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We’re spending up to 100B tokens across 26,040 agent runs to answer one question: when you switch models, should you switch harnesses too? Our v1.0 FrontierHarness leaderboard ranked harnesses on a single model. V1.1 expands it to 21 harnesses × 5 models × 62 tasks × 4 attempts, 72x the size of v1.0. Results are coming in live. Link below🧵

호요랜드 2026에서 만난 영웅들 미우뮤 @miumyu_cosplay / 산드로네 마요네즈 @_mayomayoneze / 콜롬비나 마가타 @MagatA_8 / 라우마 카에 @Kae_0402 / 네페르 마루코 @marucong1 / 플린스 꼼 @kkomdyo / 네페르 아무 @AMU_WAY / 레미엘

“콜롬비나… 귀찮게 하지 마. 그래도 이건 안 돼!!” 산드로네 : 미우뮤 (@miumyu_cosplay) 콜롬비나 : 마요네즈 (@_mayomayoneze) 네피르 : 카에(@Kae_0402) #2026호요랜드# #COSCONNECT#

24 小时不到，我刚充的 100 美金 Token 烧完了。 AI 到底是在帮我提效，还是换了个方式让我烧钱？ 最近用 agent 做研究和策划，我想要的工作方式是：只对接一个 agent，它负责推进，卡住了来找我，需要我决策时再叫我。 但钱花得太快，也让我开始想：我付的钱，有多少是在买产出，有多少是在买 AI 反复协调、查进度、读旧资料？ 查了一轮英文资料和重度用户的复盘，梅西找到两个值得检查的地方👇 ① 你的 AI 在干活，还是在不停开会？ Reddit 上一位叫 Dayowe 的用户分析了自己 Codex 的运行日志。改造工作流后，每小时原始 token 消耗从约 4,040 万降到了 2,230 万，下降约 45%。 最有意思的是：平均每次请求的 token 没变少，反而略多了 主要减少的是总请求次数。 他原来的方式，是一个长期运行的统筹 agent 管到底：分派任务、调查问题、检查进度、审查结果，上一阶段的历史也一路带到下一阶段。 后来改成： 轻量协调者只管任务依赖、授权和下一步；每个阶段交给单独的执行统筹，完成后保存交接信息，下个阶段只带必要上下文。 同时减少无变化的进度查询，不再提前审查还没完成的工作；长日志留在文件里，需要时再读。必要测试和独立验收仍然保留。 它提醒了我一件事： 我只想对接一个入口，不代表这个入口需要参与每项工作的每一步。 要检查的，不只是“每次用了多少 token”，还有“为什么需要调用这么多次模型”。 ② 同样让 agent 操作电脑，用什么方式，成本可能差很多 一种是像人一样看屏幕：识别截图、找到按钮、点击，再看截图确认。多轮下来，图片输入和反复判断都会产生 token 消耗 另一种，是通过命令行或脚本直接处理任务。命令行是用文字给电脑下指令，脚本则是把一组操作步骤写好，让电脑照着执行 比如从表格里筛选订单，AI 可以直接写一段命令，让电脑读取文件、批量筛选、保存结果，不用打开软件，一页页看、一格格点 区别在于：前者需要 AI 反复看、反复判断；后者由电脑执行指令，AI 再检查结果。AI 写脚本、检查结果会消耗 token，但电脑按规则处理每一行，不需要逐行再调用模型。 当然，不是所有任务都适合脚本：读取外部数据要有可用接口和权限；检查排版、确认页面效果，仍然需要看界面。如果脚本内部还是反复截图，或者每处理一条内容就调用一次 AI，也不一定省。 所以思考“这一步到底需不需要模型参与”也是优化 token 消耗的一个必要步骤 能按规则完成的，交给程序；需要理解和判断的，交给 AI；重要决策和授权，留给人。 工具要会用，新东西也要继续学习！顺便插播一条预告😂 10 月 6 日 OKX NOW 产品发布会，星球也有直播。不能到现场的朋友，可以来星球一起看看这次会发布什么，也聊聊哪些是自己真正用得上的。 看直播还有机会抽 iPhone DUO📱！！

Congratulations, @GiggleAcademy! 🎉 1,000,040 children taught. More than 1 million children across 179 countries have now been taught through Giggle Academy’s free education platform. This is a milestone worth celebrating. Thank you, @cz_binance and everyone on the Giggle Academy team, for making this mission a reality.

同一个 prompt，让三家一把手搓一个 canvas 保龄球物理小游戏 🎳 Fable 5 ⚔️ Grok 4.5 ⚔️ Codex (gpt-5.6-sol) 硬性检查全过，成本差 8 倍。UX 你自己看 👇 固定题面「NEON BOWL」——800×480 canvas、10 瓶三角摆位、圆形物理、自动演示、禁用任何 CDN。 Hard checks（canvas + RAF + 控件 + no-CDN + JS 语法）： → Fable 5：100% ✅ → Grok 4.5：100% ✅ → Codex：100% ✅ 成本 / 延迟： → Grok 4.5：$0.040 · 39.9s 💸⚡最便宜也最快 → Fable 5：$0.324 · 61.5s → Codex：CLI agent，无可比单价 #AI# #LLM# #CanvasArena#

微策略上周没有进行 BTC 购买 (其实现在市场更怕他们买 BTC，因为大家更关注他们的付息能力。买会消耗用于付息的美元储备，而没钱的微策略那就只剩卖币一条路)。 BitMine 则是继续购买了 2.7 万枚 ETH ($4463 万)，虽然不多，但好歹还有在买。 ◎比特币财库公司 @Strategy (MSTR) 现在总共持有 847,363 枚 BTC ($508.42 亿)，成本均价 $75,651，浮亏 $132.62亿 (-20.7%)。 ◎以太坊财库公司 @BitMNR (BMNR) 上周以约 $1,648 的价格购买了 27,084 枚 ETH ($4463 万)。 他们现在总共持有 5,700,040 枚 ETH ($89.78亿)，成本均价 $3,399，浮亏 $103.97 亿 (-53.6%)。 -------------------------------------------------------------------------- #Bitget# 来了就是VIP！Crypto、美股、CFD，全球先机一站布局

🚨 BREAKING: DOJ opens grand jury investigation into Marxist tycoon Neville Roy Singham and alleged money laundering or other financial crimes from his base in China to funding far-left nonprofits in the U.S. and the world WATCH how the money flows. READ our @FoxNews Digital exclusive: What I've learned from people familiar with the investigation: 🚨 U.S. Attorney Jay Clayton for the Southern District of New York, one of the country's most powerful districts for federal prosecutions, has launched a federal grand jury investigation into American Marxist tycoon Neville Roy Singham's financial network, examining potential financial crimes including wire fraud, bank fraud and money laundering from his base in Shanghai, where he funds groups supporting the Chinese Communist Party. 🚨 Acting U.S. Attorney General Todd Blanche authorized the investigation as the Trump administration seeks to crack down on fraud, money laundering and other financial crimes in the multibillion-dollar nonprofit industry. 🚨 Treasury Secretary Scott Bessent traveled to New York City earlier this year for a meeting with Goldman Sachs Chairman and CEO David Solomon. The men discussed the role of a Goldman Sachs philanthropic arm — GS Donor Advised Philanthropy Fund For Wealth Management Inc. — that facilitated the movement by Singham of millions of dollars into a network of U.S. nonprofits. At that meeting, sources said, Bessent delivered a blunt ultimatum: Goldman Sachs could face scrutiny for alleged conspiracy in the funneling of the Singham money and urged Solomon to cooperate with federal investigators. Goldman Sachs is cooperating with the investigation. 🚨 Federal prosecutors are examining a financial structure that follows the three stages investigators often analyze in alleged money laundering: placement, layering and integration. Treasury, DOJ and Goldman Sachs declined to comment. Singham, his wife Jodie Evans -- also under investigation -- and the organizations in the Singham network didn't respond to numerous requests for comment. STEP 1: ALLEGED PLACEMENT According to the reporting, approximately $278 million entered the U.S. financial system through three entities: 🔴 Mutod LLC — $164,040,000 🔴 GS Donor Advised Philanthropy Fund for Wealth Management Inc. (Goldman Sachs) — $110,376,701 🔴 Likewise Conceptions LLC — $3,500,000 STEP 2: ALLEGED LAYERING Those funds were then allegedly routed through six nonprofit organizations: 🔴 $167,540,000 to People's Support Foundation Ltd., a 501(c)(3) nonprofit established with a hotel address in 2017 in Chicago and Singham's wife, Evans, on the board. 🔴 $68,748,701 to Justice and Education Fund Inc., a 501(c)(3) established with a UPS Store address in 2018 in New York City with self-avowed communists, including Manola De Los Santos, on the board. 🔴 $22,440,000 to People's Forum Inc., a 501(c)(3) established in 2017 on W. 37th Street in New York City with Evans and De Los Santos on the board. 🔴 $16,760,000 to Tricontinental Ltd., a 501(c)(3) established in North Hampton, Mass., in 2017 by Singham friend and fellow Marxist ideologue Vijay Prashad. 🔴 $1,330,000 to CodePink Women For Peace, a 501(c)(3) established in 2009 in Marina Del Ray, Calif., by Singham's wife, Evans, and her friend, Susan Medea Benjamin. 🔴 $1,098,000 to Breakthrough BT Media Inc., a 501(c)(3) established in New York City in 2020 at the People's Forum headquarters with longtime American communist leader Brian Becker's son, Ben Becker, as editor-in-chief of its pro-communist propaganda outlet, Breakthrough News. STEP 3: ALLEGED INTEGRATION According to the reporting, those organizations then distributed funding and support into a broader activist network that included: 🔴 People's Welfare Association 🔴 ANSWER Coalition 🔴 Party for Socialism and Liberation 🔴 Numerous organizations operating across Sub-Saharan Africa, Central America, North America and other regions. Federal prosecutors have issued grand jury subpoenas seeking bank records and financial documents as they determine whether criminal charges are warranted. A grand jury investigation is an investigative process, not a finding of guilt. For this reporting, I traced hundreds of financial transactions, nonprofit filings and corporate records documenting how money allegedly moved through this network. WATCH the money flow. 🧵

コスプレ/cosplay ウマ娘 ふたりで一緒のイヤホン半分こって尊いですよね🥰 その尊みにデジたんが反応しないはずもなく…🥹✨ ⚡:@matya120maro 🍀:@iroha168cs 🎀:@nono_same 📸:@tenpula #0406ロイロジデジ#