z @a16z
1.1M Followers 64 Following https://t.co/A9eTFq6Xbx https://t.co/3RHK5vqQo7 Posts are not investment advice or an advertisement for investment services. See https://t.co/nX2FtaLE06.
Haris @harisahmad59
3K Followers 1K Following 🚀 https://t.co/Kl1EcBHZU9 - Launch your startup on codehype and get discovered by google, llms & 100k+ users. 105K+ Followers on IG | Sharing what I learn ↓
ぼくちゃん @djR61A2bmS4AOP0
19K Followers 3K Following 歴史修正主義のエセ保守の虚言を暴きたいと思います。 壺工作員・安倍の虚言「戦後レジームからの脱却」など論外! 長州レジームからの脱却の方が重要。
老王不老 @meher7713
90 Followers 238 Following
Young @Young852560
33K Followers 11K Following 女交易员|币圈九年 专注比特币、黄金、美股盘面解析 用 K 线读懂资本博弈,过滤市场消息噪音 TG 交流群:https://t.co/NI7c0Pkqif
SilkrMC @silkrMC
558 Followers 606 Following SILKRMC Minecraft shorts, Videos and Lives! 📩 Business inquiries: DM
Digger @diggerthemovie
9K Followers 1 Following DIGGER. A comedy of catastrophic proportions by Alejandro G. Iñárritu. NOW PLAYING only in theaters and IMAX. Get tickets now.
Paige @Paigedays911
4K Followers 3K Following
Ismail @hadd49590
2K Followers 2K Following archer| 1x exit | now in security, defense, physical intelligence Consulting @ 50k MRR ? @ 200k MRR consistent and growing through uncountable failures :)
Leon han @Leonhan110
2K Followers 3K Following 私は地雷系男の子です~ | He | 分享段子和有趣的故事 | | 分享人生感悟、心灵鸡汤 | | 分享AI信息和技术 | | 分享VPN 优质机场和代理软件 | Living today with the hope that tomorrow will be a little better🩷💙
Qiushi Journal @QiushiJournal
16K Followers 478 Following Qiushi Journal provides you with authoritative theory and policy of China.
Adeel @heyadeel
2K Followers 3K Following I make mobile apps and overthink tiny details. building Medfolio 👀 started posting here Aug 20, 2026 😅
The Maverick of Wall ... @TheMaverickWS
63K Followers 80 Following Expertise: Economics, Finance and Stock Market Psychology. I don't initiate contact with anyone, bots and scammers do https://t.co/R6OC4OOq4V
SuSu_酥酥👅 @NFT_Chen
21K Followers 2K Following #BiBiCrew Co-founder|@Sydney_Uni Master|Stock & Crypto Trader|AI Builder|Not Financial Advice, DYOR
Vikas Kansal @vikaskansalHQ
6K Followers 738 Following Product lead, Gemini AI subscriptions @google @berkeleyhaas
Pradeep Kapoor @pradeepXkapoor
2K Followers 501 Following i test what ai can do, explain what matters, and ignore the boring parts, big fan anthropic - using claude 5x,
Sac @Saccc_c
38K Followers 3K Following 探索AI时代财富自由之路|分享关于 AI 所探索到的一切 欢迎探讨 AI 增长和 AI 自媒体 正在研究:3D AI |AIGC |Agent trading 商务合作:📮: [email protected]| tg:@Sac_yin |vx: Sac_ccyin (备注来意)
猫投鹰 (鹰哥) @ThanksuTrump
33K Followers 31K Following P+账号目标每日和蓝朋友互动三百次|互关涨粉插件 https://t.co/bqMGr3Irhj|群 https://t.co/lzCH3ZLOum (骗子多不要相信私聊)|爱好寻找Alpha|超级个体 Ai X Crypto|既懂投资,又懂投机|看得远,出手准。|一年出手两三次足矣
郝同学AI @manmanloveai
1K Followers 1K Following 大厂PM,26年5月裸辞拥抱AI 追求美感的AI博主 原创AI图片提示词/视频提示词 专注AI研究/ AI培训/项目落地 谢谢您这么好看还关注我
ZYRO |泽罗⭐️ @zyroglobal_co
1K Followers 1K Following Gen 00s Retired Developer 👨💻 Co-founder @ ZyroGlobal AI |Finance| Building | Digital Nomad Goal: Work, not a 9-to-5.
向箔 Foil @heyfoil
3K Followers 3K Following 06|AI × 出海 × 全球资产 AI / SEO / Product / Growth 关注技术变革、互联网生意与全球市场
Nixon @n1xonweb
169 Followers 280 Following 💻I build AI video and agents. Each post: the prompt, the cost, and what broke.
矢口雨云 @zhiyun114514
4K Followers 981 Following 我叫知雲!(三世) 中国人 (有多少人认识我?) 二世:@zhi96886 小号:@zhiyun1919810一世找不到了 日本語を勉強したいのですが、今のところ五十音図しかできません🥺/社民/历史/想要互fo/拙见如有错误请指出来🥹/lgbt反对🙏 I want to make more friend
Bridgebench @bridgebench
13K Followers 11 Following The official AI benchmark of the vibe coding movement @bridgemindai





































