{
  "text": "一台8級字節記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記\nA426B、A4B跑到了Apple Silicon Mac上\n而且運行時權重加4K\nKV cache只佔大約二級字節內存\n這個數字最狠的地方\n不是省了一點內存\n而是把本地AI的門檻直接往下砸了一層\n原本14.3GB左右的模型安裝體積\n不需要整包塞進內存\n項目只把常駐核心留在內存裡\n把大部分專家權重放在SSD上\n需要哪一塊再讀哪一塊\n視頻裡在M3 Mac上跑到23.4 tokens\n項目ReadMe裡也記錄了8GBM2 MacBook Air\n可以跑到5.1到6.3 tokens\n這個速度不是數據中心級別\n但已經不是玩具\n這件事真正值得看\n不是某個開發者做了一個炫技項目\n而是本地AI的路線開始變了\n過去本地大模型的思路很簡單\n模型越大 硬件越貴\n想跑7B\n准备一块不错的消费级显卡\n想跑30B\n开始考虑大显存\n想跑更大的MOE\n就看云服务账单\n用户被迫接受一个隐含规则\nAI越聪明\n越远离个人电脑\n越强的模型\n越集中在云厂商\nGPU集群和数据中心手里\nTurboFuelFair给出的反方向答案是\n模型可以很大\n但每一秒真正用到的部分\n可能很小\n这要从Moei讲起\nMoei叫mixture of experts\n混合专家模型\n普通模型\n像一个巨大的统一车间\n每个Token进来\n很多权重都要参与计算\nMOE更像一座有128个小工位的工厂\n每个Token进来\nRouter会判断这次该找哪几个专家处理\nGamma 4 26B\nA4B\n总参数是26B\n但每个Token实际激活的\n大約是3.88B參數\n模型名義上很大\n但每一部真正幹活的只是其中一部分\n過去這件事的好處主要體現在雲端\n模型公司可以用更大的總參數\n保持相對可控的推理成本\n可是Turbo Fieldfare把這個特性拿到了本地機器上\n既然每個Token只用幾個專家\n那為什麼要把所有專家都常駐內存\n於是他把模型拆成兩堆\n第一堆是每個Token都要用的東西\n比如Attention\nRouter\nEmbedding\nShared Expert\n還有KVcash\n這一部分大約1.35級字節\n加上運行需要的緩存\n留在內存裡\n第二堆是專家權重\n30層\n每層128個Expert\n每個Expert只有幾MB\n加起來是主要體積\n這一堆不常駐內存\n只放在SSD上\n每生成一個Token\n模型先完成Attention\n再由Router決定當前程要用哪8個專家\nCPU接到名單之後\n去SSD讀取對應Expert\n放到GPU能看到的內存區域裡\nMetal接著算\n這個過程聽起來麻煩\n但關鍵在Apple Silicon\n傳統PC上\nCPU和獨立GPU通常分兩套內存\nSSD讀出來的數據先進系統內存\n再通過PCIe總線搬到顯卡VRAM\n模型如果每個Token都要頻繁從SSD拉權重\n再搬進VRAM中間的拷貝和總線延遲\n會直接把速度打穿\n數據不是不會動\n而是動得太慢、動得太貴\nApple Silicon的統一內存架構把這個問題變小了\nCPU和GPU看的是同一塊物理內存\nCPU從SSD讀進來的數據\n可以直接成為GPU要用的Metal Buffer\n少了一次拷貝\n少了一段總線搬運\n也少了傳統讀顯架構裡\n最難受的VRAM牆\n這就是為什麼這個項目特別像一把鑰匙\n它不是證明蘋果芯片算力天下無敵\n而是證明Apple Silicon的結構\n剛好適合一種邊讀邊算的本地推理路線\n還不只這個\nTurbo Fieldfare沒有把磁盤上的權重\n用普通格式存著\n等讀取之後再解包\n再轉成GPU需要的佈局\n他在安裝階段就把模型重新打包成Double格式\n盡量讓磁盤裡的數據就是Metal kernel可以消費的樣子\n讀文件就是加載權重\n中間少一次轉換就少一次內存浪費和時間浪費\n他還用了緩存\n每一層128個expert\n不可能每次都從SSD讀\n項目給每層留了16個expert\n槽位常用的expert放在內存裡\nRouter如果選中已經緩存的expert\n立刻就能用\n如果沒命中\n再從SSD讀取\n把不常用的擠出去\n他用的是\nLFU\nLeast Frequently Used\n也就是踢掉使用頻率最低的專家\n而不是簡單踢掉最久沒用的\n這個選擇很重要\n因為MOE的路由並不是完全隨機\n有些專家在很多Token上都會被反覆選中\n有些專家很少出現\n按頻率留下熱門專家\n比按時間留下最近專家更適合這個任務\n項目壓住的是\n語言深層的專家選擇有規律\n只要規律足夠強\nSSD讀取就不會把速度拖死\n所以它能做到一個很奇怪的效果\n明明模型大部分權重還在SSD上\n实际体验却没有慢到不能用\n这件事对普通用户意味着什么\n第一\n本地AI不一定只能靠堆硬件\n过去用户想跑更好的模型\n唯一办法是买更大内存\n更大显存\n更贵显卡\n这个逻辑会把个人电脑推向数据中心的反面\n云越来越强\n个人设备越来越像终端\nTurbo Field Fair展示的是另一条路\n如果模型结构\n文件布局\n操作系統、芯片內存架構和運行時配合的足夠好\n小機器也能吃下一部分大模型能力\n它不是免費午餐\nSSD讀取有延遲模型\n限制在特定結構速度和雲端旗艦模型沒法比\n但它證明了一個方向\n優化路線不是只剩買更貴的GPU\n第二\nApple Silicon的AI價值可能被低估了\n過去評價AI硬件\n大家喜歡看TOPS\n看GPU\n看顯存大小\n蘋果在這場敘事裡經常顯得尷尬\n它的Neural Engine很強\n但開發生態不如Cuda\n統一內存很漂亮\n但高配內存價格很貴\nMac很適合創作和開發\n但說到本地大模型\n很多人還是先想到NVIDIA\nTurbo FeelFair把問題換了一個角度\n蘋果真正的優勢不一定是單點算力\n而是CPU、GPU、內存、SSD、Metal\n和系統API的整合\n只要工作負債設計的夠貼合\n它可以用更少的數據搬運換性能\n這和手機時代很像\n蘋果不一定每個硬件參數都最大\n但它能把芯片、系統、應用和框架整在一起\n讓開發者吃到一體化紅利\n寫作、翻譯、代碼補權、文件整理、私人知識庫、\n離線助手、隱私敏感的資料分析\n如果這些場景能在普通Mac上運行\n蘋果就不是旁觀者\n第三\n雲端AI的壟斷感會被削弱\n過去AI服務天然集中在雲端\n因為模型太大\n推理太貴\n用戶設備跑不動\n集中在雲端就帶來幾個問題\n數據要上傳\n隱私要交出去\n订阅费要长期付\n网络断了就没法用\n模型公司改规则\n用户只能接受\n本地AI\n如果慢慢可用\n用户会多一个选择\n不是所有任务都要上云\n私人笔记\n公司内部文档\n离线代码助手\n本地搜索\n个人自动化\n这些场景其实很适合在设备端完成\n云端负责最强模型\n本地负责高频\n隐私\n低成本和机式响应\n这会改变产品形态\n未來AI助手可能不是一個純雲端聊天窗口\n而是一套混合系統\n簡單任務本地完成\n複雜任務再上雲\n敏感文件本地分析\n公開資料雲端補充\n離線場景用本地模型\n聯網場景用大模型\n用戶感覺不到背後切換\n只知道電腦更聰明了\n這也是蘋果真正想要的方向\n蘋果不會輕易把用戶數據\n全部交給第三方雲模型\n他更喜欢把智能功能藏进设备和系统\nApple Intelligence的战略一直强调设备端处理和隐私边界\n问题在于\n设备端模型能力如果太弱\n体验就会被云端模型拉开\nTurbo Fieldfare\n这种项目说明设备端的能力上限\n还有很多工程空间\n这里要把苹果的处境讲透\nAI这轮浪潮里\n苹果一直显得慢半排\nOpenAI抢走聊天入口\nGoogle抢搜索和Android\nMicrosoft把Copilot塞进Windows和Office\nNVIDIA拿走算力叙事\n苹果虽然发布Apple Intelligence\n但市场反应一直不算兴奋\n原因很简单\n苹果不是靠开放API和云模型赚钱的公司\n它擅长的是把能力变成系统体验\n可大模型初期最耀眼的能力都在云端\n苹果的优势一时很难展示\nTurbo Fieldfare这类项目的意义\n就在于\n它让苹果的优势重新有用\n如果AI的未来只是谁有最大数据中心\n苹果确实不占足场\n它没有NVIDIA那种GPU生态\n也没有Microsoft Azure或Google Cloud那种云入口\n但如果未来一部分AI工作要回到设备端\n苹果手里的筹码就多了\n它有统一内存\n有自研芯片\n有Metal\n有强控制的操作系统\n有高端用户设备\n也有一群愿意花钱买稳定体验的用户\n这件事最适合用一个普通场景理解\n一个用户坐在飞机上没有网路\n想让电脑整理本地笔记\n总结PDF\n查找项目文档\n生成一段邮件草稿\n如果所有AI都依赖云端\n这些任务马上变成半残废\n可是如果Mac本地能跑一个够用的模型\n很多事情就能直接做\n速度不一定顶级\n能力不一定最强\n但它能离线、私密、低延迟\n而且不需要每次把资料传出去\n对企业也是一样\n很多公司不是不想用AI\n而是不敢把内部资料全部丢给外部API\n法律合同、原代码、客户数据、医疗资料、财务表格\n这些内容一旦上传\n就牵涉权限、审计、地区合规和数据泄漏风险\n如果本地或私有设备端模型能处理一部分任务\n企业的AI使用门槛会下降\n它不需要替代GPT5这种旗舰模型\n只要把70%的日常任务吃下来\n价值就已经很大\n这也是为什么二级字节内存\n这个数字有流量潜力\n它让观众立刻听懂一个变化\nAI不再只属于云端巨头\n哪怕这个结论现在还不能完全成立\n它已经打开想象空间\n但这件事不能吹过头\nTurbo Fieldfare不是通用魔法\n它目前主要针对Gemma 426BA4B文本推理\n不支持图像、音频、视频\n也不是一个完整的Agent系统\n项目Redmi也写得很清楚\n它是Model Specific\n不是MLX或Lama.CPP那种通用包装器\n换模型不一定能照搬\n换硬件也不一定成立\n它需要Apple Silicon\n需要MacOS 26\nMetal 4\nSwift 6.2还需要足够的SSD空间\n它还有一个限时限制\nSSD不是内存\nSSD再快也比内存慢得多\n频繁读取权重会带来延迟\n也可能增加能耗和存储磨损\n缓存命中率如果不好\n速度就会掉\n掌上下文\n复杂提示\n多轮对话并发请求\n都会挑战这套设计\n视频里的23TOKENS\n是M3MAX上的演示\n8集字節MR\nMacBook Air的5到6Token\n更接近低配用戶会看到的体验\n能用不等于湿滑\n所以正确的判断\n不是MacBook\n从此取代云GPU\n而是本地AI的下限被抬高了\n这已经很重要\n还要补一个容易被忽略的成本账\n云端AI看起来省心\n但它的成本是持续性的\n用户每个月付订阅\n开发者按Token付费\n企业按席位和调用量付钱\n用的越多账单越高\n本地AI的成本更像买设备\n前期花钱买Mac\n后面用本地算力跑任务\n对高频任务来说\n本地推理会越来越有吸引力\n当然本地也不是不要成本\n它吃电、吃存储、吃内存\n也吃开发者优化时间\n可它的账单不再完全掌握在模型公司手里\n用户买了机器之后\n至少有一部分智能能力可以自己用\n这种心理差异很重要\n订阅时代\n用户越来越讨厌每个功能都按月收费\n本地AI如果能提供购用体验\n就会成为反订阅情绪的出口\n这会影响应用开发\n现在很多AI app\n只是套一层云端API用户\n输入文字服务器\n转发给模型\n再把结果显示回来\n这种产品门槛低替代也快\n未来真正有壁垒的应用\n可能会把本地模型\n云端模型\n本地文件\n隐私权限\n系统操作结合起来\nMac上的本地AI应用\n尤其适合这么做\n因为它能直接贴近用户的文件\n日历\n邮件\n代码\n仓库和创作软件\n这样一来\n竞争重点就从\n谁接了最强API\n变成谁把AI放进真实工作流\nTurbo Field Fair\n没有解决所有产品问题\n但它说明底层可行性在提升\n底层每提升一点\n应用层就多一批可能\nAI行业过去几年一直在讲更大模型\n更大集群\n更大融资\n模型越来越强\n但普通用户越来越像租客\n账号\n订阅\nAPI\n云端限制\n数据上传\n所有能力都隔着一层平台\nTurbo Field Fair\n这种项目提醒了一件事\nAI的未来\n不一定只有超級數據中心\n也可以有一部分回到個人電腦\n這對開發者也有啟發\n以後做本地AI應用\n不能只問模型能不能跑\n誰能少搬一次數據誰就多一點性能\n誰能少佔一點內存\n誰就多一批用戶\n誰能把模型結構和硬件結構對齊\n誰就能把不可能變成勉強可用\n這也是蘋果生態裡可能出現機會的地方\n如果開發者圍繞Metal\n統一內存\nNeural Engine\n本地文件鎖影\nSpotlight\nShortcuts做AI工具\nMac可能會變成一個很獨特的本地AI開發平台\n不是為了和雲端模型硬碰硬\n而是做那些雲端不適合做的任務\n私密、離線、低延遲\n貼近個人文件系統\n真正的競爭不是本地和雲端誰消滅誰\n而是誰掌握默認入口\n雲端模型會繼續強\n因為訓練和最強推理都離不開巨量算力\n可是本地模型一旦夠用\n就會吃掉大量日常任務\n用戶不需要每次都請最強模型\n寫一封邮件 整理會議記錄 搜索本地文檔\n解釋一段代碼 生成一個小腳本\n夠快 夠私密 夠便宜 比絕對最強更重要\n這就是Turbo Fuel Fair事件的流量價值\n表面看 它只是內存減少7倍的技術新聞\n往深一層看 它在挑戰一個行業共識\n大模型必須被雲端壟斷\n它沒有推翻雲端AI 但它撕開了一條縫\n接下來要看的不是這個項目本身能不能變成大眾產品\n而是它代表的工程路線會不會擴散\n更多MOE模型會不會被專門打包成本地流氏格式\n更多Mac應用會不會接入本地OpenAI Compatible Server\nApple會不會把類似思路放進系統級框架\n開發者會不會開始為8級字節、16級字節設備認真優化\n而不是默認要求64級字節內存和大顯卡\n如果這些事情發生\n本地AI就會從即刻演示變成產品基礎設施\n還有一個變量是模型公司本身\n如果更多模型採用MOE\n如果更多模型公開權重\n如果更多小模型追上日常任務能力\n本地推理就會更快普及\nTurbo Field Fair依賴Gamma-4這種結構\n不代表所有模型都能這麼跑\n但AI行業已經在往稀疏激活\n專用小模型、端側模型、模型路由方向走\n雲端超級模型負責難題\n端側模型負責日常\n多個模型組合起來完成任務\n這個方向對NVIDIA是提醒\n對蘋果是機會\n對開發者是新戰場\nNVIDIA仍然會統治訓練和高端推理\n可是如果越來越多日常推理回到端側\n市場對所有AI都必須上癮GPU的想像\n會降溫\n蘋果不一定搶走數據中心的錢\n但可以搶回個人設備的智能入口\n開發者如果能把本地模型用好\n就不用完全被API成本牽著走\n觀眾繼續聽下去應該帶走的判斷是\n這不是一個小工具新聞\n而是AI權力結構的小變化\n以前能力在雲端\n用戶只是調用者\n現在一部分能力開始回到設備\n用戶重新擁有一點控制權\n這一點現在還小\n但方向很清楚\n只要端側模型繼續變強\n本地AI就會從能跑走向好用\n再從好用走向默認存在\n接下來還要看一個更現實的變量\n內存配置\n蘋果這些年一直被吐槽入門\nMac內存太小\n升級內存太貴\n過去這個潮點主要影響\n檢視頻、跑虛擬機、開大型項目\n到了本地AI時代\n它會變成更核心的購買理由\n8級字節能跑不代表8級字節最舒服\n16級字節會成為更合理的AI入門線\n32級字節\n64級字節會變成開發者和重度用戶的新分界\nTurbo Fuel Fair把門檻打低\n不代表硬件需求消失\n而是讓更多人第一次有資格進場\n這對蘋果的產品策略很微妙\n如果本地AI真的變成Mac的重要賣點\n蘋果就會有更強理由推動用戶買更高內存版本\n用戶過去買內存是為了今天的軟件\n未來買內存可能是為了未來幾年的本地模型\n蘋果當然喜歡這個股市\n因為它能提高Mac的平均售價\n但用戶也會更敏感\n既然AI要在設備端跑入門\n配置就不能太寒酸\n苹果如果繼續把內存升級\n價格定得很高\n反而會限制本地AI的普及\n另一個變量是SSD\nTurbo Fieldfare 的路線\n把SSD從單純存儲\n變成推理鏈路的一部分\nSSD速度、壽命、文件佈局、系統緩存\n都會影響體驗\n過去用戶選電腦\n看SSD主要是容量\n未來本地AI應用多了\nSSD讀寫性能也會被重新關注\n模型權重不再只是躺在硬盤裡的大文件\n而是生成每個Token時可能被反覆訪問的工作材料\n這會把電腦硬件評價體系改掉\n過去AI電腦宣傳喜歡堆TOPS\n以後真正懂行的人會看一整套鏈路\n內存帶寬夠不夠\nCPU和GPU是否共享內存\nSSD讀取延遲如何系統\nAPI能不能減少拷貝模型\n格式是不是貼合硬件\n單看一個算力數字很容易被騙\nAI推理的瓶頸可能不在算力\n而在數據搬運\n這也是Turbo Fieldfare給普通觀眾上的一刻\nAI不是只有模型聰不聰明\n還有數據怎麼流動\n同一個模型放在不同硬件結構上\n體驗可能完全不一樣\n未來優秀的本地AI產品\n背後一定不是簡單下載一個模型\n而是圍繞設備做深度優化\n最後給一個明確判斷\n蘋果芯片這次贏的不是模型參數\n也不是Benchmark排名\n而是設備端AI的敘事權\n過去AI敘事被NVIDIA和雲廠商拿走\n大家談的都是GPU、集群、數據中心和API\nTurbo Fieldfare\n讓另一個問題重新回到桌面\n如果模型不必全部進內存\n如果CPU和GPU共享內存\n如果SSD能參與推理\n如果應用能直接貼著硬件寫本地\n設備還能不能變成AI的主廠\n檔案還沒訂\n但這次Mac不再只是調用雲模型的屏幕\n它開始像一台真正能存在AI的個人機器\n如果這個趨勢繼續\n未來買電腦時就會多一個新問題\n這台機器能不能把個人資料\n工作流和本地模型連起來\n過去電腦拼的是性能\n後來拼的是續航和生態\n接下來可能要拼本地智能密度\n蘋果芯片這次露出的牌就在這裡\n誰能讓AI更貼近用戶自己的設備\n自己的文件\n自己的隱私邊界\n誰就能在雲端巨頭之外拿回一塊入口",
  "language": "zh",
  "duration": 1414.8615,
  "segments": [
    {
      "start": 0.0,
      "end": 30.0,
      "text": "一台8級字節記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.013019631703694662,
      "no_speech_prob": 7.0234777195532505e-12,
      "compression_ratio": 19.61764705882353
    },
    {
      "start": 30.0,
      "end": 33.96,
      "text": "A426B、A4B跑到了Apple Silicon Mac上",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20019348353555758,
      "no_speech_prob": 2.2454694353912785e-11,
      "compression_ratio": 1.1270358306188926
    },
    {
      "start": 33.96,
      "end": 36.34,
      "text": "而且運行時權重加4K",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20019348353555758,
      "no_speech_prob": 2.2454694353912785e-11,
      "compression_ratio": 1.1270358306188926
    },
    {
      "start": 36.34,
      "end": 39.14,
      "text": "KV cache只佔大約二級字節內存",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20019348353555758,
      "no_speech_prob": 2.2454694353912785e-11,
      "compression_ratio": 1.1270358306188926
    },
    {
      "start": 39.14,
      "end": 40.94,
      "text": "這個數字最狠的地方",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20019348353555758,
      "no_speech_prob": 2.2454694353912785e-11,
      "compression_ratio": 1.1270358306188926
    },
    {
      "start": 40.94,
      "end": 42.58,
      "text": "不是省了一點內存",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20019348353555758,
      "no_speech_prob": 2.2454694353912785e-11,
      "compression_ratio": 1.1270358306188926
    },
    {
      "start": 42.58,
      "end": 46.32,
      "text": "而是把本地AI的門檻直接往下砸了一層",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20019348353555758,
      "no_speech_prob": 2.2454694353912785e-11,
      "compression_ratio": 1.1270358306188926
    },
    {
      "start": 46.32,
      "end": 49.88,
      "text": "原本14.3GB左右的模型安裝體積",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20019348353555758,
      "no_speech_prob": 2.2454694353912785e-11,
      "compression_ratio": 1.1270358306188926
    },
    {
      "start": 49.88,
      "end": 51.96,
      "text": "不需要整包塞進內存",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20019348353555758,
      "no_speech_prob": 2.2454694353912785e-11,
      "compression_ratio": 1.1270358306188926
    },
    {
      "start": 51.96,
      "end": 54.92,
      "text": "項目只把常駐核心留在內存裡",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20019348353555758,
      "no_speech_prob": 2.2454694353912785e-11,
      "compression_ratio": 1.1270358306188926
    },
    {
      "start": 54.92,
      "end": 58.0,
      "text": "把大部分專家權重放在SSD上",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20019348353555758,
      "no_speech_prob": 2.2454694353912785e-11,
      "compression_ratio": 1.1270358306188926
    },
    {
      "start": 58.0,
      "end": 60.0,
      "text": "需要哪一塊再讀哪一塊",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.18948078155517578,
      "no_speech_prob": 1.8304536705815444e-11,
      "compression_ratio": 1.1812297734627832
    },
    {
      "start": 60.0,
      "end": 63.5,
      "text": "視頻裡在M3 Mac上跑到23.4 tokens",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.18948078155517578,
      "no_speech_prob": 1.8304536705815444e-11,
      "compression_ratio": 1.1812297734627832
    },
    {
      "start": 63.5,
      "end": 67.24,
      "text": "項目ReadMe裡也記錄了8GBM2 MacBook Air",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.18948078155517578,
      "no_speech_prob": 1.8304536705815444e-11,
      "compression_ratio": 1.1812297734627832
    },
    {
      "start": 67.24,
      "end": 70.4,
      "text": "可以跑到5.1到6.3 tokens",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.18948078155517578,
      "no_speech_prob": 1.8304536705815444e-11,
      "compression_ratio": 1.1812297734627832
    },
    {
      "start": 70.4,
      "end": 73.8,
      "text": "這個速度不是數據中心級別",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.18948078155517578,
      "no_speech_prob": 1.8304536705815444e-11,
      "compression_ratio": 1.1812297734627832
    },
    {
      "start": 73.8,
      "end": 75.44,
      "text": "但已經不是玩具",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.18948078155517578,
      "no_speech_prob": 1.8304536705815444e-11,
      "compression_ratio": 1.1812297734627832
    },
    {
      "start": 75.44,
      "end": 77.4,
      "text": "這件事真正值得看",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.18948078155517578,
      "no_speech_prob": 1.8304536705815444e-11,
      "compression_ratio": 1.1812297734627832
    },
    {
      "start": 77.4,
      "end": 80.16,
      "text": "不是某個開發者做了一個炫技項目",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.18948078155517578,
      "no_speech_prob": 1.8304536705815444e-11,
      "compression_ratio": 1.1812297734627832
    },
    {
      "start": 80.16,
      "end": 82.86,
      "text": "而是本地AI的路線開始變了",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.18948078155517578,
      "no_speech_prob": 1.8304536705815444e-11,
      "compression_ratio": 1.1812297734627832
    },
    {
      "start": 82.86,
      "end": 85.8,
      "text": "過去本地大模型的思路很簡單",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.18948078155517578,
      "no_speech_prob": 1.8304536705815444e-11,
      "compression_ratio": 1.1812297734627832
    },
    {
      "start": 85.8,
      "end": 87.96,
      "text": "模型越大 硬件越貴",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.18948078155517578,
      "no_speech_prob": 1.8304536705815444e-11,
      "compression_ratio": 1.1812297734627832
    },
    {
      "start": 87.96,
      "end": 89.36,
      "text": "想跑7B",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1088163131891295,
      "no_speech_prob": 1.2978801193497258e-11,
      "compression_ratio": 1.138047138047138
    },
    {
      "start": 89.36,
      "end": 91.94,
      "text": "准备一块不错的消费级显卡",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1088163131891295,
      "no_speech_prob": 1.2978801193497258e-11,
      "compression_ratio": 1.138047138047138
    },
    {
      "start": 91.94,
      "end": 93.6,
      "text": "想跑30B",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1088163131891295,
      "no_speech_prob": 1.2978801193497258e-11,
      "compression_ratio": 1.138047138047138
    },
    {
      "start": 93.6,
      "end": 95.22,
      "text": "开始考虑大显存",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1088163131891295,
      "no_speech_prob": 1.2978801193497258e-11,
      "compression_ratio": 1.138047138047138
    },
    {
      "start": 95.22,
      "end": 97.16,
      "text": "想跑更大的MOE",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1088163131891295,
      "no_speech_prob": 1.2978801193497258e-11,
      "compression_ratio": 1.138047138047138
    },
    {
      "start": 97.16,
      "end": 98.76,
      "text": "就看云服务账单",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1088163131891295,
      "no_speech_prob": 1.2978801193497258e-11,
      "compression_ratio": 1.138047138047138
    },
    {
      "start": 98.76,
      "end": 101.4,
      "text": "用户被迫接受一个隐含规则",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1088163131891295,
      "no_speech_prob": 1.2978801193497258e-11,
      "compression_ratio": 1.138047138047138
    },
    {
      "start": 101.4,
      "end": 102.92,
      "text": "AI越聪明",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1088163131891295,
      "no_speech_prob": 1.2978801193497258e-11,
      "compression_ratio": 1.138047138047138
    },
    {
      "start": 102.92,
      "end": 104.88,
      "text": "越远离个人电脑",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1088163131891295,
      "no_speech_prob": 1.2978801193497258e-11,
      "compression_ratio": 1.138047138047138
    },
    {
      "start": 104.88,
      "end": 106.14,
      "text": "越强的模型",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1088163131891295,
      "no_speech_prob": 1.2978801193497258e-11,
      "compression_ratio": 1.138047138047138
    },
    {
      "start": 106.14,
      "end": 107.76,
      "text": "越集中在云厂商",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1088163131891295,
      "no_speech_prob": 1.2978801193497258e-11,
      "compression_ratio": 1.138047138047138
    },
    {
      "start": 107.76,
      "end": 110.44,
      "text": "GPU集群和数据中心手里",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1088163131891295,
      "no_speech_prob": 1.2978801193497258e-11,
      "compression_ratio": 1.138047138047138
    },
    {
      "start": 110.44,
      "end": 113.54,
      "text": "TurboFuelFair给出的反方向答案是",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1088163131891295,
      "no_speech_prob": 1.2978801193497258e-11,
      "compression_ratio": 1.138047138047138
    },
    {
      "start": 113.54,
      "end": 115.18,
      "text": "模型可以很大",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1088163131891295,
      "no_speech_prob": 1.2978801193497258e-11,
      "compression_ratio": 1.138047138047138
    },
    {
      "start": 115.18,
      "end": 117.28,
      "text": "但每一秒真正用到的部分",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1088163131891295,
      "no_speech_prob": 1.2978801193497258e-11,
      "compression_ratio": 1.138047138047138
    },
    {
      "start": 117.28,
      "end": 118.16,
      "text": "可能很小",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14963885220614345,
      "no_speech_prob": 2.940372251236667e-11,
      "compression_ratio": 1.1508771929824562
    },
    {
      "start": 118.16,
      "end": 119.84,
      "text": "这要从Moei讲起",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14963885220614345,
      "no_speech_prob": 2.940372251236667e-11,
      "compression_ratio": 1.1508771929824562
    },
    {
      "start": 119.84,
      "end": 122.26,
      "text": "Moei叫mixture of experts",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14963885220614345,
      "no_speech_prob": 2.940372251236667e-11,
      "compression_ratio": 1.1508771929824562
    },
    {
      "start": 122.26,
      "end": 123.96,
      "text": "混合专家模型",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14963885220614345,
      "no_speech_prob": 2.940372251236667e-11,
      "compression_ratio": 1.1508771929824562
    },
    {
      "start": 123.96,
      "end": 124.96,
      "text": "普通模型",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14963885220614345,
      "no_speech_prob": 2.940372251236667e-11,
      "compression_ratio": 1.1508771929824562
    },
    {
      "start": 124.96,
      "end": 127.1,
      "text": "像一个巨大的统一车间",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14963885220614345,
      "no_speech_prob": 2.940372251236667e-11,
      "compression_ratio": 1.1508771929824562
    },
    {
      "start": 127.1,
      "end": 128.58,
      "text": "每个Token进来",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14963885220614345,
      "no_speech_prob": 2.940372251236667e-11,
      "compression_ratio": 1.1508771929824562
    },
    {
      "start": 128.58,
      "end": 130.56,
      "text": "很多权重都要参与计算",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14963885220614345,
      "no_speech_prob": 2.940372251236667e-11,
      "compression_ratio": 1.1508771929824562
    },
    {
      "start": 130.56,
      "end": 134.6,
      "text": "MOE更像一座有128个小工位的工厂",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14963885220614345,
      "no_speech_prob": 2.940372251236667e-11,
      "compression_ratio": 1.1508771929824562
    },
    {
      "start": 134.6,
      "end": 135.82,
      "text": "每个Token进来",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14963885220614345,
      "no_speech_prob": 2.940372251236667e-11,
      "compression_ratio": 1.1508771929824562
    },
    {
      "start": 135.82,
      "end": 139.02,
      "text": "Router会判断这次该找哪几个专家处理",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14963885220614345,
      "no_speech_prob": 2.940372251236667e-11,
      "compression_ratio": 1.1508771929824562
    },
    {
      "start": 139.02,
      "end": 140.74,
      "text": "Gamma 4 26B",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14963885220614345,
      "no_speech_prob": 2.940372251236667e-11,
      "compression_ratio": 1.1508771929824562
    },
    {
      "start": 140.74,
      "end": 141.64,
      "text": "A4B",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14963885220614345,
      "no_speech_prob": 2.940372251236667e-11,
      "compression_ratio": 1.1508771929824562
    },
    {
      "start": 141.64,
      "end": 143.64,
      "text": "总参数是26B",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14963885220614345,
      "no_speech_prob": 2.940372251236667e-11,
      "compression_ratio": 1.1508771929824562
    },
    {
      "start": 143.64,
      "end": 145.4,
      "text": "但每个Token实际激活的",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14963885220614345,
      "no_speech_prob": 2.940372251236667e-11,
      "compression_ratio": 1.1508771929824562
    },
    {
      "start": 145.4,
      "end": 147.64,
      "text": "大約是3.88B參數",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1547009680006239,
      "no_speech_prob": 1.714728359303308e-11,
      "compression_ratio": 1.197452229299363
    },
    {
      "start": 147.64,
      "end": 149.26,
      "text": "模型名義上很大",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1547009680006239,
      "no_speech_prob": 1.714728359303308e-11,
      "compression_ratio": 1.197452229299363
    },
    {
      "start": 149.26,
      "end": 152.68,
      "text": "但每一部真正幹活的只是其中一部分",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1547009680006239,
      "no_speech_prob": 1.714728359303308e-11,
      "compression_ratio": 1.197452229299363
    },
    {
      "start": 152.68,
      "end": 156.08,
      "text": "過去這件事的好處主要體現在雲端",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1547009680006239,
      "no_speech_prob": 1.714728359303308e-11,
      "compression_ratio": 1.197452229299363
    },
    {
      "start": 156.08,
      "end": 158.82,
      "text": "模型公司可以用更大的總參數",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1547009680006239,
      "no_speech_prob": 1.714728359303308e-11,
      "compression_ratio": 1.197452229299363
    },
    {
      "start": 158.82,
      "end": 161.28,
      "text": "保持相對可控的推理成本",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1547009680006239,
      "no_speech_prob": 1.714728359303308e-11,
      "compression_ratio": 1.197452229299363
    },
    {
      "start": 161.28,
      "end": 165.82,
      "text": "可是Turbo Fieldfare把這個特性拿到了本地機器上",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1547009680006239,
      "no_speech_prob": 1.714728359303308e-11,
      "compression_ratio": 1.197452229299363
    },
    {
      "start": 165.82,
      "end": 168.6,
      "text": "既然每個Token只用幾個專家",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1547009680006239,
      "no_speech_prob": 1.714728359303308e-11,
      "compression_ratio": 1.197452229299363
    },
    {
      "start": 168.6,
      "end": 171.86,
      "text": "那為什麼要把所有專家都常駐內存",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1547009680006239,
      "no_speech_prob": 1.714728359303308e-11,
      "compression_ratio": 1.197452229299363
    },
    {
      "start": 171.86,
      "end": 174.32,
      "text": "於是他把模型拆成兩堆",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1547009680006239,
      "no_speech_prob": 1.714728359303308e-11,
      "compression_ratio": 1.197452229299363
    },
    {
      "start": 174.32,
      "end": 177.0,
      "text": "第一堆是每個Token都要用的東西",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.21024282135232522,
      "no_speech_prob": 1.62641133200081e-11,
      "compression_ratio": 1.0981818181818181
    },
    {
      "start": 177.0,
      "end": 178.5,
      "text": "比如Attention",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.21024282135232522,
      "no_speech_prob": 1.62641133200081e-11,
      "compression_ratio": 1.0981818181818181
    },
    {
      "start": 178.5,
      "end": 179.56,
      "text": "Router",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.21024282135232522,
      "no_speech_prob": 1.62641133200081e-11,
      "compression_ratio": 1.0981818181818181
    },
    {
      "start": 179.56,
      "end": 180.72,
      "text": "Embedding",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.21024282135232522,
      "no_speech_prob": 1.62641133200081e-11,
      "compression_ratio": 1.0981818181818181
    },
    {
      "start": 180.72,
      "end": 182.2,
      "text": "Shared Expert",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.21024282135232522,
      "no_speech_prob": 1.62641133200081e-11,
      "compression_ratio": 1.0981818181818181
    },
    {
      "start": 182.2,
      "end": 183.86,
      "text": "還有KVcash",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.21024282135232522,
      "no_speech_prob": 1.62641133200081e-11,
      "compression_ratio": 1.0981818181818181
    },
    {
      "start": 183.86,
      "end": 186.46,
      "text": "這一部分大約1.35級字節",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.21024282135232522,
      "no_speech_prob": 1.62641133200081e-11,
      "compression_ratio": 1.0981818181818181
    },
    {
      "start": 186.46,
      "end": 188.64,
      "text": "加上運行需要的緩存",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.21024282135232522,
      "no_speech_prob": 1.62641133200081e-11,
      "compression_ratio": 1.0981818181818181
    },
    {
      "start": 188.64,
      "end": 189.96,
      "text": "留在內存裡",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.21024282135232522,
      "no_speech_prob": 1.62641133200081e-11,
      "compression_ratio": 1.0981818181818181
    },
    {
      "start": 189.96,
      "end": 191.94,
      "text": "第二堆是專家權重",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.21024282135232522,
      "no_speech_prob": 1.62641133200081e-11,
      "compression_ratio": 1.0981818181818181
    },
    {
      "start": 191.94,
      "end": 193.14,
      "text": "30層",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.21024282135232522,
      "no_speech_prob": 1.62641133200081e-11,
      "compression_ratio": 1.0981818181818181
    },
    {
      "start": 193.14,
      "end": 195.3,
      "text": "每層128個Expert",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.21024282135232522,
      "no_speech_prob": 1.62641133200081e-11,
      "compression_ratio": 1.0981818181818181
    },
    {
      "start": 195.3,
      "end": 197.3,
      "text": "每個Expert只有幾MB",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.21024282135232522,
      "no_speech_prob": 1.62641133200081e-11,
      "compression_ratio": 1.0981818181818181
    },
    {
      "start": 197.3,
      "end": 199.12,
      "text": "加起來是主要體積",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.21024282135232522,
      "no_speech_prob": 1.62641133200081e-11,
      "compression_ratio": 1.0981818181818181
    },
    {
      "start": 199.12,
      "end": 200.98,
      "text": "這一堆不常駐內存",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.21024282135232522,
      "no_speech_prob": 1.62641133200081e-11,
      "compression_ratio": 1.0981818181818181
    },
    {
      "start": 200.98,
      "end": 202.82,
      "text": "只放在SSD上",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.21024282135232522,
      "no_speech_prob": 1.62641133200081e-11,
      "compression_ratio": 1.0981818181818181
    },
    {
      "start": 202.82,
      "end": 204.26,
      "text": "每生成一個Token",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.16548164912632535,
      "no_speech_prob": 1.2705546684199653e-11,
      "compression_ratio": 1.098639455782313
    },
    {
      "start": 204.26,
      "end": 206.02,
      "text": "模型先完成Attention",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.16548164912632535,
      "no_speech_prob": 1.2705546684199653e-11,
      "compression_ratio": 1.098639455782313
    },
    {
      "start": 206.02,
      "end": 209.76,
      "text": "再由Router決定當前程要用哪8個專家",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.16548164912632535,
      "no_speech_prob": 1.2705546684199653e-11,
      "compression_ratio": 1.098639455782313
    },
    {
      "start": 209.76,
      "end": 211.42,
      "text": "CPU接到名單之後",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.16548164912632535,
      "no_speech_prob": 1.2705546684199653e-11,
      "compression_ratio": 1.098639455782313
    },
    {
      "start": 211.42,
      "end": 213.9,
      "text": "去SSD讀取對應Expert",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.16548164912632535,
      "no_speech_prob": 1.2705546684199653e-11,
      "compression_ratio": 1.098639455782313
    },
    {
      "start": 213.9,
      "end": 216.7,
      "text": "放到GPU能看到的內存區域裡",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.16548164912632535,
      "no_speech_prob": 1.2705546684199653e-11,
      "compression_ratio": 1.098639455782313
    },
    {
      "start": 216.7,
      "end": 218.26,
      "text": "Metal接著算",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.16548164912632535,
      "no_speech_prob": 1.2705546684199653e-11,
      "compression_ratio": 1.098639455782313
    },
    {
      "start": 218.26,
      "end": 220.14,
      "text": "這個過程聽起來麻煩",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.16548164912632535,
      "no_speech_prob": 1.2705546684199653e-11,
      "compression_ratio": 1.098639455782313
    },
    {
      "start": 220.14,
      "end": 222.3,
      "text": "但關鍵在Apple Silicon",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.16548164912632535,
      "no_speech_prob": 1.2705546684199653e-11,
      "compression_ratio": 1.098639455782313
    },
    {
      "start": 222.3,
      "end": 223.58,
      "text": "傳統PC上",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.16548164912632535,
      "no_speech_prob": 1.2705546684199653e-11,
      "compression_ratio": 1.098639455782313
    },
    {
      "start": 223.58,
      "end": 227.34,
      "text": "CPU和獨立GPU通常分兩套內存",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.16548164912632535,
      "no_speech_prob": 1.2705546684199653e-11,
      "compression_ratio": 1.098639455782313
    },
    {
      "start": 227.34,
      "end": 230.62,
      "text": "SSD讀出來的數據先進系統內存",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.16548164912632535,
      "no_speech_prob": 1.2705546684199653e-11,
      "compression_ratio": 1.098639455782313
    },
    {
      "start": 230.62,
      "end": 233.82,
      "text": "再通過PCIe總線搬到顯卡VRAM",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.15619239078205863,
      "no_speech_prob": 1.46118464550149e-11,
      "compression_ratio": 1.1735015772870663
    },
    {
      "start": 233.82,
      "end": 237.82,
      "text": "模型如果每個Token都要頻繁從SSD拉權重",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.15619239078205863,
      "no_speech_prob": 1.46118464550149e-11,
      "compression_ratio": 1.1735015772870663
    },
    {
      "start": 237.82,
      "end": 241.2,
      "text": "再搬進VRAM中間的拷貝和總線延遲",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.15619239078205863,
      "no_speech_prob": 1.46118464550149e-11,
      "compression_ratio": 1.1735015772870663
    },
    {
      "start": 241.2,
      "end": 243.26,
      "text": "會直接把速度打穿",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.15619239078205863,
      "no_speech_prob": 1.46118464550149e-11,
      "compression_ratio": 1.1735015772870663
    },
    {
      "start": 243.26,
      "end": 244.7,
      "text": "數據不是不會動",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.15619239078205863,
      "no_speech_prob": 1.46118464550149e-11,
      "compression_ratio": 1.1735015772870663
    },
    {
      "start": 244.7,
      "end": 246.86,
      "text": "而是動得太慢、動得太貴",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.15619239078205863,
      "no_speech_prob": 1.46118464550149e-11,
      "compression_ratio": 1.1735015772870663
    },
    {
      "start": 246.86,
      "end": 251.0,
      "text": "Apple Silicon的統一內存架構把這個問題變小了",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.15619239078205863,
      "no_speech_prob": 1.46118464550149e-11,
      "compression_ratio": 1.1735015772870663
    },
    {
      "start": 251.0,
      "end": 254.54,
      "text": "CPU和GPU看的是同一塊物理內存",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.15619239078205863,
      "no_speech_prob": 1.46118464550149e-11,
      "compression_ratio": 1.1735015772870663
    },
    {
      "start": 254.54,
      "end": 257.04,
      "text": "CPU從SSD讀進來的數據",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.15619239078205863,
      "no_speech_prob": 1.46118464550149e-11,
      "compression_ratio": 1.1735015772870663
    },
    {
      "start": 257.04,
      "end": 260.48,
      "text": "可以直接成為GPU要用的Metal Buffer",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.15619239078205863,
      "no_speech_prob": 1.46118464550149e-11,
      "compression_ratio": 1.1735015772870663
    },
    {
      "start": 260.48,
      "end": 261.88,
      "text": "少了一次拷貝",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13130276839925636,
      "no_speech_prob": 1.649433367667541e-11,
      "compression_ratio": 1.16875
    },
    {
      "start": 261.88,
      "end": 263.78,
      "text": "少了一段總線搬運",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13130276839925636,
      "no_speech_prob": 1.649433367667541e-11,
      "compression_ratio": 1.16875
    },
    {
      "start": 263.78,
      "end": 265.88,
      "text": "也少了傳統讀顯架構裡",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13130276839925636,
      "no_speech_prob": 1.649433367667541e-11,
      "compression_ratio": 1.16875
    },
    {
      "start": 265.88,
      "end": 267.82,
      "text": "最難受的VRAM牆",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13130276839925636,
      "no_speech_prob": 1.649433367667541e-11,
      "compression_ratio": 1.16875
    },
    {
      "start": 267.82,
      "end": 270.98,
      "text": "這就是為什麼這個項目特別像一把鑰匙",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13130276839925636,
      "no_speech_prob": 1.649433367667541e-11,
      "compression_ratio": 1.16875
    },
    {
      "start": 270.98,
      "end": 274.28,
      "text": "它不是證明蘋果芯片算力天下無敵",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13130276839925636,
      "no_speech_prob": 1.649433367667541e-11,
      "compression_ratio": 1.16875
    },
    {
      "start": 274.28,
      "end": 276.58,
      "text": "而是證明Apple Silicon的結構",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13130276839925636,
      "no_speech_prob": 1.649433367667541e-11,
      "compression_ratio": 1.16875
    },
    {
      "start": 276.58,
      "end": 280.48,
      "text": "剛好適合一種邊讀邊算的本地推理路線",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13130276839925636,
      "no_speech_prob": 1.649433367667541e-11,
      "compression_ratio": 1.16875
    },
    {
      "start": 280.48,
      "end": 281.58,
      "text": "還不只這個",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13130276839925636,
      "no_speech_prob": 1.649433367667541e-11,
      "compression_ratio": 1.16875
    },
    {
      "start": 281.58,
      "end": 284.38,
      "text": "Turbo Fieldfare沒有把磁盤上的權重",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13130276839925636,
      "no_speech_prob": 1.649433367667541e-11,
      "compression_ratio": 1.16875
    },
    {
      "start": 284.38,
      "end": 286.28,
      "text": "用普通格式存著",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13130276839925636,
      "no_speech_prob": 1.649433367667541e-11,
      "compression_ratio": 1.16875
    },
    {
      "start": 286.28,
      "end": 288.78,
      "text": "等讀取之後再解包",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13130276839925636,
      "no_speech_prob": 1.649433367667541e-11,
      "compression_ratio": 1.16875
    },
    {
      "start": 288.78,
      "end": 291.34,
      "text": "再轉成GPU需要的佈局",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1460780828771457,
      "no_speech_prob": 1.2363756719813157e-11,
      "compression_ratio": 1.1472602739726028
    },
    {
      "start": 291.34,
      "end": 295.7,
      "text": "他在安裝階段就把模型重新打包成Double格式",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1460780828771457,
      "no_speech_prob": 1.2363756719813157e-11,
      "compression_ratio": 1.1472602739726028
    },
    {
      "start": 295.7,
      "end": 300.04,
      "text": "盡量讓磁盤裡的數據就是Metal kernel可以消費的樣子",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1460780828771457,
      "no_speech_prob": 1.2363756719813157e-11,
      "compression_ratio": 1.1472602739726028
    },
    {
      "start": 300.04,
      "end": 302.6,
      "text": "讀文件就是加載權重",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1460780828771457,
      "no_speech_prob": 1.2363756719813157e-11,
      "compression_ratio": 1.1472602739726028
    },
    {
      "start": 302.6,
      "end": 306.96,
      "text": "中間少一次轉換就少一次內存浪費和時間浪費",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1460780828771457,
      "no_speech_prob": 1.2363756719813157e-11,
      "compression_ratio": 1.1472602739726028
    },
    {
      "start": 306.96,
      "end": 308.24,
      "text": "他還用了緩存",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1460780828771457,
      "no_speech_prob": 1.2363756719813157e-11,
      "compression_ratio": 1.1472602739726028
    },
    {
      "start": 308.24,
      "end": 310.54,
      "text": "每一層128個expert",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1460780828771457,
      "no_speech_prob": 1.2363756719813157e-11,
      "compression_ratio": 1.1472602739726028
    },
    {
      "start": 310.54,
      "end": 313.62,
      "text": "不可能每次都從SSD讀",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1460780828771457,
      "no_speech_prob": 1.2363756719813157e-11,
      "compression_ratio": 1.1472602739726028
    },
    {
      "start": 313.62,
      "end": 316.18,
      "text": "項目給每層留了16個expert",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1460780828771457,
      "no_speech_prob": 1.2363756719813157e-11,
      "compression_ratio": 1.1472602739726028
    },
    {
      "start": 316.18,
      "end": 319.0,
      "text": "槽位常用的expert放在內存裡",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20281229752760668,
      "no_speech_prob": 1.4320621077867912e-11,
      "compression_ratio": 1.1777777777777778
    },
    {
      "start": 319.0,
      "end": 321.9,
      "text": "Router如果選中已經緩存的expert",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20281229752760668,
      "no_speech_prob": 1.4320621077867912e-11,
      "compression_ratio": 1.1777777777777778
    },
    {
      "start": 321.9,
      "end": 323.6,
      "text": "立刻就能用",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20281229752760668,
      "no_speech_prob": 1.4320621077867912e-11,
      "compression_ratio": 1.1777777777777778
    },
    {
      "start": 323.6,
      "end": 324.88,
      "text": "如果沒命中",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20281229752760668,
      "no_speech_prob": 1.4320621077867912e-11,
      "compression_ratio": 1.1777777777777778
    },
    {
      "start": 324.88,
      "end": 326.68,
      "text": "再從SSD讀取",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20281229752760668,
      "no_speech_prob": 1.4320621077867912e-11,
      "compression_ratio": 1.1777777777777778
    },
    {
      "start": 326.68,
      "end": 328.34,
      "text": "把不常用的擠出去",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20281229752760668,
      "no_speech_prob": 1.4320621077867912e-11,
      "compression_ratio": 1.1777777777777778
    },
    {
      "start": 328.34,
      "end": 329.5,
      "text": "他用的是",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20281229752760668,
      "no_speech_prob": 1.4320621077867912e-11,
      "compression_ratio": 1.1777777777777778
    },
    {
      "start": 329.5,
      "end": 330.78,
      "text": "LFU",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20281229752760668,
      "no_speech_prob": 1.4320621077867912e-11,
      "compression_ratio": 1.1777777777777778
    },
    {
      "start": 330.78,
      "end": 332.82,
      "text": "Least Frequently Used",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20281229752760668,
      "no_speech_prob": 1.4320621077867912e-11,
      "compression_ratio": 1.1777777777777778
    },
    {
      "start": 332.82,
      "end": 335.76,
      "text": "也就是踢掉使用頻率最低的專家",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20281229752760668,
      "no_speech_prob": 1.4320621077867912e-11,
      "compression_ratio": 1.1777777777777778
    },
    {
      "start": 335.76,
      "end": 338.2,
      "text": "而不是簡單踢掉最久沒用的",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20281229752760668,
      "no_speech_prob": 1.4320621077867912e-11,
      "compression_ratio": 1.1777777777777778
    },
    {
      "start": 338.2,
      "end": 339.82,
      "text": "這個選擇很重要",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20281229752760668,
      "no_speech_prob": 1.4320621077867912e-11,
      "compression_ratio": 1.1777777777777778
    },
    {
      "start": 339.82,
      "end": 342.94,
      "text": "因為MOE的路由並不是完全隨機",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.20281229752760668,
      "no_speech_prob": 1.4320621077867912e-11,
      "compression_ratio": 1.1777777777777778
    },
    {
      "start": 342.94,
      "end": 346.52,
      "text": "有些專家在很多Token上都會被反覆選中",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14696269412692503,
      "no_speech_prob": 1.7963240270257863e-11,
      "compression_ratio": 1.2355072463768115
    },
    {
      "start": 346.52,
      "end": 348.32,
      "text": "有些專家很少出現",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14696269412692503,
      "no_speech_prob": 1.7963240270257863e-11,
      "compression_ratio": 1.2355072463768115
    },
    {
      "start": 348.32,
      "end": 350.62,
      "text": "按頻率留下熱門專家",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14696269412692503,
      "no_speech_prob": 1.7963240270257863e-11,
      "compression_ratio": 1.2355072463768115
    },
    {
      "start": 350.62,
      "end": 354.2,
      "text": "比按時間留下最近專家更適合這個任務",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14696269412692503,
      "no_speech_prob": 1.7963240270257863e-11,
      "compression_ratio": 1.2355072463768115
    },
    {
      "start": 354.2,
      "end": 355.74,
      "text": "項目壓住的是",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14696269412692503,
      "no_speech_prob": 1.7963240270257863e-11,
      "compression_ratio": 1.2355072463768115
    },
    {
      "start": 355.74,
      "end": 358.56,
      "text": "語言深層的專家選擇有規律",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14696269412692503,
      "no_speech_prob": 1.7963240270257863e-11,
      "compression_ratio": 1.2355072463768115
    },
    {
      "start": 358.56,
      "end": 360.1,
      "text": "只要規律足夠強",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14696269412692503,
      "no_speech_prob": 1.7963240270257863e-11,
      "compression_ratio": 1.2355072463768115
    },
    {
      "start": 360.1,
      "end": 362.9,
      "text": "SSD讀取就不會把速度拖死",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14696269412692503,
      "no_speech_prob": 1.7963240270257863e-11,
      "compression_ratio": 1.2355072463768115
    },
    {
      "start": 362.9,
      "end": 365.98,
      "text": "所以它能做到一個很奇怪的效果",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14696269412692503,
      "no_speech_prob": 1.7963240270257863e-11,
      "compression_ratio": 1.2355072463768115
    },
    {
      "start": 365.98,
      "end": 370.08,
      "text": "明明模型大部分權重還在SSD上",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.14696269412692503,
      "no_speech_prob": 1.7963240270257863e-11,
      "compression_ratio": 1.2355072463768115
    },
    {
      "start": 370.08,
      "end": 372.84,
      "text": "实际体验却没有慢到不能用",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.10177435033461626,
      "no_speech_prob": 1.8656281380868833e-11,
      "compression_ratio": 1.2057877813504823
    },
    {
      "start": 372.84,
      "end": 375.62,
      "text": "这件事对普通用户意味着什么",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.10177435033461626,
      "no_speech_prob": 1.8656281380868833e-11,
      "compression_ratio": 1.2057877813504823
    },
    {
      "start": 375.62,
      "end": 376.3,
      "text": "第一",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.10177435033461626,
      "no_speech_prob": 1.8656281380868833e-11,
      "compression_ratio": 1.2057877813504823
    },
    {
      "start": 376.3,
      "end": 379.08,
      "text": "本地AI不一定只能靠堆硬件",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.10177435033461626,
      "no_speech_prob": 1.8656281380868833e-11,
      "compression_ratio": 1.2057877813504823
    },
    {
      "start": 379.08,
      "end": 381.16,
      "text": "过去用户想跑更好的模型",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.10177435033461626,
      "no_speech_prob": 1.8656281380868833e-11,
      "compression_ratio": 1.2057877813504823
    },
    {
      "start": 381.16,
      "end": 383.54,
      "text": "唯一办法是买更大内存",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.10177435033461626,
      "no_speech_prob": 1.8656281380868833e-11,
      "compression_ratio": 1.2057877813504823
    },
    {
      "start": 383.54,
      "end": 384.78,
      "text": "更大显存",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.10177435033461626,
      "no_speech_prob": 1.8656281380868833e-11,
      "compression_ratio": 1.2057877813504823
    },
    {
      "start": 384.78,
      "end": 385.9,
      "text": "更贵显卡",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.10177435033461626,
      "no_speech_prob": 1.8656281380868833e-11,
      "compression_ratio": 1.2057877813504823
    },
    {
      "start": 385.9,
      "end": 389.56,
      "text": "这个逻辑会把个人电脑推向数据中心的反面",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.10177435033461626,
      "no_speech_prob": 1.8656281380868833e-11,
      "compression_ratio": 1.2057877813504823
    },
    {
      "start": 389.56,
      "end": 391.14,
      "text": "云越来越强",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.10177435033461626,
      "no_speech_prob": 1.8656281380868833e-11,
      "compression_ratio": 1.2057877813504823
    },
    {
      "start": 391.14,
      "end": 393.14,
      "text": "个人设备越来越像终端",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.10177435033461626,
      "no_speech_prob": 1.8656281380868833e-11,
      "compression_ratio": 1.2057877813504823
    },
    {
      "start": 393.14,
      "end": 396.14,
      "text": "Turbo Field Fair展示的是另一条路",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.10177435033461626,
      "no_speech_prob": 1.8656281380868833e-11,
      "compression_ratio": 1.2057877813504823
    },
    {
      "start": 396.14,
      "end": 397.84,
      "text": "如果模型结构",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.10177435033461626,
      "no_speech_prob": 1.8656281380868833e-11,
      "compression_ratio": 1.2057877813504823
    },
    {
      "start": 397.84,
      "end": 398.76,
      "text": "文件布局",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.10177435033461626,
      "no_speech_prob": 1.8656281380868833e-11,
      "compression_ratio": 1.2057877813504823
    },
    {
      "start": 398.76,
      "end": 403.16,
      "text": "操作系統、芯片內存架構和運行時配合的足夠好",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1207258939743042,
      "no_speech_prob": 1.5437352784974934e-11,
      "compression_ratio": 1.1495327102803738
    },
    {
      "start": 403.16,
      "end": 406.48,
      "text": "小機器也能吃下一部分大模型能力",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1207258939743042,
      "no_speech_prob": 1.5437352784974934e-11,
      "compression_ratio": 1.1495327102803738
    },
    {
      "start": 406.48,
      "end": 408.1,
      "text": "它不是免費午餐",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1207258939743042,
      "no_speech_prob": 1.5437352784974934e-11,
      "compression_ratio": 1.1495327102803738
    },
    {
      "start": 408.1,
      "end": 410.28,
      "text": "SSD讀取有延遲模型",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1207258939743042,
      "no_speech_prob": 1.5437352784974934e-11,
      "compression_ratio": 1.1495327102803738
    },
    {
      "start": 410.28,
      "end": 414.06,
      "text": "限制在特定結構速度和雲端旗艦模型沒法比",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1207258939743042,
      "no_speech_prob": 1.5437352784974934e-11,
      "compression_ratio": 1.1495327102803738
    },
    {
      "start": 414.06,
      "end": 415.94,
      "text": "但它證明了一個方向",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1207258939743042,
      "no_speech_prob": 1.5437352784974934e-11,
      "compression_ratio": 1.1495327102803738
    },
    {
      "start": 415.94,
      "end": 419.2,
      "text": "優化路線不是只剩買更貴的GPU",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1207258939743042,
      "no_speech_prob": 1.5437352784974934e-11,
      "compression_ratio": 1.1495327102803738
    },
    {
      "start": 419.2,
      "end": 420.02,
      "text": "第二",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1207258939743042,
      "no_speech_prob": 1.5437352784974934e-11,
      "compression_ratio": 1.1495327102803738
    },
    {
      "start": 420.02,
      "end": 423.6,
      "text": "Apple Silicon的AI價值可能被低估了",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1207258939743042,
      "no_speech_prob": 1.5437352784974934e-11,
      "compression_ratio": 1.1495327102803738
    },
    {
      "start": 423.6,
      "end": 425.34,
      "text": "過去評價AI硬件",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1207258939743042,
      "no_speech_prob": 1.5437352784974934e-11,
      "compression_ratio": 1.1495327102803738
    },
    {
      "start": 425.34,
      "end": 427.04,
      "text": "大家喜歡看TOPS",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1207258939743042,
      "no_speech_prob": 1.5437352784974934e-11,
      "compression_ratio": 1.1495327102803738
    },
    {
      "start": 427.04,
      "end": 428.3,
      "text": "看GPU",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1207258939743042,
      "no_speech_prob": 1.5437352784974934e-11,
      "compression_ratio": 1.1495327102803738
    },
    {
      "start": 428.3,
      "end": 429.72,
      "text": "看顯存大小",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13961690266927082,
      "no_speech_prob": 1.648495923101123e-11,
      "compression_ratio": 1.1580547112462005
    },
    {
      "start": 429.72,
      "end": 432.6,
      "text": "蘋果在這場敘事裡經常顯得尷尬",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13961690266927082,
      "no_speech_prob": 1.648495923101123e-11,
      "compression_ratio": 1.1580547112462005
    },
    {
      "start": 432.6,
      "end": 434.22,
      "text": "它的Neural Engine很強",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13961690266927082,
      "no_speech_prob": 1.648495923101123e-11,
      "compression_ratio": 1.1580547112462005
    },
    {
      "start": 434.22,
      "end": 436.14,
      "text": "但開發生態不如Cuda",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13961690266927082,
      "no_speech_prob": 1.648495923101123e-11,
      "compression_ratio": 1.1580547112462005
    },
    {
      "start": 436.14,
      "end": 437.7,
      "text": "統一內存很漂亮",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13961690266927082,
      "no_speech_prob": 1.648495923101123e-11,
      "compression_ratio": 1.1580547112462005
    },
    {
      "start": 437.7,
      "end": 439.66,
      "text": "但高配內存價格很貴",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13961690266927082,
      "no_speech_prob": 1.648495923101123e-11,
      "compression_ratio": 1.1580547112462005
    },
    {
      "start": 439.66,
      "end": 441.92,
      "text": "Mac很適合創作和開發",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13961690266927082,
      "no_speech_prob": 1.648495923101123e-11,
      "compression_ratio": 1.1580547112462005
    },
    {
      "start": 441.92,
      "end": 443.94,
      "text": "但說到本地大模型",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13961690266927082,
      "no_speech_prob": 1.648495923101123e-11,
      "compression_ratio": 1.1580547112462005
    },
    {
      "start": 443.94,
      "end": 446.08,
      "text": "很多人還是先想到NVIDIA",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13961690266927082,
      "no_speech_prob": 1.648495923101123e-11,
      "compression_ratio": 1.1580547112462005
    },
    {
      "start": 446.08,
      "end": 449.04,
      "text": "Turbo FeelFair把問題換了一個角度",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13961690266927082,
      "no_speech_prob": 1.648495923101123e-11,
      "compression_ratio": 1.1580547112462005
    },
    {
      "start": 449.04,
      "end": 452.0,
      "text": "蘋果真正的優勢不一定是單點算力",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13961690266927082,
      "no_speech_prob": 1.648495923101123e-11,
      "compression_ratio": 1.1580547112462005
    },
    {
      "start": 452.0,
      "end": 456.28,
      "text": "而是CPU、GPU、內存、SSD、Metal",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13961690266927082,
      "no_speech_prob": 1.648495923101123e-11,
      "compression_ratio": 1.1580547112462005
    },
    {
      "start": 456.28,
      "end": 458.2,
      "text": "和系統API的整合",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.13961690266927082,
      "no_speech_prob": 1.648495923101123e-11,
      "compression_ratio": 1.1580547112462005
    },
    {
      "start": 458.2,
      "end": 460.72,
      "text": "只要工作負債設計的夠貼合",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.11970576643943787,
      "no_speech_prob": 1.3719584496252324e-11,
      "compression_ratio": 1.125
    },
    {
      "start": 460.72,
      "end": 463.68,
      "text": "它可以用更少的數據搬運換性能",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.11970576643943787,
      "no_speech_prob": 1.3719584496252324e-11,
      "compression_ratio": 1.125
    },
    {
      "start": 463.68,
      "end": 465.44,
      "text": "這和手機時代很像",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.11970576643943787,
      "no_speech_prob": 1.3719584496252324e-11,
      "compression_ratio": 1.125
    },
    {
      "start": 465.44,
      "end": 468.6,
      "text": "蘋果不一定每個硬件參數都最大",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.11970576643943787,
      "no_speech_prob": 1.3719584496252324e-11,
      "compression_ratio": 1.125
    },
    {
      "start": 468.6,
      "end": 474.14,
      "text": "但它能把芯片、系統、應用和框架整在一起",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.11970576643943787,
      "no_speech_prob": 1.3719584496252324e-11,
      "compression_ratio": 1.125
    },
    {
      "start": 474.14,
      "end": 476.38,
      "text": "讓開發者吃到一體化紅利",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.11970576643943787,
      "no_speech_prob": 1.3719584496252324e-11,
      "compression_ratio": 1.125
    },
    {
      "start": 484.854,
      "end": 490.994,
      "text": "寫作、翻譯、代碼補權、文件整理、私人知識庫、",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12343637627291393,
      "no_speech_prob": 1.6563981089512403e-11,
      "compression_ratio": 1.239864864864865
    },
    {
      "start": 491.254,
      "end": 494.334,
      "text": "離線助手、隱私敏感的資料分析",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12343637627291393,
      "no_speech_prob": 1.6563981089512403e-11,
      "compression_ratio": 1.239864864864865
    },
    {
      "start": 494.574,
      "end": 497.134,
      "text": "如果這些場景能在普通Mac上運行",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12343637627291393,
      "no_speech_prob": 1.6563981089512403e-11,
      "compression_ratio": 1.239864864864865
    },
    {
      "start": 497.654,
      "end": 499.194,
      "text": "蘋果就不是旁觀者",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12343637627291393,
      "no_speech_prob": 1.6563981089512403e-11,
      "compression_ratio": 1.239864864864865
    },
    {
      "start": 499.694,
      "end": 500.214,
      "text": "第三",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12343637627291393,
      "no_speech_prob": 1.6563981089512403e-11,
      "compression_ratio": 1.239864864864865
    },
    {
      "start": 500.474,
      "end": 503.034,
      "text": "雲端AI的壟斷感會被削弱",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12343637627291393,
      "no_speech_prob": 1.6563981089512403e-11,
      "compression_ratio": 1.239864864864865
    },
    {
      "start": 503.294,
      "end": 505.854,
      "text": "過去AI服務天然集中在雲端",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12343637627291393,
      "no_speech_prob": 1.6563981089512403e-11,
      "compression_ratio": 1.239864864864865
    },
    {
      "start": 506.094,
      "end": 507.134,
      "text": "因為模型太大",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12343637627291393,
      "no_speech_prob": 1.6563981089512403e-11,
      "compression_ratio": 1.239864864864865
    },
    {
      "start": 507.374,
      "end": 508.154,
      "text": "推理太貴",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12343637627291393,
      "no_speech_prob": 1.6563981089512403e-11,
      "compression_ratio": 1.239864864864865
    },
    {
      "start": 508.414,
      "end": 509.694,
      "text": "用戶設備跑不動",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12343637627291393,
      "no_speech_prob": 1.6563981089512403e-11,
      "compression_ratio": 1.239864864864865
    },
    {
      "start": 509.934,
      "end": 511.734,
      "text": "集中在雲端就帶來幾個問題",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12343637627291393,
      "no_speech_prob": 1.6563981089512403e-11,
      "compression_ratio": 1.239864864864865
    },
    {
      "start": 511.994,
      "end": 513.274,
      "text": "數據要上傳",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12343637627291393,
      "no_speech_prob": 1.6563981089512403e-11,
      "compression_ratio": 1.239864864864865
    },
    {
      "start": 513.534,
      "end": 514.554,
      "text": "隱私要交出去",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12343637627291393,
      "no_speech_prob": 1.6563981089512403e-11,
      "compression_ratio": 1.239864864864865
    },
    {
      "start": 514.554,
      "end": 516.154,
      "text": "订阅费要长期付",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.10046175651743933,
      "no_speech_prob": 1.557679853159133e-11,
      "compression_ratio": 1.2709030100334449
    },
    {
      "start": 516.154,
      "end": 517.874,
      "text": "网络断了就没法用",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.10046175651743933,
      "no_speech_prob": 1.557679853159133e-11,
      "compression_ratio": 1.2709030100334449
    },
    {
      "start": 517.874,
      "end": 519.354,
      "text": "模型公司改规则",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.10046175651743933,
      "no_speech_prob": 1.557679853159133e-11,
      "compression_ratio": 1.2709030100334449
    },
    {
      "start": 519.354,
      "end": 520.834,
      "text": "用户只能接受",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.10046175651743933,
      "no_speech_prob": 1.557679853159133e-11,
      "compression_ratio": 1.2709030100334449
    },
    {
      "start": 520.834,
      "end": 521.654,
      "text": "本地AI",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.10046175651743933,
      "no_speech_prob": 1.557679853159133e-11,
      "compression_ratio": 1.2709030100334449
    },
    {
      "start": 521.654,
      "end": 523.094,
      "text": "如果慢慢可用",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.10046175651743933,
      "no_speech_prob": 1.557679853159133e-11,
      "compression_ratio": 1.2709030100334449
    },
    {
      "start": 523.094,
      "end": 525.074,
      "text": "用户会多一个选择",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.10046175651743933,
      "no_speech_prob": 1.557679853159133e-11,
      "compression_ratio": 1.2709030100334449
    },
    {
      "start": 525.074,
      "end": 526.954,
      "text": "不是所有任务都要上云",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.10046175651743933,
      "no_speech_prob": 1.557679853159133e-11,
      "compression_ratio": 1.2709030100334449
    },
    {
      "start": 526.954,
      "end": 528.074,
      "text": "私人笔记",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.10046175651743933,
      "no_speech_prob": 1.557679853159133e-11,
      "compression_ratio": 1.2709030100334449
    },
    {
      "start": 528.074,
      "end": 529.494,
      "text": "公司内部文档",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.10046175651743933,
      "no_speech_prob": 1.557679853159133e-11,
      "compression_ratio": 1.2709030100334449
    },
    {
      "start": 529.494,
      "end": 530.914,
      "text": "离线代码助手",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.10046175651743933,
      "no_speech_prob": 1.557679853159133e-11,
      "compression_ratio": 1.2709030100334449
    },
    {
      "start": 530.914,
      "end": 531.974,
      "text": "本地搜索",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.10046175651743933,
      "no_speech_prob": 1.557679853159133e-11,
      "compression_ratio": 1.2709030100334449
    },
    {
      "start": 531.974,
      "end": 533.174,
      "text": "个人自动化",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.10046175651743933,
      "no_speech_prob": 1.557679853159133e-11,
      "compression_ratio": 1.2709030100334449
    },
    {
      "start": 533.174,
      "end": 536.114,
      "text": "这些场景其实很适合在设备端完成",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.10046175651743933,
      "no_speech_prob": 1.557679853159133e-11,
      "compression_ratio": 1.2709030100334449
    },
    {
      "start": 536.114,
      "end": 537.934,
      "text": "云端负责最强模型",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.10046175651743933,
      "no_speech_prob": 1.557679853159133e-11,
      "compression_ratio": 1.2709030100334449
    },
    {
      "start": 537.934,
      "end": 539.474,
      "text": "本地负责高频",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.10046175651743933,
      "no_speech_prob": 1.557679853159133e-11,
      "compression_ratio": 1.2709030100334449
    },
    {
      "start": 539.474,
      "end": 540.274,
      "text": "隐私",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.10046175651743933,
      "no_speech_prob": 1.557679853159133e-11,
      "compression_ratio": 1.2709030100334449
    },
    {
      "start": 540.274,
      "end": 542.054,
      "text": "低成本和机式响应",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.10046175651743933,
      "no_speech_prob": 1.557679853159133e-11,
      "compression_ratio": 1.2709030100334449
    },
    {
      "start": 542.054,
      "end": 543.754,
      "text": "这会改变产品形态",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.10046175651743933,
      "no_speech_prob": 1.557679853159133e-11,
      "compression_ratio": 1.2709030100334449
    },
    {
      "start": 543.754,
      "end": 547.594,
      "text": "未來AI助手可能不是一個純雲端聊天窗口",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08739570292030893,
      "no_speech_prob": 1.4401940577613015e-11,
      "compression_ratio": 1.3181818181818181
    },
    {
      "start": 547.594,
      "end": 549.294,
      "text": "而是一套混合系統",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08739570292030893,
      "no_speech_prob": 1.4401940577613015e-11,
      "compression_ratio": 1.3181818181818181
    },
    {
      "start": 549.294,
      "end": 550.994,
      "text": "簡單任務本地完成",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08739570292030893,
      "no_speech_prob": 1.4401940577613015e-11,
      "compression_ratio": 1.3181818181818181
    },
    {
      "start": 550.994,
      "end": 552.634,
      "text": "複雜任務再上雲",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08739570292030893,
      "no_speech_prob": 1.4401940577613015e-11,
      "compression_ratio": 1.3181818181818181
    },
    {
      "start": 552.634,
      "end": 554.734,
      "text": "敏感文件本地分析",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08739570292030893,
      "no_speech_prob": 1.4401940577613015e-11,
      "compression_ratio": 1.3181818181818181
    },
    {
      "start": 554.734,
      "end": 556.674,
      "text": "公開資料雲端補充",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08739570292030893,
      "no_speech_prob": 1.4401940577613015e-11,
      "compression_ratio": 1.3181818181818181
    },
    {
      "start": 556.674,
      "end": 558.914,
      "text": "離線場景用本地模型",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08739570292030893,
      "no_speech_prob": 1.4401940577613015e-11,
      "compression_ratio": 1.3181818181818181
    },
    {
      "start": 558.914,
      "end": 560.774,
      "text": "聯網場景用大模型",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08739570292030893,
      "no_speech_prob": 1.4401940577613015e-11,
      "compression_ratio": 1.3181818181818181
    },
    {
      "start": 560.774,
      "end": 562.854,
      "text": "用戶感覺不到背後切換",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08739570292030893,
      "no_speech_prob": 1.4401940577613015e-11,
      "compression_ratio": 1.3181818181818181
    },
    {
      "start": 562.854,
      "end": 564.614,
      "text": "只知道電腦更聰明了",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08739570292030893,
      "no_speech_prob": 1.4401940577613015e-11,
      "compression_ratio": 1.3181818181818181
    },
    {
      "start": 564.614,
      "end": 566.934,
      "text": "這也是蘋果真正想要的方向",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08739570292030893,
      "no_speech_prob": 1.4401940577613015e-11,
      "compression_ratio": 1.3181818181818181
    },
    {
      "start": 566.934,
      "end": 569.154,
      "text": "蘋果不會輕易把用戶數據",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08739570292030893,
      "no_speech_prob": 1.4401940577613015e-11,
      "compression_ratio": 1.3181818181818181
    },
    {
      "start": 569.154,
      "end": 570.974,
      "text": "全部交給第三方雲模型",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08739570292030893,
      "no_speech_prob": 1.4401940577613015e-11,
      "compression_ratio": 1.3181818181818181
    },
    {
      "start": 570.974,
      "end": 574.814,
      "text": "他更喜欢把智能功能藏进设备和系统",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08939593961869163,
      "no_speech_prob": 1.2726951437169731e-11,
      "compression_ratio": 1.1968253968253968
    },
    {
      "start": 574.814,
      "end": 579.274,
      "text": "Apple Intelligence的战略一直强调设备端处理和隐私边界",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08939593961869163,
      "no_speech_prob": 1.2726951437169731e-11,
      "compression_ratio": 1.1968253968253968
    },
    {
      "start": 579.274,
      "end": 580.534,
      "text": "问题在于",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08939593961869163,
      "no_speech_prob": 1.2726951437169731e-11,
      "compression_ratio": 1.1968253968253968
    },
    {
      "start": 580.534,
      "end": 582.834,
      "text": "设备端模型能力如果太弱",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08939593961869163,
      "no_speech_prob": 1.2726951437169731e-11,
      "compression_ratio": 1.1968253968253968
    },
    {
      "start": 582.834,
      "end": 585.074,
      "text": "体验就会被云端模型拉开",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08939593961869163,
      "no_speech_prob": 1.2726951437169731e-11,
      "compression_ratio": 1.1968253968253968
    },
    {
      "start": 585.074,
      "end": 586.494,
      "text": "Turbo Fieldfare",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08939593961869163,
      "no_speech_prob": 1.2726951437169731e-11,
      "compression_ratio": 1.1968253968253968
    },
    {
      "start": 586.494,
      "end": 590.054,
      "text": "这种项目说明设备端的能力上限",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08939593961869163,
      "no_speech_prob": 1.2726951437169731e-11,
      "compression_ratio": 1.1968253968253968
    },
    {
      "start": 590.054,
      "end": 591.634,
      "text": "还有很多工程空间",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08939593961869163,
      "no_speech_prob": 1.2726951437169731e-11,
      "compression_ratio": 1.1968253968253968
    },
    {
      "start": 591.634,
      "end": 593.834,
      "text": "这里要把苹果的处境讲透",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08939593961869163,
      "no_speech_prob": 1.2726951437169731e-11,
      "compression_ratio": 1.1968253968253968
    },
    {
      "start": 593.834,
      "end": 595.574,
      "text": "AI这轮浪潮里",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08939593961869163,
      "no_speech_prob": 1.2726951437169731e-11,
      "compression_ratio": 1.1968253968253968
    },
    {
      "start": 595.574,
      "end": 597.354,
      "text": "苹果一直显得慢半排",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08939593961869163,
      "no_speech_prob": 1.2726951437169731e-11,
      "compression_ratio": 1.1968253968253968
    },
    {
      "start": 597.354,
      "end": 599.474,
      "text": "OpenAI抢走聊天入口",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08939593961869163,
      "no_speech_prob": 1.2726951437169731e-11,
      "compression_ratio": 1.1968253968253968
    },
    {
      "start": 599.474,
      "end": 601.514,
      "text": "Google抢搜索和Android",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0982299226053645,
      "no_speech_prob": 1.2099835890178046e-11,
      "compression_ratio": 1.1391304347826088
    },
    {
      "start": 601.514,
      "end": 604.914,
      "text": "Microsoft把Copilot塞进Windows和Office",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0982299226053645,
      "no_speech_prob": 1.2099835890178046e-11,
      "compression_ratio": 1.1391304347826088
    },
    {
      "start": 604.914,
      "end": 606.734,
      "text": "NVIDIA拿走算力叙事",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0982299226053645,
      "no_speech_prob": 1.2099835890178046e-11,
      "compression_ratio": 1.1391304347826088
    },
    {
      "start": 606.734,
      "end": 609.394,
      "text": "苹果虽然发布Apple Intelligence",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0982299226053645,
      "no_speech_prob": 1.2099835890178046e-11,
      "compression_ratio": 1.1391304347826088
    },
    {
      "start": 609.394,
      "end": 611.894,
      "text": "但市场反应一直不算兴奋",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0982299226053645,
      "no_speech_prob": 1.2099835890178046e-11,
      "compression_ratio": 1.1391304347826088
    },
    {
      "start": 611.894,
      "end": 613.194,
      "text": "原因很简单",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0982299226053645,
      "no_speech_prob": 1.2099835890178046e-11,
      "compression_ratio": 1.1391304347826088
    },
    {
      "start": 613.194,
      "end": 616.894,
      "text": "苹果不是靠开放API和云模型赚钱的公司",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0982299226053645,
      "no_speech_prob": 1.2099835890178046e-11,
      "compression_ratio": 1.1391304347826088
    },
    {
      "start": 616.894,
      "end": 619.914,
      "text": "它擅长的是把能力变成系统体验",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0982299226053645,
      "no_speech_prob": 1.2099835890178046e-11,
      "compression_ratio": 1.1391304347826088
    },
    {
      "start": 619.914,
      "end": 622.994,
      "text": "可大模型初期最耀眼的能力都在云端",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0982299226053645,
      "no_speech_prob": 1.2099835890178046e-11,
      "compression_ratio": 1.1391304347826088
    },
    {
      "start": 622.994,
      "end": 625.514,
      "text": "苹果的优势一时很难展示",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0982299226053645,
      "no_speech_prob": 1.2099835890178046e-11,
      "compression_ratio": 1.1391304347826088
    },
    {
      "start": 625.514,
      "end": 627.914,
      "text": "Turbo Fieldfare这类项目的意义",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0982299226053645,
      "no_speech_prob": 1.2099835890178046e-11,
      "compression_ratio": 1.1391304347826088
    },
    {
      "start": 627.914,
      "end": 628.894,
      "text": "就在于",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0982299226053645,
      "no_speech_prob": 1.2099835890178046e-11,
      "compression_ratio": 1.1391304347826088
    },
    {
      "start": 628.894,
      "end": 631.454,
      "text": "它让苹果的优势重新有用",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08115896364537681,
      "no_speech_prob": 1.4791098901234534e-11,
      "compression_ratio": 1.1666666666666667
    },
    {
      "start": 631.454,
      "end": 634.714,
      "text": "如果AI的未来只是谁有最大数据中心",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08115896364537681,
      "no_speech_prob": 1.4791098901234534e-11,
      "compression_ratio": 1.1666666666666667
    },
    {
      "start": 634.714,
      "end": 636.754,
      "text": "苹果确实不占足场",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08115896364537681,
      "no_speech_prob": 1.4791098901234534e-11,
      "compression_ratio": 1.1666666666666667
    },
    {
      "start": 636.754,
      "end": 639.314,
      "text": "它没有NVIDIA那种GPU生态",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08115896364537681,
      "no_speech_prob": 1.4791098901234534e-11,
      "compression_ratio": 1.1666666666666667
    },
    {
      "start": 639.314,
      "end": 643.354,
      "text": "也没有Microsoft Azure或Google Cloud那种云入口",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08115896364537681,
      "no_speech_prob": 1.4791098901234534e-11,
      "compression_ratio": 1.1666666666666667
    },
    {
      "start": 643.354,
      "end": 647.094,
      "text": "但如果未来一部分AI工作要回到设备端",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08115896364537681,
      "no_speech_prob": 1.4791098901234534e-11,
      "compression_ratio": 1.1666666666666667
    },
    {
      "start": 647.094,
      "end": 649.374,
      "text": "苹果手里的筹码就多了",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08115896364537681,
      "no_speech_prob": 1.4791098901234534e-11,
      "compression_ratio": 1.1666666666666667
    },
    {
      "start": 649.374,
      "end": 650.654,
      "text": "它有统一内存",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08115896364537681,
      "no_speech_prob": 1.4791098901234534e-11,
      "compression_ratio": 1.1666666666666667
    },
    {
      "start": 650.654,
      "end": 651.834,
      "text": "有自研芯片",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08115896364537681,
      "no_speech_prob": 1.4791098901234534e-11,
      "compression_ratio": 1.1666666666666667
    },
    {
      "start": 651.834,
      "end": 652.654,
      "text": "有Metal",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08115896364537681,
      "no_speech_prob": 1.4791098901234534e-11,
      "compression_ratio": 1.1666666666666667
    },
    {
      "start": 652.654,
      "end": 654.494,
      "text": "有强控制的操作系统",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08115896364537681,
      "no_speech_prob": 1.4791098901234534e-11,
      "compression_ratio": 1.1666666666666667
    },
    {
      "start": 654.494,
      "end": 656.094,
      "text": "有高端用户设备",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08115896364537681,
      "no_speech_prob": 1.4791098901234534e-11,
      "compression_ratio": 1.1666666666666667
    },
    {
      "start": 656.094,
      "end": 659.514,
      "text": "也有一群愿意花钱买稳定体验的用户",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0824840818132673,
      "no_speech_prob": 1.462673385188573e-11,
      "compression_ratio": 1.2604501607717042
    },
    {
      "start": 659.514,
      "end": 662.514,
      "text": "这件事最适合用一个普通场景理解",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0824840818132673,
      "no_speech_prob": 1.462673385188573e-11,
      "compression_ratio": 1.2604501607717042
    },
    {
      "start": 662.514,
      "end": 665.194,
      "text": "一个用户坐在飞机上没有网路",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0824840818132673,
      "no_speech_prob": 1.462673385188573e-11,
      "compression_ratio": 1.2604501607717042
    },
    {
      "start": 665.194,
      "end": 667.534,
      "text": "想让电脑整理本地笔记",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0824840818132673,
      "no_speech_prob": 1.462673385188573e-11,
      "compression_ratio": 1.2604501607717042
    },
    {
      "start": 667.534,
      "end": 668.814,
      "text": "总结PDF",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0824840818132673,
      "no_speech_prob": 1.462673385188573e-11,
      "compression_ratio": 1.2604501607717042
    },
    {
      "start": 668.814,
      "end": 670.394,
      "text": "查找项目文档",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0824840818132673,
      "no_speech_prob": 1.462673385188573e-11,
      "compression_ratio": 1.2604501607717042
    },
    {
      "start": 670.394,
      "end": 672.214,
      "text": "生成一段邮件草稿",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0824840818132673,
      "no_speech_prob": 1.462673385188573e-11,
      "compression_ratio": 1.2604501607717042
    },
    {
      "start": 672.214,
      "end": 674.414,
      "text": "如果所有AI都依赖云端",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0824840818132673,
      "no_speech_prob": 1.462673385188573e-11,
      "compression_ratio": 1.2604501607717042
    },
    {
      "start": 674.414,
      "end": 676.814,
      "text": "这些任务马上变成半残废",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0824840818132673,
      "no_speech_prob": 1.462673385188573e-11,
      "compression_ratio": 1.2604501607717042
    },
    {
      "start": 676.814,
      "end": 680.194,
      "text": "可是如果Mac本地能跑一个够用的模型",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0824840818132673,
      "no_speech_prob": 1.462673385188573e-11,
      "compression_ratio": 1.2604501607717042
    },
    {
      "start": 680.194,
      "end": 682.314,
      "text": "很多事情就能直接做",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0824840818132673,
      "no_speech_prob": 1.462673385188573e-11,
      "compression_ratio": 1.2604501607717042
    },
    {
      "start": 682.314,
      "end": 683.934,
      "text": "速度不一定顶级",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0824840818132673,
      "no_speech_prob": 1.462673385188573e-11,
      "compression_ratio": 1.2604501607717042
    },
    {
      "start": 683.934,
      "end": 685.674,
      "text": "能力不一定最强",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.0824840818132673,
      "no_speech_prob": 1.462673385188573e-11,
      "compression_ratio": 1.2604501607717042
    },
    {
      "start": 685.674,
      "end": 689.094,
      "text": "但它能离线、私密、低延迟",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.06888804810770442,
      "no_speech_prob": 1.1240060965311827e-11,
      "compression_ratio": 1.2781456953642385
    },
    {
      "start": 689.094,
      "end": 692.094,
      "text": "而且不需要每次把资料传出去",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.06888804810770442,
      "no_speech_prob": 1.1240060965311827e-11,
      "compression_ratio": 1.2781456953642385
    },
    {
      "start": 692.094,
      "end": 693.654,
      "text": "对企业也是一样",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.06888804810770442,
      "no_speech_prob": 1.1240060965311827e-11,
      "compression_ratio": 1.2781456953642385
    },
    {
      "start": 693.654,
      "end": 696.014,
      "text": "很多公司不是不想用AI",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.06888804810770442,
      "no_speech_prob": 1.1240060965311827e-11,
      "compression_ratio": 1.2781456953642385
    },
    {
      "start": 696.014,
      "end": 699.654,
      "text": "而是不敢把内部资料全部丢给外部API",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.06888804810770442,
      "no_speech_prob": 1.1240060965311827e-11,
      "compression_ratio": 1.2781456953642385
    },
    {
      "start": 699.654,
      "end": 705.074,
      "text": "法律合同、原代码、客户数据、医疗资料、财务表格",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.06888804810770442,
      "no_speech_prob": 1.1240060965311827e-11,
      "compression_ratio": 1.2781456953642385
    },
    {
      "start": 705.074,
      "end": 706.654,
      "text": "这些内容一旦上传",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.06888804810770442,
      "no_speech_prob": 1.1240060965311827e-11,
      "compression_ratio": 1.2781456953642385
    },
    {
      "start": 706.654,
      "end": 711.154,
      "text": "就牵涉权限、审计、地区合规和数据泄漏风险",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.06888804810770442,
      "no_speech_prob": 1.1240060965311827e-11,
      "compression_ratio": 1.2781456953642385
    },
    {
      "start": 711.254,
      "end": 715.514,
      "text": "如果本地或私有设备端模型能处理一部分任务",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.06888804810770442,
      "no_speech_prob": 1.1240060965311827e-11,
      "compression_ratio": 1.2781456953642385
    },
    {
      "start": 715.514,
      "end": 717.894,
      "text": "企业的AI使用门槛会下降",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08809365789874707,
      "no_speech_prob": 1.3359584272176761e-11,
      "compression_ratio": 1.1946308724832215
    },
    {
      "start": 717.894,
      "end": 721.474,
      "text": "它不需要替代GPT5这种旗舰模型",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08809365789874707,
      "no_speech_prob": 1.3359584272176761e-11,
      "compression_ratio": 1.1946308724832215
    },
    {
      "start": 721.474,
      "end": 725.014,
      "text": "只要把70%的日常任务吃下来",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08809365789874707,
      "no_speech_prob": 1.3359584272176761e-11,
      "compression_ratio": 1.1946308724832215
    },
    {
      "start": 725.014,
      "end": 726.674,
      "text": "价值就已经很大",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08809365789874707,
      "no_speech_prob": 1.3359584272176761e-11,
      "compression_ratio": 1.1946308724832215
    },
    {
      "start": 726.674,
      "end": 728.754,
      "text": "这也是为什么二级字节内存",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08809365789874707,
      "no_speech_prob": 1.3359584272176761e-11,
      "compression_ratio": 1.1946308724832215
    },
    {
      "start": 728.754,
      "end": 730.674,
      "text": "这个数字有流量潜力",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08809365789874707,
      "no_speech_prob": 1.3359584272176761e-11,
      "compression_ratio": 1.1946308724832215
    },
    {
      "start": 730.674,
      "end": 733.554,
      "text": "它让观众立刻听懂一个变化",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08809365789874707,
      "no_speech_prob": 1.3359584272176761e-11,
      "compression_ratio": 1.1946308724832215
    },
    {
      "start": 733.554,
      "end": 736.714,
      "text": "AI不再只属于云端巨头",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08809365789874707,
      "no_speech_prob": 1.3359584272176761e-11,
      "compression_ratio": 1.1946308724832215
    },
    {
      "start": 736.714,
      "end": 739.534,
      "text": "哪怕这个结论现在还不能完全成立",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08809365789874707,
      "no_speech_prob": 1.3359584272176761e-11,
      "compression_ratio": 1.1946308724832215
    },
    {
      "start": 739.534,
      "end": 741.494,
      "text": "它已经打开想象空间",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08809365789874707,
      "no_speech_prob": 1.3359584272176761e-11,
      "compression_ratio": 1.1946308724832215
    },
    {
      "start": 741.494,
      "end": 743.694,
      "text": "但这件事不能吹过头",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08809365789874707,
      "no_speech_prob": 1.3359584272176761e-11,
      "compression_ratio": 1.1946308724832215
    },
    {
      "start": 743.694,
      "end": 746.074,
      "text": "Turbo Fieldfare不是通用魔法",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14648139476776123,
      "no_speech_prob": 1.5257245120081642e-11,
      "compression_ratio": 1.1023102310231023
    },
    {
      "start": 746.074,
      "end": 750.634,
      "text": "它目前主要针对Gemma 426BA4B文本推理",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14648139476776123,
      "no_speech_prob": 1.5257245120081642e-11,
      "compression_ratio": 1.1023102310231023
    },
    {
      "start": 750.634,
      "end": 753.274,
      "text": "不支持图像、音频、视频",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14648139476776123,
      "no_speech_prob": 1.5257245120081642e-11,
      "compression_ratio": 1.1023102310231023
    },
    {
      "start": 753.274,
      "end": 755.694,
      "text": "也不是一个完整的Agent系统",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14648139476776123,
      "no_speech_prob": 1.5257245120081642e-11,
      "compression_ratio": 1.1023102310231023
    },
    {
      "start": 755.694,
      "end": 757.774,
      "text": "项目Redmi也写得很清楚",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14648139476776123,
      "no_speech_prob": 1.5257245120081642e-11,
      "compression_ratio": 1.1023102310231023
    },
    {
      "start": 757.774,
      "end": 759.614,
      "text": "它是Model Specific",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14648139476776123,
      "no_speech_prob": 1.5257245120081642e-11,
      "compression_ratio": 1.1023102310231023
    },
    {
      "start": 759.614,
      "end": 763.714,
      "text": "不是MLX或Lama.CPP那种通用包装器",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14648139476776123,
      "no_speech_prob": 1.5257245120081642e-11,
      "compression_ratio": 1.1023102310231023
    },
    {
      "start": 763.714,
      "end": 765.594,
      "text": "换模型不一定能照搬",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14648139476776123,
      "no_speech_prob": 1.5257245120081642e-11,
      "compression_ratio": 1.1023102310231023
    },
    {
      "start": 765.594,
      "end": 767.654,
      "text": "换硬件也不一定成立",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14648139476776123,
      "no_speech_prob": 1.5257245120081642e-11,
      "compression_ratio": 1.1023102310231023
    },
    {
      "start": 767.654,
      "end": 769.294,
      "text": "它需要Apple Silicon",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14648139476776123,
      "no_speech_prob": 1.5257245120081642e-11,
      "compression_ratio": 1.1023102310231023
    },
    {
      "start": 769.294,
      "end": 771.234,
      "text": "需要MacOS 26",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14648139476776123,
      "no_speech_prob": 1.5257245120081642e-11,
      "compression_ratio": 1.1023102310231023
    },
    {
      "start": 771.234,
      "end": 772.374,
      "text": "Metal 4",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14648139476776123,
      "no_speech_prob": 1.5257245120081642e-11,
      "compression_ratio": 1.1023102310231023
    },
    {
      "start": 772.374,
      "end": 776.534,
      "text": "Swift 6.2还需要足够的SSD空间",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1008861820872237,
      "no_speech_prob": 1.473325801637504e-11,
      "compression_ratio": 1.1070234113712374
    },
    {
      "start": 776.534,
      "end": 778.354,
      "text": "它还有一个限时限制",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1008861820872237,
      "no_speech_prob": 1.473325801637504e-11,
      "compression_ratio": 1.1070234113712374
    },
    {
      "start": 778.354,
      "end": 780.354,
      "text": "SSD不是内存",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1008861820872237,
      "no_speech_prob": 1.473325801637504e-11,
      "compression_ratio": 1.1070234113712374
    },
    {
      "start": 780.354,
      "end": 783.354,
      "text": "SSD再快也比内存慢得多",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1008861820872237,
      "no_speech_prob": 1.473325801637504e-11,
      "compression_ratio": 1.1070234113712374
    },
    {
      "start": 783.354,
      "end": 785.794,
      "text": "频繁读取权重会带来延迟",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1008861820872237,
      "no_speech_prob": 1.473325801637504e-11,
      "compression_ratio": 1.1070234113712374
    },
    {
      "start": 785.794,
      "end": 788.674,
      "text": "也可能增加能耗和存储磨损",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1008861820872237,
      "no_speech_prob": 1.473325801637504e-11,
      "compression_ratio": 1.1070234113712374
    },
    {
      "start": 788.674,
      "end": 790.634,
      "text": "缓存命中率如果不好",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1008861820872237,
      "no_speech_prob": 1.473325801637504e-11,
      "compression_ratio": 1.1070234113712374
    },
    {
      "start": 790.634,
      "end": 791.914,
      "text": "速度就会掉",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1008861820872237,
      "no_speech_prob": 1.473325801637504e-11,
      "compression_ratio": 1.1070234113712374
    },
    {
      "start": 791.914,
      "end": 793.194,
      "text": "掌上下文",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1008861820872237,
      "no_speech_prob": 1.473325801637504e-11,
      "compression_ratio": 1.1070234113712374
    },
    {
      "start": 793.194,
      "end": 794.334,
      "text": "复杂提示",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1008861820872237,
      "no_speech_prob": 1.473325801637504e-11,
      "compression_ratio": 1.1070234113712374
    },
    {
      "start": 794.334,
      "end": 796.394,
      "text": "多轮对话并发请求",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1008861820872237,
      "no_speech_prob": 1.473325801637504e-11,
      "compression_ratio": 1.1070234113712374
    },
    {
      "start": 796.394,
      "end": 798.074,
      "text": "都会挑战这套设计",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1008861820872237,
      "no_speech_prob": 1.473325801637504e-11,
      "compression_ratio": 1.1070234113712374
    },
    {
      "start": 798.074,
      "end": 800.014,
      "text": "视频里的23TOKENS",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1008861820872237,
      "no_speech_prob": 1.473325801637504e-11,
      "compression_ratio": 1.1070234113712374
    },
    {
      "start": 800.014,
      "end": 802.054,
      "text": "是M3MAX上的演示",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1008861820872237,
      "no_speech_prob": 1.473325801637504e-11,
      "compression_ratio": 1.1070234113712374
    },
    {
      "start": 802.054,
      "end": 803.414,
      "text": "8集字節MR",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14498781713639727,
      "no_speech_prob": 1.7053865264404777e-11,
      "compression_ratio": 1.1395348837209303
    },
    {
      "start": 803.414,
      "end": 806.014,
      "text": "MacBook Air的5到6Token",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14498781713639727,
      "no_speech_prob": 1.7053865264404777e-11,
      "compression_ratio": 1.1395348837209303
    },
    {
      "start": 806.014,
      "end": 808.934,
      "text": "更接近低配用戶会看到的体验",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14498781713639727,
      "no_speech_prob": 1.7053865264404777e-11,
      "compression_ratio": 1.1395348837209303
    },
    {
      "start": 808.934,
      "end": 811.074,
      "text": "能用不等于湿滑",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14498781713639727,
      "no_speech_prob": 1.7053865264404777e-11,
      "compression_ratio": 1.1395348837209303
    },
    {
      "start": 811.074,
      "end": 812.774,
      "text": "所以正确的判断",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14498781713639727,
      "no_speech_prob": 1.7053865264404777e-11,
      "compression_ratio": 1.1395348837209303
    },
    {
      "start": 812.774,
      "end": 813.994,
      "text": "不是MacBook",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14498781713639727,
      "no_speech_prob": 1.7053865264404777e-11,
      "compression_ratio": 1.1395348837209303
    },
    {
      "start": 813.994,
      "end": 815.734,
      "text": "从此取代云GPU",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14498781713639727,
      "no_speech_prob": 1.7053865264404777e-11,
      "compression_ratio": 1.1395348837209303
    },
    {
      "start": 815.734,
      "end": 818.634,
      "text": "而是本地AI的下限被抬高了",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14498781713639727,
      "no_speech_prob": 1.7053865264404777e-11,
      "compression_ratio": 1.1395348837209303
    },
    {
      "start": 818.634,
      "end": 819.834,
      "text": "这已经很重要",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14498781713639727,
      "no_speech_prob": 1.7053865264404777e-11,
      "compression_ratio": 1.1395348837209303
    },
    {
      "start": 819.834,
      "end": 822.674,
      "text": "还要补一个容易被忽略的成本账",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14498781713639727,
      "no_speech_prob": 1.7053865264404777e-11,
      "compression_ratio": 1.1395348837209303
    },
    {
      "start": 822.674,
      "end": 825.114,
      "text": "云端AI看起来省心",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14498781713639727,
      "no_speech_prob": 1.7053865264404777e-11,
      "compression_ratio": 1.1395348837209303
    },
    {
      "start": 825.114,
      "end": 827.594,
      "text": "但它的成本是持续性的",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14498781713639727,
      "no_speech_prob": 1.7053865264404777e-11,
      "compression_ratio": 1.1395348837209303
    },
    {
      "start": 827.594,
      "end": 829.314,
      "text": "用户每个月付订阅",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14498781713639727,
      "no_speech_prob": 1.7053865264404777e-11,
      "compression_ratio": 1.1395348837209303
    },
    {
      "start": 829.314,
      "end": 831.274,
      "text": "开发者按Token付费",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.14498781713639727,
      "no_speech_prob": 1.7053865264404777e-11,
      "compression_ratio": 1.1395348837209303
    },
    {
      "start": 831.274,
      "end": 833.854,
      "text": "企业按席位和调用量付钱",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12642513513565062,
      "no_speech_prob": 1.3073454645240457e-11,
      "compression_ratio": 1.298932384341637
    },
    {
      "start": 833.854,
      "end": 836.054,
      "text": "用的越多账单越高",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12642513513565062,
      "no_speech_prob": 1.3073454645240457e-11,
      "compression_ratio": 1.298932384341637
    },
    {
      "start": 836.054,
      "end": 838.894,
      "text": "本地AI的成本更像买设备",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12642513513565062,
      "no_speech_prob": 1.3073454645240457e-11,
      "compression_ratio": 1.298932384341637
    },
    {
      "start": 838.894,
      "end": 840.954,
      "text": "前期花钱买Mac",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12642513513565062,
      "no_speech_prob": 1.3073454645240457e-11,
      "compression_ratio": 1.298932384341637
    },
    {
      "start": 840.954,
      "end": 843.594,
      "text": "后面用本地算力跑任务",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12642513513565062,
      "no_speech_prob": 1.3073454645240457e-11,
      "compression_ratio": 1.298932384341637
    },
    {
      "start": 843.594,
      "end": 844.914,
      "text": "对高频任务来说",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12642513513565062,
      "no_speech_prob": 1.3073454645240457e-11,
      "compression_ratio": 1.298932384341637
    },
    {
      "start": 844.914,
      "end": 847.334,
      "text": "本地推理会越来越有吸引力",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12642513513565062,
      "no_speech_prob": 1.3073454645240457e-11,
      "compression_ratio": 1.298932384341637
    },
    {
      "start": 847.334,
      "end": 849.814,
      "text": "当然本地也不是不要成本",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12642513513565062,
      "no_speech_prob": 1.3073454645240457e-11,
      "compression_ratio": 1.298932384341637
    },
    {
      "start": 849.814,
      "end": 852.894,
      "text": "它吃电、吃存储、吃内存",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12642513513565062,
      "no_speech_prob": 1.3073454645240457e-11,
      "compression_ratio": 1.298932384341637
    },
    {
      "start": 852.894,
      "end": 854.834,
      "text": "也吃开发者优化时间",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12642513513565062,
      "no_speech_prob": 1.3073454645240457e-11,
      "compression_ratio": 1.298932384341637
    },
    {
      "start": 854.834,
      "end": 858.434,
      "text": "可它的账单不再完全掌握在模型公司手里",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12642513513565062,
      "no_speech_prob": 1.3073454645240457e-11,
      "compression_ratio": 1.298932384341637
    },
    {
      "start": 858.434,
      "end": 860.234,
      "text": "用户买了机器之后",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12642513513565062,
      "no_speech_prob": 1.3073454645240457e-11,
      "compression_ratio": 1.298932384341637
    },
    {
      "start": 860.234,
      "end": 863.074,
      "text": "至少有一部分智能能力可以自己用",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08932011587577954,
      "no_speech_prob": 1.444959256413636e-11,
      "compression_ratio": 1.1986970684039089
    },
    {
      "start": 863.074,
      "end": 865.054,
      "text": "这种心理差异很重要",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08932011587577954,
      "no_speech_prob": 1.444959256413636e-11,
      "compression_ratio": 1.1986970684039089
    },
    {
      "start": 865.054,
      "end": 866.114,
      "text": "订阅时代",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08932011587577954,
      "no_speech_prob": 1.444959256413636e-11,
      "compression_ratio": 1.1986970684039089
    },
    {
      "start": 866.114,
      "end": 869.494,
      "text": "用户越来越讨厌每个功能都按月收费",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08932011587577954,
      "no_speech_prob": 1.444959256413636e-11,
      "compression_ratio": 1.1986970684039089
    },
    {
      "start": 869.494,
      "end": 872.194,
      "text": "本地AI如果能提供购用体验",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08932011587577954,
      "no_speech_prob": 1.444959256413636e-11,
      "compression_ratio": 1.1986970684039089
    },
    {
      "start": 872.194,
      "end": 874.654,
      "text": "就会成为反订阅情绪的出口",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08932011587577954,
      "no_speech_prob": 1.444959256413636e-11,
      "compression_ratio": 1.1986970684039089
    },
    {
      "start": 874.654,
      "end": 876.694,
      "text": "这会影响应用开发",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08932011587577954,
      "no_speech_prob": 1.444959256413636e-11,
      "compression_ratio": 1.1986970684039089
    },
    {
      "start": 876.694,
      "end": 878.414,
      "text": "现在很多AI app",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08932011587577954,
      "no_speech_prob": 1.444959256413636e-11,
      "compression_ratio": 1.1986970684039089
    },
    {
      "start": 878.414,
      "end": 880.934,
      "text": "只是套一层云端API用户",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08932011587577954,
      "no_speech_prob": 1.444959256413636e-11,
      "compression_ratio": 1.1986970684039089
    },
    {
      "start": 880.934,
      "end": 882.674,
      "text": "输入文字服务器",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08932011587577954,
      "no_speech_prob": 1.444959256413636e-11,
      "compression_ratio": 1.1986970684039089
    },
    {
      "start": 882.674,
      "end": 884.014,
      "text": "转发给模型",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08932011587577954,
      "no_speech_prob": 1.444959256413636e-11,
      "compression_ratio": 1.1986970684039089
    },
    {
      "start": 884.014,
      "end": 886.254,
      "text": "再把结果显示回来",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08932011587577954,
      "no_speech_prob": 1.444959256413636e-11,
      "compression_ratio": 1.1986970684039089
    },
    {
      "start": 886.254,
      "end": 888.394,
      "text": "这种产品门槛低替代也快",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.08932011587577954,
      "no_speech_prob": 1.444959256413636e-11,
      "compression_ratio": 1.1986970684039089
    },
    {
      "start": 888.394,
      "end": 890.234,
      "text": "未来真正有壁垒的应用",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12159869657548446,
      "no_speech_prob": 1.5889147636505285e-11,
      "compression_ratio": 1.1661341853035143
    },
    {
      "start": 890.234,
      "end": 891.834,
      "text": "可能会把本地模型",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12159869657548446,
      "no_speech_prob": 1.5889147636505285e-11,
      "compression_ratio": 1.1661341853035143
    },
    {
      "start": 891.834,
      "end": 892.914,
      "text": "云端模型",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12159869657548446,
      "no_speech_prob": 1.5889147636505285e-11,
      "compression_ratio": 1.1661341853035143
    },
    {
      "start": 892.914,
      "end": 893.914,
      "text": "本地文件",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12159869657548446,
      "no_speech_prob": 1.5889147636505285e-11,
      "compression_ratio": 1.1661341853035143
    },
    {
      "start": 893.914,
      "end": 894.974,
      "text": "隐私权限",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12159869657548446,
      "no_speech_prob": 1.5889147636505285e-11,
      "compression_ratio": 1.1661341853035143
    },
    {
      "start": 894.974,
      "end": 897.034,
      "text": "系统操作结合起来",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12159869657548446,
      "no_speech_prob": 1.5889147636505285e-11,
      "compression_ratio": 1.1661341853035143
    },
    {
      "start": 897.034,
      "end": 898.654,
      "text": "Mac上的本地AI应用",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12159869657548446,
      "no_speech_prob": 1.5889147636505285e-11,
      "compression_ratio": 1.1661341853035143
    },
    {
      "start": 898.654,
      "end": 900.434,
      "text": "尤其适合这么做",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12159869657548446,
      "no_speech_prob": 1.5889147636505285e-11,
      "compression_ratio": 1.1661341853035143
    },
    {
      "start": 900.434,
      "end": 903.294,
      "text": "因为它能直接贴近用户的文件",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12159869657548446,
      "no_speech_prob": 1.5889147636505285e-11,
      "compression_ratio": 1.1661341853035143
    },
    {
      "start": 903.294,
      "end": 904.134,
      "text": "日历",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12159869657548446,
      "no_speech_prob": 1.5889147636505285e-11,
      "compression_ratio": 1.1661341853035143
    },
    {
      "start": 904.134,
      "end": 904.994,
      "text": "邮件",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12159869657548446,
      "no_speech_prob": 1.5889147636505285e-11,
      "compression_ratio": 1.1661341853035143
    },
    {
      "start": 904.994,
      "end": 905.834,
      "text": "代码",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12159869657548446,
      "no_speech_prob": 1.5889147636505285e-11,
      "compression_ratio": 1.1661341853035143
    },
    {
      "start": 905.834,
      "end": 907.874,
      "text": "仓库和创作软件",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12159869657548446,
      "no_speech_prob": 1.5889147636505285e-11,
      "compression_ratio": 1.1661341853035143
    },
    {
      "start": 907.874,
      "end": 908.954,
      "text": "这样一来",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12159869657548446,
      "no_speech_prob": 1.5889147636505285e-11,
      "compression_ratio": 1.1661341853035143
    },
    {
      "start": 908.954,
      "end": 910.734,
      "text": "竞争重点就从",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12159869657548446,
      "no_speech_prob": 1.5889147636505285e-11,
      "compression_ratio": 1.1661341853035143
    },
    {
      "start": 910.734,
      "end": 912.314,
      "text": "谁接了最强API",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12159869657548446,
      "no_speech_prob": 1.5889147636505285e-11,
      "compression_ratio": 1.1661341853035143
    },
    {
      "start": 912.314,
      "end": 914.894,
      "text": "变成谁把AI放进真实工作流",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12159869657548446,
      "no_speech_prob": 1.5889147636505285e-11,
      "compression_ratio": 1.1661341853035143
    },
    {
      "start": 914.894,
      "end": 916.154,
      "text": "Turbo Field Fair",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12159869657548446,
      "no_speech_prob": 1.5889147636505285e-11,
      "compression_ratio": 1.1661341853035143
    },
    {
      "start": 916.154,
      "end": 917.934,
      "text": "没有解决所有产品问题",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.12159869657548446,
      "no_speech_prob": 1.5889147636505285e-11,
      "compression_ratio": 1.1661341853035143
    },
    {
      "start": 917.934,
      "end": 920.654,
      "text": "但它说明底层可行性在提升",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1207277803535921,
      "no_speech_prob": 1.489736112247897e-11,
      "compression_ratio": 1.1731448763250882
    },
    {
      "start": 920.654,
      "end": 922.354,
      "text": "底层每提升一点",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1207277803535921,
      "no_speech_prob": 1.489736112247897e-11,
      "compression_ratio": 1.1731448763250882
    },
    {
      "start": 922.354,
      "end": 924.314,
      "text": "应用层就多一批可能",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1207277803535921,
      "no_speech_prob": 1.489736112247897e-11,
      "compression_ratio": 1.1731448763250882
    },
    {
      "start": 924.314,
      "end": 928.114,
      "text": "AI行业过去几年一直在讲更大模型",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1207277803535921,
      "no_speech_prob": 1.489736112247897e-11,
      "compression_ratio": 1.1731448763250882
    },
    {
      "start": 928.114,
      "end": 929.154,
      "text": "更大集群",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1207277803535921,
      "no_speech_prob": 1.489736112247897e-11,
      "compression_ratio": 1.1731448763250882
    },
    {
      "start": 929.154,
      "end": 930.194,
      "text": "更大融资",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1207277803535921,
      "no_speech_prob": 1.489736112247897e-11,
      "compression_ratio": 1.1731448763250882
    },
    {
      "start": 930.194,
      "end": 931.614,
      "text": "模型越来越强",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1207277803535921,
      "no_speech_prob": 1.489736112247897e-11,
      "compression_ratio": 1.1731448763250882
    },
    {
      "start": 931.614,
      "end": 933.974,
      "text": "但普通用户越来越像租客",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1207277803535921,
      "no_speech_prob": 1.489736112247897e-11,
      "compression_ratio": 1.1731448763250882
    },
    {
      "start": 933.974,
      "end": 934.914,
      "text": "账号",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1207277803535921,
      "no_speech_prob": 1.489736112247897e-11,
      "compression_ratio": 1.1731448763250882
    },
    {
      "start": 934.914,
      "end": 935.754,
      "text": "订阅",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1207277803535921,
      "no_speech_prob": 1.489736112247897e-11,
      "compression_ratio": 1.1731448763250882
    },
    {
      "start": 935.754,
      "end": 936.854,
      "text": "API",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1207277803535921,
      "no_speech_prob": 1.489736112247897e-11,
      "compression_ratio": 1.1731448763250882
    },
    {
      "start": 936.854,
      "end": 938.114,
      "text": "云端限制",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1207277803535921,
      "no_speech_prob": 1.489736112247897e-11,
      "compression_ratio": 1.1731448763250882
    },
    {
      "start": 938.114,
      "end": 939.234,
      "text": "数据上传",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1207277803535921,
      "no_speech_prob": 1.489736112247897e-11,
      "compression_ratio": 1.1731448763250882
    },
    {
      "start": 939.234,
      "end": 941.574,
      "text": "所有能力都隔着一层平台",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1207277803535921,
      "no_speech_prob": 1.489736112247897e-11,
      "compression_ratio": 1.1731448763250882
    },
    {
      "start": 941.574,
      "end": 943.214,
      "text": "Turbo Field Fair",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1207277803535921,
      "no_speech_prob": 1.489736112247897e-11,
      "compression_ratio": 1.1731448763250882
    },
    {
      "start": 943.214,
      "end": 945.634,
      "text": "这种项目提醒了一件事",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1207277803535921,
      "no_speech_prob": 1.489736112247897e-11,
      "compression_ratio": 1.1731448763250882
    },
    {
      "start": 945.634,
      "end": 946.854,
      "text": "AI的未来",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1207277803535921,
      "no_speech_prob": 1.489736112247897e-11,
      "compression_ratio": 1.1731448763250882
    },
    {
      "start": 946.854,
      "end": 948.854,
      "text": "不一定只有超級數據中心",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.09775801571932706,
      "no_speech_prob": 9.369829565009091e-12,
      "compression_ratio": 1.0555555555555556
    },
    {
      "start": 948.854,
      "end": 951.614,
      "text": "也可以有一部分回到個人電腦",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.09775801571932706,
      "no_speech_prob": 9.369829565009091e-12,
      "compression_ratio": 1.0555555555555556
    },
    {
      "start": 951.614,
      "end": 953.314,
      "text": "這對開發者也有啟發",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.09775801571932706,
      "no_speech_prob": 9.369829565009091e-12,
      "compression_ratio": 1.0555555555555556
    },
    {
      "start": 953.314,
      "end": 955.134,
      "text": "以後做本地AI應用",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.09775801571932706,
      "no_speech_prob": 9.369829565009091e-12,
      "compression_ratio": 1.0555555555555556
    },
    {
      "start": 955.134,
      "end": 956.854,
      "text": "不能只問模型能不能跑",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.09775801571932706,
      "no_speech_prob": 9.369829565009091e-12,
      "compression_ratio": 1.0555555555555556
    },
    {
      "start": 971.854,
      "end": 974.974,
      "text": "誰能少搬一次數據誰就多一點性能",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.21332153907189003,
      "no_speech_prob": 2.0116923751811733e-11,
      "compression_ratio": 1.2702702702702702
    },
    {
      "start": 974.974,
      "end": 976.974,
      "text": "誰能少佔一點內存",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.21332153907189003,
      "no_speech_prob": 2.0116923751811733e-11,
      "compression_ratio": 1.2702702702702702
    },
    {
      "start": 976.974,
      "end": 978.894,
      "text": "誰就多一批用戶",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.21332153907189003,
      "no_speech_prob": 2.0116923751811733e-11,
      "compression_ratio": 1.2702702702702702
    },
    {
      "start": 978.894,
      "end": 982.094,
      "text": "誰能把模型結構和硬件結構對齊",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.21332153907189003,
      "no_speech_prob": 2.0116923751811733e-11,
      "compression_ratio": 1.2702702702702702
    },
    {
      "start": 982.094,
      "end": 984.654,
      "text": "誰就能把不可能變成勉強可用",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.21332153907189003,
      "no_speech_prob": 2.0116923751811733e-11,
      "compression_ratio": 1.2702702702702702
    },
    {
      "start": 984.654,
      "end": 988.014,
      "text": "這也是蘋果生態裡可能出現機會的地方",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.21332153907189003,
      "no_speech_prob": 2.0116923751811733e-11,
      "compression_ratio": 1.2702702702702702
    },
    {
      "start": 988.014,
      "end": 989.974,
      "text": "如果開發者圍繞Metal",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.21332153907189003,
      "no_speech_prob": 2.0116923751811733e-11,
      "compression_ratio": 1.2702702702702702
    },
    {
      "start": 989.974,
      "end": 991.294,
      "text": "統一內存",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.21332153907189003,
      "no_speech_prob": 2.0116923751811733e-11,
      "compression_ratio": 1.2702702702702702
    },
    {
      "start": 991.294,
      "end": 992.574,
      "text": "Neural Engine",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.21332153907189003,
      "no_speech_prob": 2.0116923751811733e-11,
      "compression_ratio": 1.2702702702702702
    },
    {
      "start": 992.574,
      "end": 994.174,
      "text": "本地文件鎖影",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.21332153907189003,
      "no_speech_prob": 2.0116923751811733e-11,
      "compression_ratio": 1.2702702702702702
    },
    {
      "start": 994.174,
      "end": 995.374,
      "text": "Spotlight",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.21332153907189003,
      "no_speech_prob": 2.0116923751811733e-11,
      "compression_ratio": 1.2702702702702702
    },
    {
      "start": 995.374,
      "end": 997.374,
      "text": "Shortcuts做AI工具",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.21332153907189003,
      "no_speech_prob": 2.0116923751811733e-11,
      "compression_ratio": 1.2702702702702702
    },
    {
      "start": 997.374,
      "end": 1001.134,
      "text": "Mac可能會變成一個很獨特的本地AI開發平台",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.21332153907189003,
      "no_speech_prob": 2.0116923751811733e-11,
      "compression_ratio": 1.2702702702702702
    },
    {
      "start": 1001.134,
      "end": 1003.714,
      "text": "不是為了和雲端模型硬碰硬",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.14890931180851188,
      "no_speech_prob": 1.798606402703129e-11,
      "compression_ratio": 1.35
    },
    {
      "start": 1003.714,
      "end": 1006.334,
      "text": "而是做那些雲端不適合做的任務",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.14890931180851188,
      "no_speech_prob": 1.798606402703129e-11,
      "compression_ratio": 1.35
    },
    {
      "start": 1006.334,
      "end": 1009.214,
      "text": "私密、離線、低延遲",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.14890931180851188,
      "no_speech_prob": 1.798606402703129e-11,
      "compression_ratio": 1.35
    },
    {
      "start": 1009.214,
      "end": 1011.134,
      "text": "貼近個人文件系統",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.14890931180851188,
      "no_speech_prob": 1.798606402703129e-11,
      "compression_ratio": 1.35
    },
    {
      "start": 1011.134,
      "end": 1014.314,
      "text": "真正的競爭不是本地和雲端誰消滅誰",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.14890931180851188,
      "no_speech_prob": 1.798606402703129e-11,
      "compression_ratio": 1.35
    },
    {
      "start": 1014.314,
      "end": 1016.314,
      "text": "而是誰掌握默認入口",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.14890931180851188,
      "no_speech_prob": 1.798606402703129e-11,
      "compression_ratio": 1.35
    },
    {
      "start": 1016.314,
      "end": 1018.414,
      "text": "雲端模型會繼續強",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.14890931180851188,
      "no_speech_prob": 1.798606402703129e-11,
      "compression_ratio": 1.35
    },
    {
      "start": 1018.414,
      "end": 1022.254,
      "text": "因為訓練和最強推理都離不開巨量算力",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.14890931180851188,
      "no_speech_prob": 1.798606402703129e-11,
      "compression_ratio": 1.35
    },
    {
      "start": 1022.254,
      "end": 1024.414,
      "text": "可是本地模型一旦夠用",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.14890931180851188,
      "no_speech_prob": 1.798606402703129e-11,
      "compression_ratio": 1.35
    },
    {
      "start": 1024.414,
      "end": 1026.394,
      "text": "就會吃掉大量日常任務",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.14890931180851188,
      "no_speech_prob": 1.798606402703129e-11,
      "compression_ratio": 1.35
    },
    {
      "start": 1026.394,
      "end": 1029.054,
      "text": "用戶不需要每次都請最強模型",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.14890931180851188,
      "no_speech_prob": 1.798606402703129e-11,
      "compression_ratio": 1.35
    },
    {
      "start": 1029.054,
      "end": 1032.814,
      "text": "寫一封邮件 整理會議記錄 搜索本地文檔",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1638274958104263,
      "no_speech_prob": 2.0575777193165834e-11,
      "compression_ratio": 1.1560509554140128
    },
    {
      "start": 1032.814,
      "end": 1035.534,
      "text": "解釋一段代碼 生成一個小腳本",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1638274958104263,
      "no_speech_prob": 2.0575777193165834e-11,
      "compression_ratio": 1.1560509554140128
    },
    {
      "start": 1035.534,
      "end": 1039.554,
      "text": "夠快 夠私密 夠便宜 比絕對最強更重要",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1638274958104263,
      "no_speech_prob": 2.0575777193165834e-11,
      "compression_ratio": 1.1560509554140128
    },
    {
      "start": 1039.554,
      "end": 1043.134,
      "text": "這就是Turbo Fuel Fair事件的流量價值",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1638274958104263,
      "no_speech_prob": 2.0575777193165834e-11,
      "compression_ratio": 1.1560509554140128
    },
    {
      "start": 1043.134,
      "end": 1046.974,
      "text": "表面看 它只是內存減少7倍的技術新聞",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1638274958104263,
      "no_speech_prob": 2.0575777193165834e-11,
      "compression_ratio": 1.1560509554140128
    },
    {
      "start": 1046.974,
      "end": 1050.634,
      "text": "往深一層看 它在挑戰一個行業共識",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1638274958104263,
      "no_speech_prob": 2.0575777193165834e-11,
      "compression_ratio": 1.1560509554140128
    },
    {
      "start": 1050.634,
      "end": 1053.054,
      "text": "大模型必須被雲端壟斷",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1638274958104263,
      "no_speech_prob": 2.0575777193165834e-11,
      "compression_ratio": 1.1560509554140128
    },
    {
      "start": 1053.054,
      "end": 1056.814,
      "text": "它沒有推翻雲端AI 但它撕開了一條縫",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1638274958104263,
      "no_speech_prob": 2.0575777193165834e-11,
      "compression_ratio": 1.1560509554140128
    },
    {
      "start": 1056.814,
      "end": 1061.494,
      "text": "接下來要看的不是這個項目本身能不能變成大眾產品",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1627867203350215,
      "no_speech_prob": 1.4910760126607414e-11,
      "compression_ratio": 1.1845637583892616
    },
    {
      "start": 1061.494,
      "end": 1064.814,
      "text": "而是它代表的工程路線會不會擴散",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1627867203350215,
      "no_speech_prob": 1.4910760126607414e-11,
      "compression_ratio": 1.1845637583892616
    },
    {
      "start": 1064.814,
      "end": 1069.094,
      "text": "更多MOE模型會不會被專門打包成本地流氏格式",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1627867203350215,
      "no_speech_prob": 1.4910760126607414e-11,
      "compression_ratio": 1.1845637583892616
    },
    {
      "start": 1069.094,
      "end": 1073.834,
      "text": "更多Mac應用會不會接入本地OpenAI Compatible Server",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1627867203350215,
      "no_speech_prob": 1.4910760126607414e-11,
      "compression_ratio": 1.1845637583892616
    },
    {
      "start": 1073.834,
      "end": 1077.374,
      "text": "Apple會不會把類似思路放進系統級框架",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1627867203350215,
      "no_speech_prob": 1.4910760126607414e-11,
      "compression_ratio": 1.1845637583892616
    },
    {
      "start": 1077.374,
      "end": 1082.774,
      "text": "開發者會不會開始為8級字節、16級字節設備認真優化",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1627867203350215,
      "no_speech_prob": 1.4910760126607414e-11,
      "compression_ratio": 1.1845637583892616
    },
    {
      "start": 1082.774,
      "end": 1086.974,
      "text": "而不是默認要求64級字節內存和大顯卡",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.16559778226839078,
      "no_speech_prob": 1.489569231849508e-11,
      "compression_ratio": 1.2254901960784315
    },
    {
      "start": 1086.974,
      "end": 1088.774,
      "text": "如果這些事情發生",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.16559778226839078,
      "no_speech_prob": 1.489569231849508e-11,
      "compression_ratio": 1.2254901960784315
    },
    {
      "start": 1088.774,
      "end": 1092.874,
      "text": "本地AI就會從即刻演示變成產品基礎設施",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.16559778226839078,
      "no_speech_prob": 1.489569231849508e-11,
      "compression_ratio": 1.2254901960784315
    },
    {
      "start": 1092.874,
      "end": 1095.874,
      "text": "還有一個變量是模型公司本身",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.16559778226839078,
      "no_speech_prob": 1.489569231849508e-11,
      "compression_ratio": 1.2254901960784315
    },
    {
      "start": 1095.874,
      "end": 1098.274,
      "text": "如果更多模型採用MOE",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.16559778226839078,
      "no_speech_prob": 1.489569231849508e-11,
      "compression_ratio": 1.2254901960784315
    },
    {
      "start": 1098.274,
      "end": 1100.674,
      "text": "如果更多模型公開權重",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.16559778226839078,
      "no_speech_prob": 1.489569231849508e-11,
      "compression_ratio": 1.2254901960784315
    },
    {
      "start": 1100.674,
      "end": 1103.874,
      "text": "如果更多小模型追上日常任務能力",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.16559778226839078,
      "no_speech_prob": 1.489569231849508e-11,
      "compression_ratio": 1.2254901960784315
    },
    {
      "start": 1103.874,
      "end": 1106.174,
      "text": "本地推理就會更快普及",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.16559778226839078,
      "no_speech_prob": 1.489569231849508e-11,
      "compression_ratio": 1.2254901960784315
    },
    {
      "start": 1106.174,
      "end": 1109.474,
      "text": "Turbo Field Fair依賴Gamma-4這種結構",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.16559778226839078,
      "no_speech_prob": 1.489569231849508e-11,
      "compression_ratio": 1.2254901960784315
    },
    {
      "start": 1109.474,
      "end": 1111.774,
      "text": "不代表所有模型都能這麼跑",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.16559778226839078,
      "no_speech_prob": 1.489569231849508e-11,
      "compression_ratio": 1.2254901960784315
    },
    {
      "start": 1111.774,
      "end": 1114.674,
      "text": "但AI行業已經在往稀疏激活",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1430256144205729,
      "no_speech_prob": 1.394631805873292e-11,
      "compression_ratio": 1.321705426356589
    },
    {
      "start": 1114.674,
      "end": 1118.614,
      "text": "專用小模型、端側模型、模型路由方向走",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1430256144205729,
      "no_speech_prob": 1.394631805873292e-11,
      "compression_ratio": 1.321705426356589
    },
    {
      "start": 1118.614,
      "end": 1121.214,
      "text": "雲端超級模型負責難題",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1430256144205729,
      "no_speech_prob": 1.394631805873292e-11,
      "compression_ratio": 1.321705426356589
    },
    {
      "start": 1121.214,
      "end": 1123.314,
      "text": "端側模型負責日常",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1430256144205729,
      "no_speech_prob": 1.394631805873292e-11,
      "compression_ratio": 1.321705426356589
    },
    {
      "start": 1123.314,
      "end": 1125.854,
      "text": "多個模型組合起來完成任務",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1430256144205729,
      "no_speech_prob": 1.394631805873292e-11,
      "compression_ratio": 1.321705426356589
    },
    {
      "start": 1125.854,
      "end": 1128.654,
      "text": "這個方向對NVIDIA是提醒",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1430256144205729,
      "no_speech_prob": 1.394631805873292e-11,
      "compression_ratio": 1.321705426356589
    },
    {
      "start": 1128.654,
      "end": 1130.254,
      "text": "對蘋果是機會",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1430256144205729,
      "no_speech_prob": 1.394631805873292e-11,
      "compression_ratio": 1.321705426356589
    },
    {
      "start": 1130.254,
      "end": 1131.954,
      "text": "對開發者是新戰場",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1430256144205729,
      "no_speech_prob": 1.394631805873292e-11,
      "compression_ratio": 1.321705426356589
    },
    {
      "start": 1131.954,
      "end": 1135.234,
      "text": "NVIDIA仍然會統治訓練和高端推理",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1430256144205729,
      "no_speech_prob": 1.394631805873292e-11,
      "compression_ratio": 1.321705426356589
    },
    {
      "start": 1135.234,
      "end": 1138.834,
      "text": "可是如果越來越多日常推理回到端側",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1430256144205729,
      "no_speech_prob": 1.394631805873292e-11,
      "compression_ratio": 1.321705426356589
    },
    {
      "start": 1138.834,
      "end": 1142.634,
      "text": "市場對所有AI都必須上癮GPU的想像",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.15189471090993573,
      "no_speech_prob": 1.445397360827494e-11,
      "compression_ratio": 1.2643312101910829
    },
    {
      "start": 1142.634,
      "end": 1143.534,
      "text": "會降溫",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.15189471090993573,
      "no_speech_prob": 1.445397360827494e-11,
      "compression_ratio": 1.2643312101910829
    },
    {
      "start": 1143.534,
      "end": 1146.134,
      "text": "蘋果不一定搶走數據中心的錢",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.15189471090993573,
      "no_speech_prob": 1.445397360827494e-11,
      "compression_ratio": 1.2643312101910829
    },
    {
      "start": 1146.134,
      "end": 1148.834,
      "text": "但可以搶回個人設備的智能入口",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.15189471090993573,
      "no_speech_prob": 1.445397360827494e-11,
      "compression_ratio": 1.2643312101910829
    },
    {
      "start": 1148.834,
      "end": 1151.474,
      "text": "開發者如果能把本地模型用好",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.15189471090993573,
      "no_speech_prob": 1.445397360827494e-11,
      "compression_ratio": 1.2643312101910829
    },
    {
      "start": 1151.474,
      "end": 1154.554,
      "text": "就不用完全被API成本牽著走",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.15189471090993573,
      "no_speech_prob": 1.445397360827494e-11,
      "compression_ratio": 1.2643312101910829
    },
    {
      "start": 1154.554,
      "end": 1157.714,
      "text": "觀眾繼續聽下去應該帶走的判斷是",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.15189471090993573,
      "no_speech_prob": 1.445397360827494e-11,
      "compression_ratio": 1.2643312101910829
    },
    {
      "start": 1157.714,
      "end": 1159.914,
      "text": "這不是一個小工具新聞",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.15189471090993573,
      "no_speech_prob": 1.445397360827494e-11,
      "compression_ratio": 1.2643312101910829
    },
    {
      "start": 1159.914,
      "end": 1162.754,
      "text": "而是AI權力結構的小變化",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.15189471090993573,
      "no_speech_prob": 1.445397360827494e-11,
      "compression_ratio": 1.2643312101910829
    },
    {
      "start": 1162.754,
      "end": 1164.354,
      "text": "以前能力在雲端",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.15189471090993573,
      "no_speech_prob": 1.445397360827494e-11,
      "compression_ratio": 1.2643312101910829
    },
    {
      "start": 1164.354,
      "end": 1165.994,
      "text": "用戶只是調用者",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.15189471090993573,
      "no_speech_prob": 1.445397360827494e-11,
      "compression_ratio": 1.2643312101910829
    },
    {
      "start": 1165.994,
      "end": 1168.634,
      "text": "現在一部分能力開始回到設備",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.15189471090993573,
      "no_speech_prob": 1.445397360827494e-11,
      "compression_ratio": 1.2643312101910829
    },
    {
      "start": 1168.634,
      "end": 1171.074,
      "text": "用戶重新擁有一點控制權",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18392208987062084,
      "no_speech_prob": 1.5551218299214575e-11,
      "compression_ratio": 1.2649006622516556
    },
    {
      "start": 1171.074,
      "end": 1172.674,
      "text": "這一點現在還小",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18392208987062084,
      "no_speech_prob": 1.5551218299214575e-11,
      "compression_ratio": 1.2649006622516556
    },
    {
      "start": 1172.674,
      "end": 1174.214,
      "text": "但方向很清楚",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18392208987062084,
      "no_speech_prob": 1.5551218299214575e-11,
      "compression_ratio": 1.2649006622516556
    },
    {
      "start": 1174.214,
      "end": 1176.374,
      "text": "只要端側模型繼續變強",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18392208987062084,
      "no_speech_prob": 1.5551218299214575e-11,
      "compression_ratio": 1.2649006622516556
    },
    {
      "start": 1176.374,
      "end": 1179.774,
      "text": "本地AI就會從能跑走向好用",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18392208987062084,
      "no_speech_prob": 1.5551218299214575e-11,
      "compression_ratio": 1.2649006622516556
    },
    {
      "start": 1179.774,
      "end": 1182.374,
      "text": "再從好用走向默認存在",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18392208987062084,
      "no_speech_prob": 1.5551218299214575e-11,
      "compression_ratio": 1.2649006622516556
    },
    {
      "start": 1182.374,
      "end": 1184.814,
      "text": "接下來還要看一個更現實的變量",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18392208987062084,
      "no_speech_prob": 1.5551218299214575e-11,
      "compression_ratio": 1.2649006622516556
    },
    {
      "start": 1184.814,
      "end": 1186.054,
      "text": "內存配置",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18392208987062084,
      "no_speech_prob": 1.5551218299214575e-11,
      "compression_ratio": 1.2649006622516556
    },
    {
      "start": 1186.054,
      "end": 1188.654,
      "text": "蘋果這些年一直被吐槽入門",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18392208987062084,
      "no_speech_prob": 1.5551218299214575e-11,
      "compression_ratio": 1.2649006622516556
    },
    {
      "start": 1188.654,
      "end": 1190.054,
      "text": "Mac內存太小",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18392208987062084,
      "no_speech_prob": 1.5551218299214575e-11,
      "compression_ratio": 1.2649006622516556
    },
    {
      "start": 1190.054,
      "end": 1191.494,
      "text": "升級內存太貴",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18392208987062084,
      "no_speech_prob": 1.5551218299214575e-11,
      "compression_ratio": 1.2649006622516556
    },
    {
      "start": 1191.494,
      "end": 1193.494,
      "text": "過去這個潮點主要影響",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18392208987062084,
      "no_speech_prob": 1.5551218299214575e-11,
      "compression_ratio": 1.2649006622516556
    },
    {
      "start": 1193.494,
      "end": 1196.434,
      "text": "檢視頻、跑虛擬機、開大型項目",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18392208987062084,
      "no_speech_prob": 1.5551218299214575e-11,
      "compression_ratio": 1.2649006622516556
    },
    {
      "start": 1196.434,
      "end": 1198.034,
      "text": "到了本地AI時代",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18392208987062084,
      "no_speech_prob": 1.5551218299214575e-11,
      "compression_ratio": 1.2649006622516556
    },
    {
      "start": 1198.034,
      "end": 1200.334,
      "text": "它會變成更核心的購買理由",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.16725261605900826,
      "no_speech_prob": 1.3050360271604777e-11,
      "compression_ratio": 1.186131386861314
    },
    {
      "start": 1200.334,
      "end": 1203.914,
      "text": "8級字節能跑不代表8級字節最舒服",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.16725261605900826,
      "no_speech_prob": 1.3050360271604777e-11,
      "compression_ratio": 1.186131386861314
    },
    {
      "start": 1203.914,
      "end": 1207.514,
      "text": "16級字節會成為更合理的AI入門線",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.16725261605900826,
      "no_speech_prob": 1.3050360271604777e-11,
      "compression_ratio": 1.186131386861314
    },
    {
      "start": 1207.514,
      "end": 1209.174,
      "text": "32級字節",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.16725261605900826,
      "no_speech_prob": 1.3050360271604777e-11,
      "compression_ratio": 1.186131386861314
    },
    {
      "start": 1209.174,
      "end": 1214.014,
      "text": "64級字節會變成開發者和重度用戶的新分界",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.16725261605900826,
      "no_speech_prob": 1.3050360271604777e-11,
      "compression_ratio": 1.186131386861314
    },
    {
      "start": 1214.014,
      "end": 1216.594,
      "text": "Turbo Fuel Fair把門檻打低",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.16725261605900826,
      "no_speech_prob": 1.3050360271604777e-11,
      "compression_ratio": 1.186131386861314
    },
    {
      "start": 1216.594,
      "end": 1218.594,
      "text": "不代表硬件需求消失",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.16725261605900826,
      "no_speech_prob": 1.3050360271604777e-11,
      "compression_ratio": 1.186131386861314
    },
    {
      "start": 1218.594,
      "end": 1221.654,
      "text": "而是讓更多人第一次有資格進場",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.16725261605900826,
      "no_speech_prob": 1.3050360271604777e-11,
      "compression_ratio": 1.186131386861314
    },
    {
      "start": 1221.654,
      "end": 1224.494,
      "text": "這對蘋果的產品策略很微妙",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.16725261605900826,
      "no_speech_prob": 1.3050360271604777e-11,
      "compression_ratio": 1.186131386861314
    },
    {
      "start": 1224.494,
      "end": 1228.334,
      "text": "如果本地AI真的變成Mac的重要賣點",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.13850419298350383,
      "no_speech_prob": 1.484922775019104e-11,
      "compression_ratio": 1.28
    },
    {
      "start": 1228.334,
      "end": 1233.074,
      "text": "蘋果就會有更強理由推動用戶買更高內存版本",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.13850419298350383,
      "no_speech_prob": 1.484922775019104e-11,
      "compression_ratio": 1.28
    },
    {
      "start": 1233.074,
      "end": 1237.034,
      "text": "用戶過去買內存是為了今天的軟件",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.13850419298350383,
      "no_speech_prob": 1.484922775019104e-11,
      "compression_ratio": 1.28
    },
    {
      "start": 1237.034,
      "end": 1241.394,
      "text": "未來買內存可能是為了未來幾年的本地模型",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.13850419298350383,
      "no_speech_prob": 1.484922775019104e-11,
      "compression_ratio": 1.28
    },
    {
      "start": 1241.394,
      "end": 1243.174,
      "text": "蘋果當然喜歡這個股市",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.13850419298350383,
      "no_speech_prob": 1.484922775019104e-11,
      "compression_ratio": 1.28
    },
    {
      "start": 1243.174,
      "end": 1245.734,
      "text": "因為它能提高Mac的平均售價",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.13850419298350383,
      "no_speech_prob": 1.484922775019104e-11,
      "compression_ratio": 1.28
    },
    {
      "start": 1245.734,
      "end": 1247.534,
      "text": "但用戶也會更敏感",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.13850419298350383,
      "no_speech_prob": 1.484922775019104e-11,
      "compression_ratio": 1.28
    },
    {
      "start": 1247.534,
      "end": 1249.834,
      "text": "既然AI要在設備端跑入門",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.13850419298350383,
      "no_speech_prob": 1.484922775019104e-11,
      "compression_ratio": 1.28
    },
    {
      "start": 1249.834,
      "end": 1251.634,
      "text": "配置就不能太寒酸",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.13850419298350383,
      "no_speech_prob": 1.484922775019104e-11,
      "compression_ratio": 1.28
    },
    {
      "start": 1251.634,
      "end": 1254.034,
      "text": "苹果如果繼續把內存升級",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17797214426892868,
      "no_speech_prob": 1.531509294383504e-11,
      "compression_ratio": 1.125448028673835
    },
    {
      "start": 1254.034,
      "end": 1255.674,
      "text": "價格定得很高",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17797214426892868,
      "no_speech_prob": 1.531509294383504e-11,
      "compression_ratio": 1.125448028673835
    },
    {
      "start": 1255.674,
      "end": 1258.414,
      "text": "反而會限制本地AI的普及",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17797214426892868,
      "no_speech_prob": 1.531509294383504e-11,
      "compression_ratio": 1.125448028673835
    },
    {
      "start": 1258.414,
      "end": 1260.734,
      "text": "另一個變量是SSD",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17797214426892868,
      "no_speech_prob": 1.531509294383504e-11,
      "compression_ratio": 1.125448028673835
    },
    {
      "start": 1260.734,
      "end": 1263.014,
      "text": "Turbo Fieldfare 的路線",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17797214426892868,
      "no_speech_prob": 1.531509294383504e-11,
      "compression_ratio": 1.125448028673835
    },
    {
      "start": 1263.014,
      "end": 1264.914,
      "text": "把SSD從單純存儲",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17797214426892868,
      "no_speech_prob": 1.531509294383504e-11,
      "compression_ratio": 1.125448028673835
    },
    {
      "start": 1264.914,
      "end": 1266.954,
      "text": "變成推理鏈路的一部分",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17797214426892868,
      "no_speech_prob": 1.531509294383504e-11,
      "compression_ratio": 1.125448028673835
    },
    {
      "start": 1266.954,
      "end": 1271.154,
      "text": "SSD速度、壽命、文件佈局、系統緩存",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17797214426892868,
      "no_speech_prob": 1.531509294383504e-11,
      "compression_ratio": 1.125448028673835
    },
    {
      "start": 1271.154,
      "end": 1272.394,
      "text": "都會影響體驗",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17797214426892868,
      "no_speech_prob": 1.531509294383504e-11,
      "compression_ratio": 1.125448028673835
    },
    {
      "start": 1272.394,
      "end": 1273.794,
      "text": "過去用戶選電腦",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17797214426892868,
      "no_speech_prob": 1.531509294383504e-11,
      "compression_ratio": 1.125448028673835
    },
    {
      "start": 1273.794,
      "end": 1276.194,
      "text": "看SSD主要是容量",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17797214426892868,
      "no_speech_prob": 1.531509294383504e-11,
      "compression_ratio": 1.125448028673835
    },
    {
      "start": 1276.194,
      "end": 1278.494,
      "text": "未來本地AI應用多了",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17797214426892868,
      "no_speech_prob": 1.531509294383504e-11,
      "compression_ratio": 1.125448028673835
    },
    {
      "start": 1278.494,
      "end": 1281.634,
      "text": "SSD讀寫性能也會被重新關注",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1423316349256907,
      "no_speech_prob": 1.8846044516629412e-11,
      "compression_ratio": 1.1559322033898305
    },
    {
      "start": 1281.634,
      "end": 1285.454,
      "text": "模型權重不再只是躺在硬盤裡的大文件",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1423316349256907,
      "no_speech_prob": 1.8846044516629412e-11,
      "compression_ratio": 1.1559322033898305
    },
    {
      "start": 1285.454,
      "end": 1289.754,
      "text": "而是生成每個Token時可能被反覆訪問的工作材料",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1423316349256907,
      "no_speech_prob": 1.8846044516629412e-11,
      "compression_ratio": 1.1559322033898305
    },
    {
      "start": 1289.754,
      "end": 1292.494,
      "text": "這會把電腦硬件評價體系改掉",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1423316349256907,
      "no_speech_prob": 1.8846044516629412e-11,
      "compression_ratio": 1.1559322033898305
    },
    {
      "start": 1292.494,
      "end": 1295.794,
      "text": "過去AI電腦宣傳喜歡堆TOPS",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1423316349256907,
      "no_speech_prob": 1.8846044516629412e-11,
      "compression_ratio": 1.1559322033898305
    },
    {
      "start": 1295.794,
      "end": 1299.094,
      "text": "以後真正懂行的人會看一整套鏈路",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1423316349256907,
      "no_speech_prob": 1.8846044516629412e-11,
      "compression_ratio": 1.1559322033898305
    },
    {
      "start": 1299.094,
      "end": 1300.694,
      "text": "內存帶寬夠不夠",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1423316349256907,
      "no_speech_prob": 1.8846044516629412e-11,
      "compression_ratio": 1.1559322033898305
    },
    {
      "start": 1300.694,
      "end": 1303.994,
      "text": "CPU和GPU是否共享內存",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1423316349256907,
      "no_speech_prob": 1.8846044516629412e-11,
      "compression_ratio": 1.1559322033898305
    },
    {
      "start": 1303.994,
      "end": 1306.994,
      "text": "SSD讀取延遲如何系統",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1423316349256907,
      "no_speech_prob": 1.8846044516629412e-11,
      "compression_ratio": 1.1559322033898305
    },
    {
      "start": 1306.994,
      "end": 1309.674,
      "text": "API能不能減少拷貝模型",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1567742541119769,
      "no_speech_prob": 1.5323187163573948e-11,
      "compression_ratio": 1.2206896551724138
    },
    {
      "start": 1309.674,
      "end": 1311.614,
      "text": "格式是不是貼合硬件",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1567742541119769,
      "no_speech_prob": 1.5323187163573948e-11,
      "compression_ratio": 1.2206896551724138
    },
    {
      "start": 1311.614,
      "end": 1314.394,
      "text": "單看一個算力數字很容易被騙",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1567742541119769,
      "no_speech_prob": 1.5323187163573948e-11,
      "compression_ratio": 1.2206896551724138
    },
    {
      "start": 1314.394,
      "end": 1317.174,
      "text": "AI推理的瓶頸可能不在算力",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1567742541119769,
      "no_speech_prob": 1.5323187163573948e-11,
      "compression_ratio": 1.2206896551724138
    },
    {
      "start": 1317.174,
      "end": 1318.674,
      "text": "而在數據搬運",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1567742541119769,
      "no_speech_prob": 1.5323187163573948e-11,
      "compression_ratio": 1.2206896551724138
    },
    {
      "start": 1318.674,
      "end": 1322.554,
      "text": "這也是Turbo Fieldfare給普通觀眾上的一刻",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1567742541119769,
      "no_speech_prob": 1.5323187163573948e-11,
      "compression_ratio": 1.2206896551724138
    },
    {
      "start": 1322.554,
      "end": 1325.414,
      "text": "AI不是只有模型聰不聰明",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1567742541119769,
      "no_speech_prob": 1.5323187163573948e-11,
      "compression_ratio": 1.2206896551724138
    },
    {
      "start": 1325.414,
      "end": 1327.194,
      "text": "還有數據怎麼流動",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1567742541119769,
      "no_speech_prob": 1.5323187163573948e-11,
      "compression_ratio": 1.2206896551724138
    },
    {
      "start": 1327.194,
      "end": 1330.614,
      "text": "同一個模型放在不同硬件結構上",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1567742541119769,
      "no_speech_prob": 1.5323187163573948e-11,
      "compression_ratio": 1.2206896551724138
    },
    {
      "start": 1330.614,
      "end": 1332.554,
      "text": "體驗可能完全不一樣",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1567742541119769,
      "no_speech_prob": 1.5323187163573948e-11,
      "compression_ratio": 1.2206896551724138
    },
    {
      "start": 1332.554,
      "end": 1335.134,
      "text": "未來優秀的本地AI產品",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1567742541119769,
      "no_speech_prob": 1.5323187163573948e-11,
      "compression_ratio": 1.2206896551724138
    },
    {
      "start": 1335.134,
      "end": 1338.214,
      "text": "背後一定不是簡單下載一個模型",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1278556635682012,
      "no_speech_prob": 1.4097199102502955e-11,
      "compression_ratio": 1.1604095563139931
    },
    {
      "start": 1338.214,
      "end": 1341.014,
      "text": "而是圍繞設備做深度優化",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1278556635682012,
      "no_speech_prob": 1.4097199102502955e-11,
      "compression_ratio": 1.1604095563139931
    },
    {
      "start": 1341.014,
      "end": 1342.694,
      "text": "最後給一個明確判斷",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1278556635682012,
      "no_speech_prob": 1.4097199102502955e-11,
      "compression_ratio": 1.1604095563139931
    },
    {
      "start": 1342.694,
      "end": 1345.634,
      "text": "蘋果芯片這次贏的不是模型參數",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1278556635682012,
      "no_speech_prob": 1.4097199102502955e-11,
      "compression_ratio": 1.1604095563139931
    },
    {
      "start": 1345.634,
      "end": 1347.674,
      "text": "也不是Benchmark排名",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1278556635682012,
      "no_speech_prob": 1.4097199102502955e-11,
      "compression_ratio": 1.1604095563139931
    },
    {
      "start": 1347.674,
      "end": 1350.234,
      "text": "而是設備端AI的敘事權",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1278556635682012,
      "no_speech_prob": 1.4097199102502955e-11,
      "compression_ratio": 1.1604095563139931
    },
    {
      "start": 1350.234,
      "end": 1353.814,
      "text": "過去AI敘事被NVIDIA和雲廠商拿走",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1278556635682012,
      "no_speech_prob": 1.4097199102502955e-11,
      "compression_ratio": 1.1604095563139931
    },
    {
      "start": 1353.814,
      "end": 1358.434,
      "text": "大家談的都是GPU、集群、數據中心和API",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1278556635682012,
      "no_speech_prob": 1.4097199102502955e-11,
      "compression_ratio": 1.1604095563139931
    },
    {
      "start": 1358.434,
      "end": 1360.474,
      "text": "Turbo Fieldfare",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1278556635682012,
      "no_speech_prob": 1.4097199102502955e-11,
      "compression_ratio": 1.1604095563139931
    },
    {
      "start": 1360.474,
      "end": 1363.034,
      "text": "讓另一個問題重新回到桌面",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.1278556635682012,
      "no_speech_prob": 1.4097199102502955e-11,
      "compression_ratio": 1.1604095563139931
    },
    {
      "start": 1363.034,
      "end": 1365.534,
      "text": "如果模型不必全部進內存",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17200909318595098,
      "no_speech_prob": 1.3354361019790595e-11,
      "compression_ratio": 1.261744966442953
    },
    {
      "start": 1365.534,
      "end": 1368.234,
      "text": "如果CPU和GPU共享內存",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17200909318595098,
      "no_speech_prob": 1.3354361019790595e-11,
      "compression_ratio": 1.261744966442953
    },
    {
      "start": 1368.234,
      "end": 1370.574,
      "text": "如果SSD能參與推理",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17200909318595098,
      "no_speech_prob": 1.3354361019790595e-11,
      "compression_ratio": 1.261744966442953
    },
    {
      "start": 1370.574,
      "end": 1373.754,
      "text": "如果應用能直接貼著硬件寫本地",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17200909318595098,
      "no_speech_prob": 1.3354361019790595e-11,
      "compression_ratio": 1.261744966442953
    },
    {
      "start": 1373.754,
      "end": 1376.114,
      "text": "設備還能不能變成AI的主廠",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17200909318595098,
      "no_speech_prob": 1.3354361019790595e-11,
      "compression_ratio": 1.261744966442953
    },
    {
      "start": 1376.114,
      "end": 1377.174,
      "text": "檔案還沒訂",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17200909318595098,
      "no_speech_prob": 1.3354361019790595e-11,
      "compression_ratio": 1.261744966442953
    },
    {
      "start": 1377.174,
      "end": 1380.814,
      "text": "但這次Mac不再只是調用雲模型的屏幕",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17200909318595098,
      "no_speech_prob": 1.3354361019790595e-11,
      "compression_ratio": 1.261744966442953
    },
    {
      "start": 1380.814,
      "end": 1384.614,
      "text": "它開始像一台真正能存在AI的個人機器",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17200909318595098,
      "no_speech_prob": 1.3354361019790595e-11,
      "compression_ratio": 1.261744966442953
    },
    {
      "start": 1384.614,
      "end": 1386.594,
      "text": "如果這個趨勢繼續",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17200909318595098,
      "no_speech_prob": 1.3354361019790595e-11,
      "compression_ratio": 1.261744966442953
    },
    {
      "start": 1386.594,
      "end": 1389.754,
      "text": "未來買電腦時就會多一個新問題",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17200909318595098,
      "no_speech_prob": 1.3354361019790595e-11,
      "compression_ratio": 1.261744966442953
    },
    {
      "start": 1389.754,
      "end": 1392.294,
      "text": "這台機器能不能把個人資料",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.17200909318595098,
      "no_speech_prob": 1.3354361019790595e-11,
      "compression_ratio": 1.261744966442953
    },
    {
      "start": 1392.294,
      "end": 1395.054,
      "text": "工作流和本地模型連起來",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.13155918434017994,
      "no_speech_prob": 1.4009612914200886e-11,
      "compression_ratio": 1.248945147679325
    },
    {
      "start": 1395.054,
      "end": 1397.274,
      "text": "過去電腦拼的是性能",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.13155918434017994,
      "no_speech_prob": 1.4009612914200886e-11,
      "compression_ratio": 1.248945147679325
    },
    {
      "start": 1397.274,
      "end": 1399.794,
      "text": "後來拼的是續航和生態",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.13155918434017994,
      "no_speech_prob": 1.4009612914200886e-11,
      "compression_ratio": 1.248945147679325
    },
    {
      "start": 1399.794,
      "end": 1402.234,
      "text": "接下來可能要拼本地智能密度",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.13155918434017994,
      "no_speech_prob": 1.4009612914200886e-11,
      "compression_ratio": 1.248945147679325
    },
    {
      "start": 1402.234,
      "end": 1405.434,
      "text": "蘋果芯片這次露出的牌就在這裡",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.13155918434017994,
      "no_speech_prob": 1.4009612914200886e-11,
      "compression_ratio": 1.248945147679325
    },
    {
      "start": 1405.434,
      "end": 1408.634,
      "text": "誰能讓AI更貼近用戶自己的設備",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.13155918434017994,
      "no_speech_prob": 1.4009612914200886e-11,
      "compression_ratio": 1.248945147679325
    },
    {
      "start": 1408.634,
      "end": 1410.014,
      "text": "自己的文件",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.13155918434017994,
      "no_speech_prob": 1.4009612914200886e-11,
      "compression_ratio": 1.248945147679325
    },
    {
      "start": 1410.014,
      "end": 1411.714,
      "text": "自己的隱私邊界",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.13155918434017994,
      "no_speech_prob": 1.4009612914200886e-11,
      "compression_ratio": 1.248945147679325
    },
    {
      "start": 1411.714,
      "end": 1414.814,
      "text": "誰就能在雲端巨頭之外拿回一塊入口",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.13155918434017994,
      "no_speech_prob": 1.4009612914200886e-11,
      "compression_ratio": 1.248945147679325
    }
  ],
  "segmented_transcription": {
    "status": "SEGMENTED_TRANSCRIPT_OK",
    "created_at": "2026-08-07T14:48:38",
    "manifest": "/Users/sagawa/AI_WORK/video_notes/url/20260807_144748__8GB_MacBook_奇蹟_26B_大模型居然跑通了_老黃這下真的要失眠了/segmented_work/chunk_manifest.json",
    "audio": "/Users/sagawa/AI_WORK/video_notes/url/20260807_144748__8GB_MacBook_奇蹟_26B_大模型居然跑通了_老黃這下真的要失眠了/audio_16k_mono.wav",
    "audio_sha256": "cef0471032829a638f832ca9684fad133f6e38d652942c701b7b75053c0f2f32",
    "audio_duration": 1414.8615,
    "model": "mlx-community/whisper-large-v3-turbo",
    "language_hint": "zh",
    "condition_on_previous_text": false,
    "chunk_count": 3,
    "resumed_chunks": 0,
    "merged_segment_count": 573,
    "final_segment_end": 1414.814,
    "global_repeat_run": 1,
    "global_repeat_text": "一台8級字節記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記記",
    "tail_repeat_run": 1,
    "tail_repeat_text": "背後一定不是簡單下載一個模型",
    "hallucination_region_count": 0,
    "hallucination_regions": [],
    "qc_ok": true,
    "qc_errors": []
  }
}