{"text": "Hello 各位开发者朋友欢迎收听GitCoverty今天我们要带你快速掌握Github Trending上最火红的开源专案让你不错过任何值得关注的技术动态今天我们要深度解析Github上的一个热门专案Deep Tutor一个来自香港大学的终身个人化家教AI专案它将家教解题测验与研究等功能整合为一用单一的AI代理驱动让你的学习上下文不再破碎打造真正无缝的个人化学习体验市面上的AI学习工具是不是多到让人眼花撩乱但为什么大多数的工具都像是一闪即逝的玩具没办法真正融入我们的学习流程问题出在哪里它们要不是功能太分散就是昨天才问过的问题今天就忘得一干二净现在一个由香港大学团队开发的开源专案Deep Tutor正准备要来彻底解决这个痛点它不只是一个聊天机器人更像是一个整合了家教研究测验还有写作的AI原生工作空间这个专案的架构或许就揭示了个人化AI的问题AI的未来样貌这个专案叫做Deep Tutor由香港大学数据科学研究所HKUDS开发它的定位非常清楚要做你的终身个人化家教它是一个Python专案在GitHub上已经累积了超过26000颗星而且光是今天就增加了快200颗热度完全没有退烧的迹象Deep Tutor想要解决的就是传统数位学习工具最核心的痛点各个功能之间脉络是中断的体验是破碎的所以与其说它是一个单一的App不如把它看成一个统一的学习生态系它把家教解题研究视觉化还有技能练习这些功能全部都整合在一个可以扩展的AI Agent代理圈里面我们来回想一下过去的经验当我们想用AI学习的时候是不是常常需要在好几个工具之间切换来切换去一下用这个工具聊天问问题一下又换另一个工具整理资料然后再开第三个工具来做测验这个过程不止很麻烦最关键的问题是整个学习的脉络完全被切断AI根本不记得你在不同工具之间做了什么学了什么这样当然也谈不上什么深度的个人化目前市面上很多的AI家教说穿了大多只是用一个通用的语言模型外面再包上一层薄薄的提示词他们没办法真正理解你个人的知识库也抓不到你的学习盲点而Deep Tutor 切入的角度就是统一这两个字他认为真正有效的个人化学习必须在一个连贯的环境里发生只有这样你的知识库记忆和技能才能在所有的工作流程中无缝接轨接下来我们深入看看他的技术核心Deep Tutor 最关键的设计就是他的Agent Native也就是原生代理架构这代表什么意思呢意思就是所有的功能不管是聊天研究还是测验全部都建立在同一个可以扩展的代理回圈上你可以把它想象成一个拥有多种人格面具的大脑当你需要切换任务的时候他只是换个面具而不是换一颗大脑所以记忆跟知识永远都是连贯的技术上最让人眼睛一亮的是他那套可以检视的三层式记忆系统第一层L1是原始的互动记录第二层L2是从这些记录摘要出来的表面事实而第三层L3则是跨领域的综合认知这个设计打破了传统AI基因那种黑盒子的模式让整个个人化的过程变得透明而且可以控制就好像给这个AI一本可以随时翻阅随时编辑的日记一样另一个技术亮点是他支援多种引擎的RAG知识库RAG的全名是检索增强生成简单来说就是让AI可以根据你提供的资料来回答问题而DeepTutor厉害的地方在于它支援像是Lama Index Graph Rack这些不同策略让你可以针对不同类型的知识选择最适合的检索方法大大提升了专业应用的深度那在实际应用上DeepTutor能做些什么呢它的场景非常广泛首先对于终身学习者来说你可以针对一个特定的主题让他带着你做深度学习练习还有测验提供真正个人化的指导如果是研究人员或学生就可以利用他强大的RAG知识库还有一个叫做Corewriter的写作写作功能来快速整理文献写报告再来对教育工作者来说他有一个创新的Living Book也就是活书引擎可以把教材变成包含测验和动画的互动式电子书创造出全新的教学体验当然开发者也能从中受益DeepTutor有很强大的CLI界面支援结构化的Jason输出让他能当作后端轻松整合到客制化的学习应用力至于上手门槛专案有提供Docker印象档只要透过简单的指令就能启动对有基础技术能力的使用者来说算是相当友善社群对DeepTutor的反应怎么样呢普遍来说大家都抱持着很高的期待很多技术部落格和评测影片都特别称赞他那个由RAC驱动的知识中心说他能把静态的PDF教科书直接变成一个可以互动的私人家教在Ready上也有使用者分享说他们用DeepTutor来准备技术面试和专业考试觉得他有效解决了请家教成本太高的问题当然有一些潜在的疑虑也浮现了出来比方说系统的架构相对复杂对不是技术背景的使用者来说自己部署和维护可能会有门槛另外要把大量的个人学习资料上传也让一部分的人开始讨论关于隐私和资料安全的问题不过如果我们从另一个角度来看DeepTutor的价值其实远远不只是一个学习工具它更像是一个关于未来AI应用的设计蓝图它挑战了现在市场上那种大量换个皮就推出的浅薄AI应用模式并且亲身示范了要如何打造一个深度整合而且记忆可以被解释的垂直领域AI工作空间然而这种大一统的架构也不是没有风险随着功能越来越复杂最核心的Agent Loop有可能会变成一个很难维护的巨石系统此外还有一个安全隐患值得注意专案预设是允许大型语言模型产生的程式码直接在主机上运行的这对于安全意识不够的使用者来说是一个不能忽视的风险最后它的未来发展也高度依赖像是Lenoma Index这些外部开源专案的生态系是否健康总结来说Deep Tutor 不单单是一个AI夹角它更是一个把学习流程中所有环节都无缝整合起来的智慧工作空间它最核心的价值就是透过那套透明可控的记忆系统以及统一的代理架构实现了真正意义上的深度个人化为什么你应该关注这个专案因为它不只展示了AI在教育领域的巨大潜力更重要的是它为所有的开发者提供了一个重要的参考范本告诉我们未来该如何打造出专业可信而且一体化的AI应用以上就是今天的GitCoverry希望这些GitHub Trending专案能为你的开发工作带来灵感以上这些GitHub Report请见下方咨询栏如果你喜欢这个节目别忘了订阅我们的频道我们明天同一时间再见", "segments": [{"id": 0, "seek": 0, "start": 0.0, "end": 1.3, "text": "Hello 各位开发者朋友", "tokens": [50365, 15947, 220, 22073, 18937, 28926, 12444, 19828, 50430], "temperature": 0, "avg_logprob": -0.1541569377100745, "compression_ratio": 1.2638522427440633, "no_speech_prob": 1.643713290477855e-11}, {"id": 1, "seek": 0, "start": 1.3, "end": 2.6, "text": "欢迎收听GitCoverty", "tokens": [50430, 28566, 17699, 18681, 31022, 38, 270, 34, 3570, 874, 50495], "temperature": 0, "avg_logprob": -0.1541569377100745, "compression_ratio": 1.2638522427440633, "no_speech_prob": 1.643713290477855e-11}, {"id": 2, "seek": 0, "start": 2.8000000000000003, "end": 4.3, "text": "今天我们要带你快速掌握", "tokens": [50505, 12074, 15003, 4275, 4845, 99, 2166, 10251, 31217, 6900, 234, 11673, 94, 50580], "temperature": 0, "avg_logprob": -0.1541569377100745, "compression_ratio": 1.2638522427440633, "no_speech_prob": 1.643713290477855e-11}, {"id": 3, "seek": 0, "start": 4.3, "end": 7.0, "text": "Github Trending上最火红的开源专案", "tokens": [50580, 38, 355, 836, 37417, 278, 5708, 8661, 26171, 16853, 95, 1546, 18937, 47402, 940, 241, 28899, 50715], "temperature": 0, "avg_logprob": -0.1541569377100745, "compression_ratio": 1.2638522427440633, "no_speech_prob": 1.643713290477855e-11}, {"id": 4, "seek": 0, "start": 7.0, "end": 9.9, "text": "让你不错过任何值得关注的技术动态", "tokens": [50715, 33650, 2166, 1960, 29900, 16866, 26443, 11906, 40242, 5916, 28053, 26432, 1546, 32502, 1474, 107, 34961, 3757, 223, 50860], "temperature": 0, "avg_logprob": -0.1541569377100745, "compression_ratio": 1.2638522427440633, "no_speech_prob": 1.643713290477855e-11}, {"id": 5, "seek": 0, "start": 10.1, "end": 11.4, "text": "今天我们要深度解析", "tokens": [50870, 12074, 15003, 4275, 24043, 13127, 17278, 7360, 238, 50935], "temperature": 0, "avg_logprob": -0.1541569377100745, "compression_ratio": 1.2638522427440633, "no_speech_prob": 1.643713290477855e-11}, {"id": 6, "seek": 0, "start": 11.4, "end": 12.9, "text": "Github上的一个热门专案", "tokens": [50935, 38, 355, 836, 5708, 1546, 20182, 23661, 255, 8259, 101, 940, 241, 28899, 51010], "temperature": 0, "avg_logprob": -0.1541569377100745, "compression_ratio": 1.2638522427440633, "no_speech_prob": 1.643713290477855e-11}, {"id": 7, "seek": 0, "start": 13.0, "end": 13.8, "text": "Deep Tutor", "tokens": [51015, 11089, 595, 18392, 284, 51055], "temperature": 0, "avg_logprob": -0.1541569377100745, "compression_ratio": 1.2638522427440633, "no_speech_prob": 1.643713290477855e-11}, {"id": 8, "seek": 0, "start": 13.9, "end": 15.1, "text": "一个来自香港大学的", "tokens": [51060, 20182, 6912, 9722, 27141, 3582, 29618, 1546, 51120], "temperature": 0, "avg_logprob": -0.1541569377100745, "compression_ratio": 1.2638522427440633, "no_speech_prob": 1.643713290477855e-11}, {"id": 9, "seek": 0, "start": 15.1, "end": 17.1, "text": "终身个人化家教AI专案", "tokens": [51120, 10115, 230, 19847, 7549, 4035, 23756, 5155, 21936, 48698, 940, 241, 28899, 51220], "temperature": 0, "avg_logprob": -0.1541569377100745, "compression_ratio": 1.2638522427440633, "no_speech_prob": 1.643713290477855e-11}, {"id": 10, "seek": 0, "start": 17.3, "end": 18.3, "text": "它将家教", "tokens": [51230, 11284, 45456, 5155, 21936, 51280], "temperature": 0, "avg_logprob": -0.1541569377100745, "compression_ratio": 1.2638522427440633, "no_speech_prob": 1.643713290477855e-11}, {"id": 11, "seek": 0, "start": 18.400000000000002, "end": 19.1, "text": "解题", "tokens": [51285, 17278, 30716, 51320], "temperature": 0, "avg_logprob": -0.1541569377100745, "compression_ratio": 1.2638522427440633, "no_speech_prob": 1.643713290477855e-11}, {"id": 12, "seek": 0, "start": 19.2, "end": 19.8, "text": "测验", "tokens": [51325, 11038, 233, 49657, 234, 51355], "temperature": 0, "avg_logprob": -0.1541569377100745, "compression_ratio": 1.2638522427440633, "no_speech_prob": 1.643713290477855e-11}, {"id": 13, "seek": 0, "start": 19.900000000000002, "end": 21.900000000000002, "text": "与研究等功能整合为一", "tokens": [51360, 940, 236, 23230, 242, 44704, 10187, 32311, 8225, 27662, 14245, 13992, 2257, 51460], "temperature": 0, "avg_logprob": -0.1541569377100745, "compression_ratio": 1.2638522427440633, "no_speech_prob": 1.643713290477855e-11}, {"id": 14, "seek": 0, "start": 21.900000000000002, "end": 23.7, "text": "用单一的AI代理驱动", "tokens": [51460, 9254, 47446, 2257, 1546, 48698, 19105, 13876, 24023, 109, 34961, 51550], "temperature": 0, "avg_logprob": -0.1541569377100745, "compression_ratio": 1.2638522427440633, "no_speech_prob": 1.643713290477855e-11}, {"id": 15, "seek": 0, "start": 23.7, "end": 25.8, "text": "让你的学习上下文不再破碎", "tokens": [51550, 33650, 18961, 29618, 2930, 254, 5708, 4438, 17174, 1960, 8623, 39560, 16337, 236, 51655], "temperature": 0, "avg_logprob": -0.1541569377100745, "compression_ratio": 1.2638522427440633, "no_speech_prob": 1.643713290477855e-11}, {"id": 16, "seek": 0, "start": 25.8, "end": 28.5, "text": "打造真正无缝的个人化学习体验", "tokens": [51655, 12467, 37583, 6303, 15789, 31364, 38109, 251, 1546, 7549, 4035, 23756, 29618, 2930, 254, 29485, 49657, 234, 51790], "temperature": 0, "avg_logprob": -0.1541569377100745, "compression_ratio": 1.2638522427440633, "no_speech_prob": 1.643713290477855e-11}, {"id": 17, "seek": 0, "start": 28.6, "end": 30.0, "text": "市面上的AI学习工具", "tokens": [51795, 27261, 8833, 5708, 1546, 48698, 29618, 2930, 254, 23323, 39806, 51865], "temperature": 0, "avg_logprob": -0.1541569377100745, "compression_ratio": 1.2638522427440633, "no_speech_prob": 1.643713290477855e-11}, {"id": 18, "seek": 3000, "start": 30.0, "end": 32.0, "text": "是不是多到让人眼花撩乱", "tokens": [50365, 23034, 6392, 4511, 33650, 4035, 25281, 20127, 20559, 102, 2930, 109, 50465], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 19, "seek": 3000, "start": 32.0, "end": 32.9, "text": "但为什么", "tokens": [50465, 8395, 31006, 50510], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 20, "seek": 3000, "start": 32.9, "end": 34.0, "text": "大多数的工具", "tokens": [50510, 3582, 6392, 33188, 1546, 23323, 39806, 50565], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 21, "seek": 3000, "start": 34.0, "end": 35.8, "text": "都像是一闪即逝的玩具", "tokens": [50565, 7182, 12760, 1541, 2257, 8259, 103, 39127, 2215, 251, 1546, 19912, 39806, 50655], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 22, "seek": 3000, "start": 35.8, "end": 37.9, "text": "没办法真正融入我们的学习流程", "tokens": [50655, 10062, 39453, 11148, 6303, 15789, 43772, 235, 14028, 15003, 1546, 29618, 2930, 254, 27854, 29649, 50760], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 23, "seek": 3000, "start": 37.9, "end": 39.0, "text": "问题出在哪里", "tokens": [50760, 34069, 7781, 3581, 17028, 15759, 50815], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 24, "seek": 3000, "start": 39.0, "end": 40.6, "text": "它们要不是功能太分散", "tokens": [50815, 11284, 9497, 4275, 7296, 32311, 8225, 9455, 6627, 7017, 96, 50895], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 25, "seek": 3000, "start": 40.6, "end": 42.2, "text": "就是昨天才问过的问题", "tokens": [50895, 5620, 47404, 6135, 18888, 22064, 16866, 1546, 34069, 50975], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 26, "seek": 3000, "start": 42.2, "end": 43.9, "text": "今天就忘得一干二净", "tokens": [50975, 12074, 3111, 26677, 5916, 2257, 26111, 11217, 6336, 222, 51060], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 27, "seek": 3000, "start": 43.9, "end": 44.5, "text": "现在", "tokens": [51060, 25040, 51090], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 28, "seek": 3000, "start": 44.5, "end": 47.0, "text": "一个由香港大学团队开发的开源专案", "tokens": [51090, 20182, 23786, 27141, 3582, 29618, 3919, 95, 10034, 253, 18937, 28926, 1546, 18937, 47402, 940, 241, 28899, 51215], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 29, "seek": 3000, "start": 47.0, "end": 47.7, "text": "Deep Tutor", "tokens": [51215, 11089, 595, 18392, 284, 51250], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 30, "seek": 3000, "start": 47.7, "end": 49.900000000000006, "text": "正准备要来彻底解决这个痛点", "tokens": [51250, 15789, 6336, 228, 1787, 229, 4275, 6912, 7391, 119, 22816, 17278, 5676, 111, 15368, 28737, 12579, 51360], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 31, "seek": 3000, "start": 49.900000000000006, "end": 51.7, "text": "它不只是一个聊天机器人", "tokens": [51360, 11284, 1960, 36859, 20182, 40096, 6135, 37960, 34386, 4035, 51450], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 32, "seek": 3000, "start": 51.7, "end": 53.5, "text": "更像是一个整合了家教", "tokens": [51450, 19002, 12760, 1541, 20182, 27662, 14245, 2289, 5155, 21936, 51540], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 33, "seek": 3000, "start": 53.5, "end": 54.2, "text": "研究", "tokens": [51540, 23230, 242, 44704, 51575], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 34, "seek": 3000, "start": 54.2, "end": 54.8, "text": "测验", "tokens": [51575, 11038, 233, 49657, 234, 51605], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 35, "seek": 3000, "start": 54.8, "end": 56.8, "text": "还有写作的AI原生工作空间", "tokens": [51605, 35091, 5676, 247, 11914, 1546, 48698, 19683, 8244, 41315, 23322, 31685, 51705], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 36, "seek": 3000, "start": 56.8, "end": 58.2, "text": "这个专案的架构", "tokens": [51705, 15368, 940, 241, 28899, 1546, 7360, 114, 7360, 226, 51775], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 37, "seek": 3000, "start": 58.2, "end": 59.8, "text": "或许就揭示了个人化AI的问题", "tokens": [51775, 19780, 7422, 116, 3111, 11673, 255, 25696, 2289, 7549, 4035, 23756, 48698, 1546, 34069, 51855], "temperature": 0, "avg_logprob": -0.13286617824009486, "compression_ratio": 1.2962025316455696, "no_speech_prob": 1.2133452229057262e-11}, {"id": 38, "seek": 5980, "start": 59.8, "end": 60.699999999999996, "text": "AI的未来样貌", "tokens": [50365, 48698, 1546, 29954, 6912, 14496, 11561, 234, 50410], "temperature": 0, "avg_logprob": -0.12051302935626056, "compression_ratio": 1.1620111731843576, "no_speech_prob": 1.4686387522777622e-11}, {"id": 39, "seek": 5980, "start": 60.699999999999996, "end": 62.4, "text": "这个专案叫做Deep Tutor", "tokens": [50410, 15368, 940, 241, 28899, 19855, 10907, 11089, 595, 18392, 284, 50495], "temperature": 0, "avg_logprob": -0.12051302935626056, "compression_ratio": 1.1620111731843576, "no_speech_prob": 1.4686387522777622e-11}, {"id": 40, "seek": 5980, "start": 62.4, "end": 64.5, "text": "由香港大学数据科学研究所", "tokens": [50495, 23786, 27141, 3582, 29618, 33188, 26075, 106, 42091, 29618, 23230, 242, 44704, 5966, 50600], "temperature": 0, "avg_logprob": -0.12051302935626056, "compression_ratio": 1.1620111731843576, "no_speech_prob": 1.4686387522777622e-11}, {"id": 41, "seek": 5980, "start": 64.5, "end": 66.0, "text": "HKUDS开发", "tokens": [50600, 39, 42, 9438, 50, 18937, 28926, 50675], "temperature": 0, "avg_logprob": -0.12051302935626056, "compression_ratio": 1.1620111731843576, "no_speech_prob": 1.4686387522777622e-11}, {"id": 42, "seek": 5980, "start": 66.0, "end": 67.5, "text": "它的定位非常清楚", "tokens": [50675, 45224, 12088, 11160, 14392, 38433, 50750], "temperature": 0, "avg_logprob": -0.12051302935626056, "compression_ratio": 1.1620111731843576, "no_speech_prob": 1.4686387522777622e-11}, {"id": 43, "seek": 5980, "start": 67.5, "end": 70.2, "text": "要做你的终身个人化家教", "tokens": [50750, 4275, 10907, 18961, 10115, 230, 19847, 7549, 4035, 23756, 5155, 21936, 50885], "temperature": 0, "avg_logprob": -0.12051302935626056, "compression_ratio": 1.1620111731843576, "no_speech_prob": 1.4686387522777622e-11}, {"id": 44, "seek": 5980, "start": 70.2, "end": 71.89999999999999, "text": "它是一个Python专案", "tokens": [50885, 11284, 1541, 20182, 47, 88, 11943, 940, 241, 28899, 50970], "temperature": 0, "avg_logprob": -0.12051302935626056, "compression_ratio": 1.1620111731843576, "no_speech_prob": 1.4686387522777622e-11}, {"id": 45, "seek": 5980, "start": 71.89999999999999, "end": 75.5, "text": "在GitHub上已经累积了超过26000颗星", "tokens": [50970, 3581, 38, 270, 21150, 5708, 49161, 43656, 8204, 107, 2289, 19869, 16866, 10880, 1360, 12501, 245, 20682, 51150], "temperature": 0, "avg_logprob": -0.12051302935626056, "compression_ratio": 1.1620111731843576, "no_speech_prob": 1.4686387522777622e-11}, {"id": 46, "seek": 5980, "start": 75.5, "end": 78.6, "text": "而且光是今天就增加了快200颗热度", "tokens": [51150, 22942, 20690, 1541, 12074, 3111, 24228, 252, 9990, 2289, 10251, 7629, 12501, 245, 23661, 255, 13127, 51305], "temperature": 0, "avg_logprob": -0.12051302935626056, "compression_ratio": 1.1620111731843576, "no_speech_prob": 1.4686387522777622e-11}, {"id": 47, "seek": 5980, "start": 78.6, "end": 80.4, "text": "完全没有退烧的迹象", "tokens": [51305, 37100, 17944, 46361, 23661, 100, 1546, 3316, 117, 45007, 51395], "temperature": 0, "avg_logprob": -0.12051302935626056, "compression_ratio": 1.1620111731843576, "no_speech_prob": 1.4686387522777622e-11}, {"id": 48, "seek": 5980, "start": 80.4, "end": 82.1, "text": "Deep Tutor想要解决的", "tokens": [51395, 11089, 595, 18392, 284, 7093, 4275, 17278, 5676, 111, 1546, 51480], "temperature": 0, "avg_logprob": -0.12051302935626056, "compression_ratio": 1.1620111731843576, "no_speech_prob": 1.4686387522777622e-11}, {"id": 49, "seek": 5980, "start": 82.1, "end": 85.1, "text": "就是传统数位学习工具最核心的痛点", "tokens": [51480, 5620, 7384, 254, 10115, 253, 33188, 11160, 29618, 2930, 254, 23323, 39806, 8661, 8987, 116, 7945, 1546, 28737, 12579, 51630], "temperature": 0, "avg_logprob": -0.12051302935626056, "compression_ratio": 1.1620111731843576, "no_speech_prob": 1.4686387522777622e-11}, {"id": 50, "seek": 5980, "start": 85.1, "end": 87.6, "text": "各个功能之间脉络是中断的", "tokens": [51630, 17516, 7549, 32311, 8225, 9574, 31685, 27067, 231, 10115, 250, 1541, 5975, 4307, 255, 1546, 51755], "temperature": 0, "avg_logprob": -0.12051302935626056, "compression_ratio": 1.1620111731843576, "no_speech_prob": 1.4686387522777622e-11}, {"id": 51, "seek": 5980, "start": 87.6, "end": 88.8, "text": "体验是破碎的", "tokens": [51755, 29485, 49657, 234, 1541, 39560, 16337, 236, 1546, 51815], "temperature": 0, "avg_logprob": -0.12051302935626056, "compression_ratio": 1.1620111731843576, "no_speech_prob": 1.4686387522777622e-11}, {"id": 52, "seek": 8880, "start": 88.8, "end": 91.2, "text": "所以与其说它是一个单一的App", "tokens": [50365, 7239, 940, 236, 9572, 8090, 11284, 1541, 20182, 47446, 2257, 1546, 9132, 50485], "temperature": 0, "avg_logprob": -0.09501630067825317, "compression_ratio": 1.326984126984127, "no_speech_prob": 1.7125757409419684e-11}, {"id": 53, "seek": 8880, "start": 91.2, "end": 93.7, "text": "不如把它看成一个统一的学习生态系", "tokens": [50485, 1960, 8238, 42061, 4200, 11336, 20182, 10115, 253, 2257, 1546, 29618, 2930, 254, 8244, 3757, 223, 25368, 50610], "temperature": 0, "avg_logprob": -0.09501630067825317, "compression_ratio": 1.326984126984127, "no_speech_prob": 1.7125757409419684e-11}, {"id": 54, "seek": 8880, "start": 93.7, "end": 97.5, "text": "它把家教解题研究视觉化", "tokens": [50610, 11284, 16075, 5155, 21936, 17278, 30716, 23230, 242, 44704, 40656, 24447, 23756, 50800], "temperature": 0, "avg_logprob": -0.09501630067825317, "compression_ratio": 1.326984126984127, "no_speech_prob": 1.7125757409419684e-11}, {"id": 55, "seek": 8880, "start": 97.5, "end": 99.39999999999999, "text": "还有技能练习这些功能", "tokens": [50800, 35091, 32502, 8225, 10115, 225, 2930, 254, 5562, 13824, 32311, 8225, 50895], "temperature": 0, "avg_logprob": -0.09501630067825317, "compression_ratio": 1.326984126984127, "no_speech_prob": 1.7125757409419684e-11}, {"id": 56, "seek": 8880, "start": 99.39999999999999, "end": 101.7, "text": "全部都整合在一个可以扩展的", "tokens": [50895, 38714, 7182, 27662, 14245, 3581, 20182, 6723, 3416, 102, 43491, 1546, 51010], "temperature": 0, "avg_logprob": -0.09501630067825317, "compression_ratio": 1.326984126984127, "no_speech_prob": 1.7125757409419684e-11}, {"id": 57, "seek": 8880, "start": 101.7, "end": 103.7, "text": "AI Agent代理圈里面", "tokens": [51010, 48698, 27174, 19105, 13876, 2523, 230, 15759, 8833, 51110], "temperature": 0, "avg_logprob": -0.09501630067825317, "compression_ratio": 1.326984126984127, "no_speech_prob": 1.7125757409419684e-11}, {"id": 58, "seek": 8880, "start": 103.7, "end": 105.5, "text": "我们来回想一下过去的经验", "tokens": [51110, 15003, 6912, 8350, 7093, 8861, 16866, 6734, 1546, 30276, 49657, 234, 51200], "temperature": 0, "avg_logprob": -0.09501630067825317, "compression_ratio": 1.326984126984127, "no_speech_prob": 1.7125757409419684e-11}, {"id": 59, "seek": 8880, "start": 105.5, "end": 107.6, "text": "当我们想用AI学习的时候", "tokens": [51200, 16233, 15003, 7093, 9254, 48698, 29618, 2930, 254, 49873, 51305], "temperature": 0, "avg_logprob": -0.09501630067825317, "compression_ratio": 1.326984126984127, "no_speech_prob": 1.7125757409419684e-11}, {"id": 60, "seek": 8880, "start": 107.6, "end": 109.8, "text": "是不是常常需要在好几个工具之间", "tokens": [51305, 23034, 11279, 11279, 35748, 3581, 2131, 6336, 254, 7549, 23323, 39806, 9574, 31685, 51415], "temperature": 0, "avg_logprob": -0.09501630067825317, "compression_ratio": 1.326984126984127, "no_speech_prob": 1.7125757409419684e-11}, {"id": 61, "seek": 8880, "start": 109.8, "end": 111.2, "text": "切换来切换去", "tokens": [51415, 23632, 26075, 95, 6912, 23632, 26075, 95, 6734, 51485], "temperature": 0, "avg_logprob": -0.09501630067825317, "compression_ratio": 1.326984126984127, "no_speech_prob": 1.7125757409419684e-11}, {"id": 62, "seek": 8880, "start": 111.2, "end": 113.9, "text": "一下用这个工具聊天问问题", "tokens": [51485, 8861, 9254, 15368, 23323, 39806, 40096, 6135, 22064, 34069, 51620], "temperature": 0, "avg_logprob": -0.09501630067825317, "compression_ratio": 1.326984126984127, "no_speech_prob": 1.7125757409419684e-11}, {"id": 63, "seek": 8880, "start": 113.9, "end": 116.0, "text": "一下又换另一个工具整理资料", "tokens": [51620, 8861, 17047, 26075, 95, 22762, 20182, 23323, 39806, 27662, 13876, 5266, 226, 33404, 51725], "temperature": 0, "avg_logprob": -0.09501630067825317, "compression_ratio": 1.326984126984127, "no_speech_prob": 1.7125757409419684e-11}, {"id": 64, "seek": 11600, "start": 116.0, "end": 118.4, "text": "然后再开第三个工具来做测验", "tokens": [50365, 26636, 8623, 18937, 35878, 7549, 23323, 39806, 6912, 10907, 11038, 233, 49657, 234, 50485], "temperature": 0, "avg_logprob": -0.11860370635986328, "compression_ratio": 1.2807570977917981, "no_speech_prob": 1.462828642939673e-11}, {"id": 65, "seek": 11600, "start": 118.4, "end": 120.2, "text": "这个过程不止很麻烦", "tokens": [50485, 15368, 16866, 29649, 1960, 30438, 4563, 38999, 23661, 99, 50575], "temperature": 0, "avg_logprob": -0.11860370635986328, "compression_ratio": 1.2807570977917981, "no_speech_prob": 1.462828642939673e-11}, {"id": 66, "seek": 11600, "start": 120.2, "end": 121.4, "text": "最关键的问题是", "tokens": [50575, 8661, 28053, 23049, 106, 1546, 34069, 1541, 50635], "temperature": 0, "avg_logprob": -0.11860370635986328, "compression_ratio": 1.2807570977917981, "no_speech_prob": 1.462828642939673e-11}, {"id": 67, "seek": 11600, "start": 121.4, "end": 123.6, "text": "整个学习的脉络完全被切断", "tokens": [50635, 27662, 7549, 29618, 2930, 254, 1546, 27067, 231, 10115, 250, 37100, 23238, 23632, 4307, 255, 50745], "temperature": 0, "avg_logprob": -0.11860370635986328, "compression_ratio": 1.2807570977917981, "no_speech_prob": 1.462828642939673e-11}, {"id": 68, "seek": 11600, "start": 123.6, "end": 124.7, "text": "AI根本不记得", "tokens": [50745, 48698, 31337, 8802, 1960, 34756, 5916, 50800], "temperature": 0, "avg_logprob": -0.11860370635986328, "compression_ratio": 1.2807570977917981, "no_speech_prob": 1.462828642939673e-11}, {"id": 69, "seek": 11600, "start": 124.7, "end": 126.6, "text": "你在不同工具之间做了什么", "tokens": [50800, 41410, 47123, 23323, 39806, 9574, 31685, 10907, 2289, 10440, 50895], "temperature": 0, "avg_logprob": -0.11860370635986328, "compression_ratio": 1.2807570977917981, "no_speech_prob": 1.462828642939673e-11}, {"id": 70, "seek": 11600, "start": 126.6, "end": 127.4, "text": "学了什么", "tokens": [50895, 29618, 2289, 10440, 50935], "temperature": 0, "avg_logprob": -0.11860370635986328, "compression_ratio": 1.2807570977917981, "no_speech_prob": 1.462828642939673e-11}, {"id": 71, "seek": 11600, "start": 127.4, "end": 129.6, "text": "这样当然也谈不上什么深度的个人化", "tokens": [50935, 21209, 40486, 6404, 8897, 230, 1960, 5708, 10440, 24043, 13127, 1546, 7549, 4035, 23756, 51045], "temperature": 0, "avg_logprob": -0.11860370635986328, "compression_ratio": 1.2807570977917981, "no_speech_prob": 1.462828642939673e-11}, {"id": 72, "seek": 11600, "start": 129.6, "end": 131.4, "text": "目前市面上很多的AI家教", "tokens": [51045, 39004, 27261, 8833, 5708, 20778, 1546, 48698, 5155, 21936, 51135], "temperature": 0, "avg_logprob": -0.11860370635986328, "compression_ratio": 1.2807570977917981, "no_speech_prob": 1.462828642939673e-11}, {"id": 73, "seek": 11600, "start": 131.4, "end": 132.4, "text": "说穿了", "tokens": [51135, 8090, 13740, 123, 2289, 51185], "temperature": 0, "avg_logprob": -0.11860370635986328, "compression_ratio": 1.2807570977917981, "no_speech_prob": 1.462828642939673e-11}, {"id": 74, "seek": 11600, "start": 132.4, "end": 134.4, "text": "大多只是用一个通用的语言模型", "tokens": [51185, 3582, 6392, 36859, 9254, 20182, 19550, 9254, 1546, 5233, 255, 12009, 41908, 39823, 51285], "temperature": 0, "avg_logprob": -0.11860370635986328, "compression_ratio": 1.2807570977917981, "no_speech_prob": 1.462828642939673e-11}, {"id": 75, "seek": 11600, "start": 134.4, "end": 136.8, "text": "外面再包上一层薄薄的提示词", "tokens": [51285, 12022, 8833, 8623, 23305, 5708, 2257, 9636, 224, 27746, 226, 27746, 226, 1546, 20949, 25696, 5233, 235, 51405], "temperature": 0, "avg_logprob": -0.11860370635986328, "compression_ratio": 1.2807570977917981, "no_speech_prob": 1.462828642939673e-11}, {"id": 76, "seek": 11600, "start": 136.8, "end": 139.3, "text": "他们没办法真正理解你个人的知识库", "tokens": [51405, 47911, 10062, 39453, 11148, 6303, 15789, 13876, 17278, 2166, 7549, 4035, 1546, 6498, 5233, 228, 6346, 241, 51530], "temperature": 0, "avg_logprob": -0.11860370635986328, "compression_ratio": 1.2807570977917981, "no_speech_prob": 1.462828642939673e-11}, {"id": 77, "seek": 13930, "start": 139.3, "end": 141.70000000000002, "text": "也抓不到你的学习盲点", "tokens": [50365, 6404, 43069, 35728, 18961, 29618, 2930, 254, 5419, 110, 12579, 50485], "temperature": 0, "avg_logprob": -0.12168883114326291, "compression_ratio": 1.2253086419753085, "no_speech_prob": 1.3159412795560321e-11}, {"id": 78, "seek": 13930, "start": 141.70000000000002, "end": 145.5, "text": "而Deep Tutor 切入的角度就是统一这两个字", "tokens": [50485, 11070, 11089, 595, 18392, 284, 220, 23632, 14028, 1546, 29389, 13127, 5620, 10115, 253, 2257, 5562, 36257, 7549, 22381, 50675], "temperature": 0, "avg_logprob": -0.12168883114326291, "compression_ratio": 1.2253086419753085, "no_speech_prob": 1.3159412795560321e-11}, {"id": 79, "seek": 13930, "start": 145.5, "end": 148.3, "text": "他认为真正有效的个人化学习", "tokens": [50675, 5000, 7422, 97, 13992, 6303, 15789, 2412, 43076, 1546, 7549, 4035, 23756, 29618, 2930, 254, 50815], "temperature": 0, "avg_logprob": -0.12168883114326291, "compression_ratio": 1.2253086419753085, "no_speech_prob": 1.3159412795560321e-11}, {"id": 80, "seek": 13930, "start": 148.3, "end": 150.9, "text": "必须在一个连贯的环境里发生", "tokens": [50815, 28531, 10178, 119, 3581, 20182, 3316, 252, 18464, 107, 1546, 8051, 107, 47885, 15759, 28926, 8244, 50945], "temperature": 0, "avg_logprob": -0.12168883114326291, "compression_ratio": 1.2253086419753085, "no_speech_prob": 1.3159412795560321e-11}, {"id": 81, "seek": 13930, "start": 150.9, "end": 152.70000000000002, "text": "只有这样你的知识库", "tokens": [50945, 35244, 21209, 18961, 6498, 5233, 228, 6346, 241, 51035], "temperature": 0, "avg_logprob": -0.12168883114326291, "compression_ratio": 1.2253086419753085, "no_speech_prob": 1.3159412795560321e-11}, {"id": 82, "seek": 13930, "start": 152.70000000000002, "end": 155.70000000000002, "text": "记忆和技能才能在所有的工作流程中", "tokens": [51035, 34756, 4263, 228, 12565, 32502, 8225, 18888, 8225, 3581, 39300, 1546, 41315, 27854, 29649, 5975, 51185], "temperature": 0, "avg_logprob": -0.12168883114326291, "compression_ratio": 1.2253086419753085, "no_speech_prob": 1.3159412795560321e-11}, {"id": 83, "seek": 13930, "start": 155.70000000000002, "end": 156.70000000000002, "text": "无缝接轨", "tokens": [51185, 31364, 38109, 251, 14468, 17819, 101, 51235], "temperature": 0, "avg_logprob": -0.12168883114326291, "compression_ratio": 1.2253086419753085, "no_speech_prob": 1.3159412795560321e-11}, {"id": 84, "seek": 13930, "start": 156.70000000000002, "end": 159.5, "text": "接下来我们深入看看他的技术核心", "tokens": [51235, 14468, 4438, 6912, 15003, 24043, 14028, 22884, 31309, 32502, 1474, 107, 8987, 116, 7945, 51375], "temperature": 0, "avg_logprob": -0.12168883114326291, "compression_ratio": 1.2253086419753085, "no_speech_prob": 1.3159412795560321e-11}, {"id": 85, "seek": 13930, "start": 159.5, "end": 161.5, "text": "Deep Tutor 最关键的设计", "tokens": [51375, 11089, 595, 18392, 284, 220, 8661, 28053, 23049, 106, 1546, 7422, 122, 7422, 94, 51475], "temperature": 0, "avg_logprob": -0.12168883114326291, "compression_ratio": 1.2253086419753085, "no_speech_prob": 1.3159412795560321e-11}, {"id": 86, "seek": 13930, "start": 161.5, "end": 163.3, "text": "就是他的Agent Native", "tokens": [51475, 5620, 31309, 32, 6930, 15093, 51565], "temperature": 0, "avg_logprob": -0.12168883114326291, "compression_ratio": 1.2253086419753085, "no_speech_prob": 1.3159412795560321e-11}, {"id": 87, "seek": 13930, "start": 163.3, "end": 165.10000000000002, "text": "也就是原生代理架构", "tokens": [51565, 6404, 5620, 19683, 8244, 19105, 13876, 7360, 114, 7360, 226, 51655], "temperature": 0, "avg_logprob": -0.12168883114326291, "compression_ratio": 1.2253086419753085, "no_speech_prob": 1.3159412795560321e-11}, {"id": 88, "seek": 13930, "start": 165.10000000000002, "end": 166.70000000000002, "text": "这代表什么意思呢", "tokens": [51655, 5562, 19105, 17571, 10440, 16697, 6240, 51735], "temperature": 0, "avg_logprob": -0.12168883114326291, "compression_ratio": 1.2253086419753085, "no_speech_prob": 1.3159412795560321e-11}, {"id": 89, "seek": 16670, "start": 166.7, "end": 170.89999999999998, "text": "意思就是所有的功能不管是聊天研究还是测验", "tokens": [50365, 16697, 5620, 39300, 1546, 32311, 8225, 45376, 1541, 40096, 6135, 23230, 242, 44704, 45726, 11038, 233, 49657, 234, 50575], "temperature": 0, "avg_logprob": -0.07806414553993626, "compression_ratio": 1.369047619047619, "no_speech_prob": 1.6544500144877183e-11}, {"id": 90, "seek": 16670, "start": 170.89999999999998, "end": 174.5, "text": "全部都建立在同一个可以扩展的代理回圈上", "tokens": [50575, 38714, 7182, 34157, 24409, 3581, 13089, 20182, 6723, 3416, 102, 43491, 1546, 19105, 13876, 8350, 2523, 230, 5708, 50755], "temperature": 0, "avg_logprob": -0.07806414553993626, "compression_ratio": 1.369047619047619, "no_speech_prob": 1.6544500144877183e-11}, {"id": 91, "seek": 16670, "start": 174.5, "end": 175.89999999999998, "text": "你可以把它想象成一个", "tokens": [50755, 42766, 42061, 7093, 45007, 11336, 20182, 50825], "temperature": 0, "avg_logprob": -0.07806414553993626, "compression_ratio": 1.369047619047619, "no_speech_prob": 1.6544500144877183e-11}, {"id": 92, "seek": 16670, "start": 175.89999999999998, "end": 177.89999999999998, "text": "拥有多种人格面具的大脑", "tokens": [50825, 6852, 98, 2412, 6392, 39810, 4035, 30921, 8833, 39806, 1546, 3582, 27067, 239, 50925], "temperature": 0, "avg_logprob": -0.07806414553993626, "compression_ratio": 1.369047619047619, "no_speech_prob": 1.6544500144877183e-11}, {"id": 93, "seek": 16670, "start": 177.89999999999998, "end": 179.7, "text": "当你需要切换任务的时候", "tokens": [50925, 16233, 2166, 35748, 23632, 26075, 95, 26443, 5087, 94, 49873, 51015], "temperature": 0, "avg_logprob": -0.07806414553993626, "compression_ratio": 1.369047619047619, "no_speech_prob": 1.6544500144877183e-11}, {"id": 94, "seek": 16670, "start": 179.7, "end": 181.1, "text": "他只是换个面具", "tokens": [51015, 5000, 36859, 26075, 95, 7549, 8833, 39806, 51085], "temperature": 0, "avg_logprob": -0.07806414553993626, "compression_ratio": 1.369047619047619, "no_speech_prob": 1.6544500144877183e-11}, {"id": 95, "seek": 16670, "start": 181.1, "end": 182.39999999999998, "text": "而不是换一颗大脑", "tokens": [51085, 11070, 7296, 26075, 95, 2257, 12501, 245, 3582, 27067, 239, 51150], "temperature": 0, "avg_logprob": -0.07806414553993626, "compression_ratio": 1.369047619047619, "no_speech_prob": 1.6544500144877183e-11}, {"id": 96, "seek": 16670, "start": 182.39999999999998, "end": 184.5, "text": "所以记忆跟知识永远都是连贯的", "tokens": [51150, 7239, 34756, 4263, 228, 9678, 6498, 5233, 228, 42503, 3316, 250, 22796, 3316, 252, 18464, 107, 1546, 51255], "temperature": 0, "avg_logprob": -0.07806414553993626, "compression_ratio": 1.369047619047619, "no_speech_prob": 1.6544500144877183e-11}, {"id": 97, "seek": 16670, "start": 184.5, "end": 187.1, "text": "技术上最让人眼睛一亮的", "tokens": [51255, 32502, 1474, 107, 5708, 8661, 33650, 4035, 25281, 14221, 249, 2257, 22991, 1546, 51385], "temperature": 0, "avg_logprob": -0.07806414553993626, "compression_ratio": 1.369047619047619, "no_speech_prob": 1.6544500144877183e-11}, {"id": 98, "seek": 16670, "start": 187.1, "end": 190.29999999999998, "text": "是他那套可以检视的三层式记忆系统", "tokens": [51385, 1541, 5000, 4184, 1881, 245, 6723, 16407, 222, 40656, 1546, 10960, 9636, 224, 27584, 34756, 4263, 228, 25368, 10115, 253, 51545], "temperature": 0, "avg_logprob": -0.07806414553993626, "compression_ratio": 1.369047619047619, "no_speech_prob": 1.6544500144877183e-11}, {"id": 99, "seek": 16670, "start": 190.29999999999998, "end": 193.5, "text": "第一层L1是原始的互动记录", "tokens": [51545, 18049, 9636, 224, 43, 16, 1541, 19683, 15476, 1546, 1369, 240, 34961, 34756, 7391, 243, 51705], "temperature": 0, "avg_logprob": -0.07806414553993626, "compression_ratio": 1.369047619047619, "no_speech_prob": 1.6544500144877183e-11}, {"id": 100, "seek": 16670, "start": 193.5, "end": 196.29999999999998, "text": "第二层L2是从这些记录摘要出来的", "tokens": [51705, 19693, 9636, 224, 43, 17, 1541, 35630, 5562, 13824, 34756, 7391, 243, 34783, 246, 4275, 44561, 1546, 51845], "temperature": 0, "avg_logprob": -0.07806414553993626, "compression_ratio": 1.369047619047619, "no_speech_prob": 1.6544500144877183e-11}, {"id": 101, "seek": 19630, "start": 196.3, "end": 197.3, "text": "表面事实", "tokens": [50365, 17571, 8833, 6973, 24726, 50415], "temperature": 0, "avg_logprob": -0.09532809135241387, "compression_ratio": 1.2240896358543418, "no_speech_prob": 1.4633613765191456e-11}, {"id": 102, "seek": 19630, "start": 197.3, "end": 200.5, "text": "而第三层L3则是跨领域的综合认知", "tokens": [50415, 11070, 35878, 9636, 224, 43, 18, 2437, 247, 1541, 6563, 101, 12501, 228, 16262, 253, 1546, 10115, 120, 14245, 7422, 97, 6498, 50575], "temperature": 0, "avg_logprob": -0.09532809135241387, "compression_ratio": 1.2240896358543418, "no_speech_prob": 1.4633613765191456e-11}, {"id": 103, "seek": 19630, "start": 200.5, "end": 204.3, "text": "这个设计打破了传统AI基因那种黑盒子的模式", "tokens": [50575, 15368, 7422, 122, 7422, 94, 12467, 39560, 2289, 7384, 254, 10115, 253, 48698, 26008, 8698, 4184, 39810, 32141, 5419, 240, 7626, 1546, 41908, 27584, 50765], "temperature": 0, "avg_logprob": -0.09532809135241387, "compression_ratio": 1.2240896358543418, "no_speech_prob": 1.4633613765191456e-11}, {"id": 104, "seek": 19630, "start": 204.3, "end": 206.3, "text": "让整个个人化的过程变得透明", "tokens": [50765, 33650, 27662, 7549, 7549, 4035, 23756, 1546, 16866, 29649, 2129, 246, 5916, 45808, 11100, 50865], "temperature": 0, "avg_logprob": -0.09532809135241387, "compression_ratio": 1.2240896358543418, "no_speech_prob": 1.4633613765191456e-11}, {"id": 105, "seek": 19630, "start": 206.3, "end": 207.3, "text": "而且可以控制", "tokens": [50865, 22942, 6723, 48707, 25491, 50915], "temperature": 0, "avg_logprob": -0.09532809135241387, "compression_ratio": 1.2240896358543418, "no_speech_prob": 1.4633613765191456e-11}, {"id": 106, "seek": 19630, "start": 207.3, "end": 209.9, "text": "就好像给这个AI一本可以随时翻阅", "tokens": [50915, 3111, 33242, 23197, 15368, 48698, 2257, 8802, 6723, 10673, 237, 15729, 42716, 10034, 227, 51045], "temperature": 0, "avg_logprob": -0.09532809135241387, "compression_ratio": 1.2240896358543418, "no_speech_prob": 1.4633613765191456e-11}, {"id": 107, "seek": 19630, "start": 209.9, "end": 211.70000000000002, "text": "随时编辑的日记一样", "tokens": [51045, 10673, 237, 15729, 38109, 244, 9830, 239, 1546, 6890, 34756, 2257, 14496, 51135], "temperature": 0, "avg_logprob": -0.09532809135241387, "compression_ratio": 1.2240896358543418, "no_speech_prob": 1.4633613765191456e-11}, {"id": 108, "seek": 19630, "start": 211.70000000000002, "end": 215.70000000000002, "text": "另一个技术亮点是他支援多种引擎的RAG知识库", "tokens": [51135, 22762, 20182, 32502, 1474, 107, 22991, 12579, 1541, 5000, 24400, 11673, 112, 6392, 39810, 41301, 13167, 236, 1546, 3750, 38, 6498, 5233, 228, 6346, 241, 51335], "temperature": 0, "avg_logprob": -0.09532809135241387, "compression_ratio": 1.2240896358543418, "no_speech_prob": 1.4633613765191456e-11}, {"id": 109, "seek": 19630, "start": 215.70000000000002, "end": 218.5, "text": "RAG的全名是检索增强生成", "tokens": [51335, 3750, 38, 1546, 11319, 15940, 1541, 16407, 222, 7732, 95, 24228, 252, 5702, 118, 8244, 11336, 51475], "temperature": 0, "avg_logprob": -0.09532809135241387, "compression_ratio": 1.2240896358543418, "no_speech_prob": 1.4633613765191456e-11}, {"id": 110, "seek": 19630, "start": 218.5, "end": 222.10000000000002, "text": "简单来说就是让AI可以根据你提供的资料来回答问题", "tokens": [51475, 11249, 222, 47446, 6912, 8090, 5620, 33650, 48698, 6723, 31337, 26075, 106, 2166, 20949, 3254, 249, 1546, 5266, 226, 33404, 6912, 8350, 28223, 34069, 51655], "temperature": 0, "avg_logprob": -0.09532809135241387, "compression_ratio": 1.2240896358543418, "no_speech_prob": 1.4633613765191456e-11}, {"id": 111, "seek": 19630, "start": 222.10000000000002, "end": 223.70000000000002, "text": "而DeepTutor厉害的地方在于", "tokens": [51655, 11070, 11089, 595, 51, 22163, 5014, 231, 14694, 1546, 30146, 3581, 37732, 51735], "temperature": 0, "avg_logprob": -0.09532809135241387, "compression_ratio": 1.2240896358543418, "no_speech_prob": 1.4633613765191456e-11}, {"id": 112, "seek": 22370, "start": 223.7, "end": 228.1, "text": "它支援像是Lama Index Graph Rack这些不同策略", "tokens": [50365, 11284, 24400, 11673, 112, 12760, 1541, 43, 2404, 33552, 21884, 497, 501, 5562, 13824, 47123, 7973, 244, 6904, 98, 50585], "temperature": 0, "avg_logprob": -0.09836811229495183, "compression_ratio": 1.2, "no_speech_prob": 1.3675586704731124e-11}, {"id": 113, "seek": 22370, "start": 228.1, "end": 230.1, "text": "让你可以针对不同类型的知识", "tokens": [50585, 33650, 42766, 25153, 230, 8713, 47123, 22113, 119, 39823, 1546, 6498, 5233, 228, 50685], "temperature": 0, "avg_logprob": -0.09836811229495183, "compression_ratio": 1.2, "no_speech_prob": 1.3675586704731124e-11}, {"id": 114, "seek": 22370, "start": 230.1, "end": 232.1, "text": "选择最适合的检索方法", "tokens": [50685, 2215, 231, 6852, 102, 8661, 2215, 224, 14245, 1546, 16407, 222, 7732, 95, 9249, 11148, 50785], "temperature": 0, "avg_logprob": -0.09836811229495183, "compression_ratio": 1.2, "no_speech_prob": 1.3675586704731124e-11}, {"id": 115, "seek": 22370, "start": 232.1, "end": 234.29999999999998, "text": "大大提升了专业应用的深度", "tokens": [50785, 3582, 3582, 20949, 41670, 2289, 940, 241, 940, 248, 44297, 9254, 1546, 24043, 13127, 50895], "temperature": 0, "avg_logprob": -0.09836811229495183, "compression_ratio": 1.2, "no_speech_prob": 1.3675586704731124e-11}, {"id": 116, "seek": 22370, "start": 234.29999999999998, "end": 237.7, "text": "那在实际应用上DeepTutor能做些什么呢", "tokens": [50895, 4184, 3581, 24726, 8842, 227, 44297, 9254, 5708, 11089, 595, 51, 22163, 8225, 10907, 13824, 10440, 6240, 51065], "temperature": 0, "avg_logprob": -0.09836811229495183, "compression_ratio": 1.2, "no_speech_prob": 1.3675586704731124e-11}, {"id": 117, "seek": 22370, "start": 237.7, "end": 239.29999999999998, "text": "它的场景非常广泛", "tokens": [51065, 45224, 50255, 50218, 14392, 3509, 123, 6847, 249, 51145], "temperature": 0, "avg_logprob": -0.09836811229495183, "compression_ratio": 1.2, "no_speech_prob": 1.3675586704731124e-11}, {"id": 118, "seek": 22370, "start": 239.29999999999998, "end": 241.7, "text": "首先对于终身学习者来说", "tokens": [51145, 36490, 8713, 37732, 10115, 230, 19847, 29618, 2930, 254, 12444, 6912, 8090, 51265], "temperature": 0, "avg_logprob": -0.09836811229495183, "compression_ratio": 1.2, "no_speech_prob": 1.3675586704731124e-11}, {"id": 119, "seek": 22370, "start": 241.7, "end": 244.1, "text": "你可以针对一个特定的主题", "tokens": [51265, 42766, 25153, 230, 8713, 20182, 17682, 12088, 1546, 13557, 30716, 51385], "temperature": 0, "avg_logprob": -0.09836811229495183, "compression_ratio": 1.2, "no_speech_prob": 1.3675586704731124e-11}, {"id": 120, "seek": 22370, "start": 244.1, "end": 247.89999999999998, "text": "让他带着你做深度学习练习还有测验", "tokens": [51385, 33650, 5000, 4845, 99, 20708, 2166, 10907, 24043, 13127, 29618, 2930, 254, 10115, 225, 2930, 254, 35091, 11038, 233, 49657, 234, 51575], "temperature": 0, "avg_logprob": -0.09836811229495183, "compression_ratio": 1.2, "no_speech_prob": 1.3675586704731124e-11}, {"id": 121, "seek": 22370, "start": 247.89999999999998, "end": 249.89999999999998, "text": "提供真正个人化的指导", "tokens": [51575, 20949, 3254, 249, 6303, 15789, 7549, 4035, 23756, 1546, 25922, 4510, 120, 51675], "temperature": 0, "avg_logprob": -0.09836811229495183, "compression_ratio": 1.2, "no_speech_prob": 1.3675586704731124e-11}, {"id": 122, "seek": 24990, "start": 249.9, "end": 254.3, "text": "如果是研究人员或学生就可以利用他强大的RAG知识库", "tokens": [50365, 13119, 1541, 23230, 242, 44704, 4035, 3606, 246, 19780, 29618, 8244, 36781, 23700, 9254, 5000, 5702, 118, 39156, 3750, 38, 6498, 5233, 228, 6346, 241, 50585], "temperature": 0, "avg_logprob": -0.11383376270532608, "compression_ratio": 1.1264367816091954, "no_speech_prob": 1.508457941890029e-11}, {"id": 123, "seek": 24990, "start": 254.3, "end": 256.3, "text": "还有一个叫做Corewriter的写作", "tokens": [50585, 35091, 20182, 19855, 10907, 34, 418, 23681, 1546, 5676, 247, 11914, 50685], "temperature": 0, "avg_logprob": -0.11383376270532608, "compression_ratio": 1.1264367816091954, "no_speech_prob": 1.508457941890029e-11}, {"id": 124, "seek": 24990, "start": 256.3, "end": 258.86, "text": "写作功能来快速整理文献", "tokens": [50685, 5676, 247, 11914, 32311, 8225, 6912, 10251, 31217, 27662, 13876, 17174, 25266, 106, 50813], "temperature": 0, "avg_logprob": -0.11383376270532608, "compression_ratio": 1.1264367816091954, "no_speech_prob": 1.508457941890029e-11}, {"id": 125, "seek": 24990, "start": 258.86, "end": 259.7, "text": "写报告", "tokens": [50813, 5676, 247, 49817, 16846, 50855], "temperature": 0, "avg_logprob": -0.11383376270532608, "compression_ratio": 1.1264367816091954, "no_speech_prob": 1.508457941890029e-11}, {"id": 126, "seek": 24990, "start": 259.7, "end": 260.3, "text": "再来", "tokens": [50855, 8623, 6912, 50885], "temperature": 0, "avg_logprob": -0.11383376270532608, "compression_ratio": 1.1264367816091954, "no_speech_prob": 1.508457941890029e-11}, {"id": 127, "seek": 24990, "start": 260.3, "end": 261.9, "text": "对教育工作者来说", "tokens": [50885, 8713, 21936, 14356, 110, 41315, 12444, 6912, 8090, 50965], "temperature": 0, "avg_logprob": -0.11383376270532608, "compression_ratio": 1.1264367816091954, "no_speech_prob": 1.508457941890029e-11}, {"id": 128, "seek": 24990, "start": 261.9, "end": 263.5, "text": "他有一个创新的Living Book", "tokens": [50965, 5000, 2412, 20182, 2437, 249, 12560, 1546, 43, 2123, 9476, 51045], "temperature": 0, "avg_logprob": -0.11383376270532608, "compression_ratio": 1.1264367816091954, "no_speech_prob": 1.508457941890029e-11}, {"id": 129, "seek": 24990, "start": 263.5, "end": 264.86, "text": "也就是活书引擎", "tokens": [51045, 6404, 5620, 25956, 2930, 99, 41301, 13167, 236, 51113], "temperature": 0, "avg_logprob": -0.11383376270532608, "compression_ratio": 1.1264367816091954, "no_speech_prob": 1.508457941890029e-11}, {"id": 130, "seek": 24990, "start": 264.86, "end": 268.3, "text": "可以把教材变成包含测验和动画的互动式电子书", "tokens": [51113, 6723, 16075, 21936, 4422, 238, 2129, 246, 11336, 23305, 2392, 104, 11038, 233, 49657, 234, 12565, 34961, 27126, 1546, 1369, 240, 34961, 27584, 42182, 7626, 2930, 99, 51285], "temperature": 0, "avg_logprob": -0.11383376270532608, "compression_ratio": 1.1264367816091954, "no_speech_prob": 1.508457941890029e-11}, {"id": 131, "seek": 26830, "start": 268.3, "end": 270.1, "text": "创造出全新的教学体验", "tokens": [50365, 2437, 249, 37583, 7781, 11319, 12560, 1546, 21936, 29618, 29485, 49657, 234, 50455], "temperature": 0, "avg_logprob": -0.09433761297487746, "compression_ratio": 1.2297297297297298, "no_speech_prob": 1.2036856754382708e-11}, {"id": 132, "seek": 26830, "start": 270.1, "end": 272.7, "text": "当然开发者也能从中受益", "tokens": [50455, 40486, 18937, 28926, 12444, 6404, 8225, 35630, 5975, 23151, 5419, 232, 50585], "temperature": 0, "avg_logprob": -0.09433761297487746, "compression_ratio": 1.2297297297297298, "no_speech_prob": 1.2036856754382708e-11}, {"id": 133, "seek": 26830, "start": 272.7, "end": 274.7, "text": "DeepTutor有很强大的CLI界面", "tokens": [50585, 11089, 595, 51, 22163, 2412, 4563, 5702, 118, 39156, 22458, 40, 21185, 8833, 50685], "temperature": 0, "avg_logprob": -0.09433761297487746, "compression_ratio": 1.2297297297297298, "no_speech_prob": 1.2036856754382708e-11}, {"id": 134, "seek": 26830, "start": 274.7, "end": 276.5, "text": "支援结构化的Jason输出", "tokens": [50685, 24400, 11673, 112, 45641, 7360, 226, 23756, 1546, 38267, 9830, 241, 7781, 50775], "temperature": 0, "avg_logprob": -0.09433761297487746, "compression_ratio": 1.2297297297297298, "no_speech_prob": 1.2036856754382708e-11}, {"id": 135, "seek": 26830, "start": 276.5, "end": 277.90000000000003, "text": "让他能当作后端", "tokens": [50775, 33650, 5000, 8225, 16233, 11914, 13547, 11957, 107, 50845], "temperature": 0, "avg_logprob": -0.09433761297487746, "compression_ratio": 1.2297297297297298, "no_speech_prob": 1.2036856754382708e-11}, {"id": 136, "seek": 26830, "start": 277.90000000000003, "end": 280.3, "text": "轻松整合到客制化的学习应用力", "tokens": [50845, 17819, 119, 36897, 27662, 14245, 4511, 32316, 25491, 23756, 1546, 29618, 2930, 254, 44297, 9254, 13486, 50965], "temperature": 0, "avg_logprob": -0.09433761297487746, "compression_ratio": 1.2297297297297298, "no_speech_prob": 1.2036856754382708e-11}, {"id": 137, "seek": 26830, "start": 280.3, "end": 281.42, "text": "至于上手门槛", "tokens": [50965, 20844, 37732, 5708, 11389, 8259, 101, 24880, 249, 51021], "temperature": 0, "avg_logprob": -0.09433761297487746, "compression_ratio": 1.2297297297297298, "no_speech_prob": 1.2036856754382708e-11}, {"id": 138, "seek": 26830, "start": 281.42, "end": 283.26, "text": "专案有提供Docker印象档", "tokens": [51021, 940, 241, 28899, 2412, 20949, 3254, 249, 35, 1560, 260, 35825, 45007, 21416, 96, 51113], "temperature": 0, "avg_logprob": -0.09433761297487746, "compression_ratio": 1.2297297297297298, "no_speech_prob": 1.2036856754382708e-11}, {"id": 139, "seek": 26830, "start": 283.26, "end": 285.26, "text": "只要透过简单的指令就能启动", "tokens": [51113, 14003, 4275, 45808, 16866, 11249, 222, 47446, 1546, 25922, 49061, 3111, 8225, 2392, 107, 34961, 51213], "temperature": 0, "avg_logprob": -0.09433761297487746, "compression_ratio": 1.2297297297297298, "no_speech_prob": 1.2036856754382708e-11}, {"id": 140, "seek": 26830, "start": 285.26, "end": 287.5, "text": "对有基础技术能力的使用者来说", "tokens": [51213, 8713, 2412, 26008, 38114, 222, 32502, 1474, 107, 8225, 13486, 1546, 22982, 9254, 12444, 6912, 8090, 51325], "temperature": 0, "avg_logprob": -0.09433761297487746, "compression_ratio": 1.2297297297297298, "no_speech_prob": 1.2036856754382708e-11}, {"id": 141, "seek": 26830, "start": 287.5, "end": 288.7, "text": "算是相当友善", "tokens": [51325, 19497, 1541, 15106, 16233, 14765, 5234, 226, 51385], "temperature": 0, "avg_logprob": -0.09433761297487746, "compression_ratio": 1.2297297297297298, "no_speech_prob": 1.2036856754382708e-11}, {"id": 142, "seek": 26830, "start": 288.7, "end": 291.18, "text": "社群对DeepTutor的反应怎么样呢", "tokens": [51385, 27658, 7248, 97, 8713, 11089, 595, 51, 22163, 1546, 22138, 44297, 48200, 6240, 51509], "temperature": 0, "avg_logprob": -0.09433761297487746, "compression_ratio": 1.2297297297297298, "no_speech_prob": 1.2036856754382708e-11}, {"id": 143, "seek": 26830, "start": 291.18, "end": 292.1, "text": "普遍来说", "tokens": [51509, 29993, 3330, 235, 6912, 8090, 51555], "temperature": 0, "avg_logprob": -0.09433761297487746, "compression_ratio": 1.2297297297297298, "no_speech_prob": 1.2036856754382708e-11}, {"id": 144, "seek": 26830, "start": 292.1, "end": 294.22, "text": "大家都抱持着很高的期待", "tokens": [51555, 46525, 38382, 17694, 20708, 4563, 12979, 1546, 16786, 18390, 51661], "temperature": 0, "avg_logprob": -0.09433761297487746, "compression_ratio": 1.2297297297297298, "no_speech_prob": 1.2036856754382708e-11}, {"id": 145, "seek": 26830, "start": 294.22, "end": 296.14, "text": "很多技术部落格和评测影片", "tokens": [51661, 20778, 32502, 1474, 107, 13470, 30848, 30921, 12565, 5233, 226, 11038, 233, 25373, 51757], "temperature": 0, "avg_logprob": -0.09433761297487746, "compression_ratio": 1.2297297297297298, "no_speech_prob": 1.2036856754382708e-11}, {"id": 146, "seek": 29614, "start": 296.14, "end": 299.86, "text": "都特别称赞他那个由RAC驱动的知识中心", "tokens": [50365, 7182, 17682, 18453, 8204, 108, 5266, 252, 5000, 43083, 23786, 3750, 34, 24023, 109, 34961, 1546, 6498, 5233, 228, 5975, 7945, 50551], "temperature": 0, "avg_logprob": -0.08256078866811899, "compression_ratio": 1.2394366197183098, "no_speech_prob": 1.4182250859806622e-11}, {"id": 147, "seek": 29614, "start": 299.86, "end": 302.18, "text": "说他能把静态的PDF教科书", "tokens": [50551, 8090, 5000, 8225, 16075, 5363, 247, 3757, 223, 1546, 17349, 37, 21936, 42091, 2930, 99, 50667], "temperature": 0, "avg_logprob": -0.08256078866811899, "compression_ratio": 1.2394366197183098, "no_speech_prob": 1.4182250859806622e-11}, {"id": 148, "seek": 29614, "start": 302.18, "end": 304.82, "text": "直接变成一个可以互动的私人家教", "tokens": [50667, 43297, 2129, 246, 11336, 20182, 6723, 1369, 240, 34961, 1546, 20083, 4035, 5155, 21936, 50799], "temperature": 0, "avg_logprob": -0.08256078866811899, "compression_ratio": 1.2394366197183098, "no_speech_prob": 1.4182250859806622e-11}, {"id": 149, "seek": 29614, "start": 304.82, "end": 305.62, "text": "在Ready上", "tokens": [50799, 3581, 8524, 880, 5708, 50839], "temperature": 0, "avg_logprob": -0.08256078866811899, "compression_ratio": 1.2394366197183098, "no_speech_prob": 1.4182250859806622e-11}, {"id": 150, "seek": 29614, "start": 305.62, "end": 307.14, "text": "也有使用者分享说", "tokens": [50839, 6404, 2412, 22982, 9254, 12444, 30855, 8090, 50915], "temperature": 0, "avg_logprob": -0.08256078866811899, "compression_ratio": 1.2394366197183098, "no_speech_prob": 1.4182250859806622e-11}, {"id": 151, "seek": 29614, "start": 307.14, "end": 310.5, "text": "他们用DeepTutor来准备技术面试和专业考试", "tokens": [50915, 47911, 9254, 11089, 595, 51, 22163, 6912, 6336, 228, 1787, 229, 32502, 1474, 107, 8833, 5233, 243, 12565, 940, 241, 940, 248, 26504, 5233, 243, 51083], "temperature": 0, "avg_logprob": -0.08256078866811899, "compression_ratio": 1.2394366197183098, "no_speech_prob": 1.4182250859806622e-11}, {"id": 152, "seek": 29614, "start": 310.5, "end": 313.41999999999996, "text": "觉得他有效解决了请家教成本太高的问题", "tokens": [51083, 29992, 5000, 2412, 43076, 17278, 5676, 111, 2289, 27908, 5155, 21936, 11336, 8802, 9455, 12979, 1546, 34069, 51229], "temperature": 0, "avg_logprob": -0.08256078866811899, "compression_ratio": 1.2394366197183098, "no_speech_prob": 1.4182250859806622e-11}, {"id": 153, "seek": 29614, "start": 313.41999999999996, "end": 316.53999999999996, "text": "当然有一些潜在的疑虑也浮现了出来", "tokens": [51229, 40486, 32241, 13824, 35622, 250, 3581, 1546, 18140, 239, 12026, 239, 6404, 11038, 106, 20204, 2289, 44561, 51385], "temperature": 0, "avg_logprob": -0.08256078866811899, "compression_ratio": 1.2394366197183098, "no_speech_prob": 1.4182250859806622e-11}, {"id": 154, "seek": 29614, "start": 316.53999999999996, "end": 317.41999999999996, "text": "比方说", "tokens": [51385, 11706, 9249, 8090, 51429], "temperature": 0, "avg_logprob": -0.08256078866811899, "compression_ratio": 1.2394366197183098, "no_speech_prob": 1.4182250859806622e-11}, {"id": 155, "seek": 29614, "start": 317.41999999999996, "end": 319.3, "text": "系统的架构相对复杂", "tokens": [51429, 25368, 10115, 253, 1546, 7360, 114, 7360, 226, 15106, 8713, 1787, 235, 4422, 224, 51523], "temperature": 0, "avg_logprob": -0.08256078866811899, "compression_ratio": 1.2394366197183098, "no_speech_prob": 1.4182250859806622e-11}, {"id": 156, "seek": 29614, "start": 319.3, "end": 321.34, "text": "对不是技术背景的使用者来说", "tokens": [51523, 8713, 7296, 32502, 1474, 107, 46329, 50218, 1546, 22982, 9254, 12444, 6912, 8090, 51625], "temperature": 0, "avg_logprob": -0.08256078866811899, "compression_ratio": 1.2394366197183098, "no_speech_prob": 1.4182250859806622e-11}, {"id": 157, "seek": 29614, "start": 321.34, "end": 323.62, "text": "自己部署和维护可能会有门槛", "tokens": [51625, 17645, 13470, 16469, 110, 12565, 10115, 112, 7235, 97, 16657, 12949, 2412, 8259, 101, 24880, 249, 51739], "temperature": 0, "avg_logprob": -0.08256078866811899, "compression_ratio": 1.2394366197183098, "no_speech_prob": 1.4182250859806622e-11}, {"id": 158, "seek": 29614, "start": 323.62, "end": 324.18, "text": "另外", "tokens": [51739, 26202, 51767], "temperature": 0, "avg_logprob": -0.08256078866811899, "compression_ratio": 1.2394366197183098, "no_speech_prob": 1.4182250859806622e-11}, {"id": 159, "seek": 32418, "start": 324.18, "end": 326.42, "text": "要把大量的个人学习资料上传", "tokens": [50365, 4275, 16075, 3582, 26748, 1546, 7549, 4035, 29618, 2930, 254, 5266, 226, 33404, 5708, 7384, 254, 50477], "temperature": 0, "avg_logprob": -0.08273303869998816, "compression_ratio": 1.2808988764044944, "no_speech_prob": 1.545511461864546e-11}, {"id": 160, "seek": 32418, "start": 326.42, "end": 327.82, "text": "也让一部分的人开始讨论", "tokens": [50477, 6404, 33650, 2257, 32174, 29979, 45213, 7422, 101, 7422, 118, 50547], "temperature": 0, "avg_logprob": -0.08273303869998816, "compression_ratio": 1.2808988764044944, "no_speech_prob": 1.545511461864546e-11}, {"id": 161, "seek": 32418, "start": 327.82, "end": 329.7, "text": "关于隐私和资料安全的问题", "tokens": [50547, 28053, 37732, 10673, 238, 20083, 12565, 5266, 226, 33404, 45466, 1546, 34069, 50641], "temperature": 0, "avg_logprob": -0.08273303869998816, "compression_ratio": 1.2808988764044944, "no_speech_prob": 1.545511461864546e-11}, {"id": 162, "seek": 32418, "start": 329.7, "end": 330.42, "text": "不过", "tokens": [50641, 1960, 16866, 50677], "temperature": 0, "avg_logprob": -0.08273303869998816, "compression_ratio": 1.2808988764044944, "no_speech_prob": 1.545511461864546e-11}, {"id": 163, "seek": 32418, "start": 330.42, "end": 331.90000000000003, "text": "如果我们从另一个角度来看", "tokens": [50677, 13119, 15003, 35630, 22762, 20182, 29389, 13127, 6912, 4200, 50751], "temperature": 0, "avg_logprob": -0.08273303869998816, "compression_ratio": 1.2808988764044944, "no_speech_prob": 1.545511461864546e-11}, {"id": 164, "seek": 32418, "start": 331.90000000000003, "end": 333.14, "text": "DeepTutor的价值", "tokens": [50751, 11089, 595, 51, 22163, 1546, 1550, 115, 40242, 50813], "temperature": 0, "avg_logprob": -0.08273303869998816, "compression_ratio": 1.2808988764044944, "no_speech_prob": 1.545511461864546e-11}, {"id": 165, "seek": 32418, "start": 333.14, "end": 335.62, "text": "其实远远不只是一个学习工具", "tokens": [50813, 41646, 3316, 250, 3316, 250, 1960, 36859, 20182, 29618, 2930, 254, 23323, 39806, 50937], "temperature": 0, "avg_logprob": -0.08273303869998816, "compression_ratio": 1.2808988764044944, "no_speech_prob": 1.545511461864546e-11}, {"id": 166, "seek": 32418, "start": 335.62, "end": 336.5, "text": "它更像是一个", "tokens": [50937, 11284, 19002, 12760, 1541, 20182, 50981], "temperature": 0, "avg_logprob": -0.08273303869998816, "compression_ratio": 1.2808988764044944, "no_speech_prob": 1.545511461864546e-11}, {"id": 167, "seek": 32418, "start": 336.5, "end": 338.7, "text": "关于未来AI应用的设计蓝图", "tokens": [50981, 28053, 37732, 29954, 6912, 48698, 44297, 9254, 1546, 7422, 122, 7422, 94, 164, 26152, 3919, 122, 51091], "temperature": 0, "avg_logprob": -0.08273303869998816, "compression_ratio": 1.2808988764044944, "no_speech_prob": 1.545511461864546e-11}, {"id": 168, "seek": 32418, "start": 338.7, "end": 340.22, "text": "它挑战了现在市场上", "tokens": [51091, 11284, 49067, 1486, 246, 2289, 25040, 27261, 50255, 5708, 51167], "temperature": 0, "avg_logprob": -0.08273303869998816, "compression_ratio": 1.2808988764044944, "no_speech_prob": 1.545511461864546e-11}, {"id": 169, "seek": 32418, "start": 340.22, "end": 342.22, "text": "那种大量换个皮就推出的", "tokens": [51167, 4184, 39810, 3582, 26748, 26075, 95, 7549, 34582, 3111, 33597, 7781, 1546, 51267], "temperature": 0, "avg_logprob": -0.08273303869998816, "compression_ratio": 1.2808988764044944, "no_speech_prob": 1.545511461864546e-11}, {"id": 170, "seek": 32418, "start": 342.22, "end": 344.14, "text": "浅薄AI应用模式", "tokens": [51267, 11038, 227, 27746, 226, 48698, 44297, 9254, 41908, 27584, 51363], "temperature": 0, "avg_logprob": -0.08273303869998816, "compression_ratio": 1.2808988764044944, "no_speech_prob": 1.545511461864546e-11}, {"id": 171, "seek": 32418, "start": 344.14, "end": 345.5, "text": "并且亲身示范了", "tokens": [51363, 3509, 114, 20334, 49296, 19847, 25696, 27395, 225, 2289, 51431], "temperature": 0, "avg_logprob": -0.08273303869998816, "compression_ratio": 1.2808988764044944, "no_speech_prob": 1.545511461864546e-11}, {"id": 172, "seek": 32418, "start": 345.5, "end": 347.54, "text": "要如何打造一个深度整合", "tokens": [51431, 4275, 43526, 12467, 37583, 20182, 24043, 13127, 27662, 14245, 51533], "temperature": 0, "avg_logprob": -0.08273303869998816, "compression_ratio": 1.2808988764044944, "no_speech_prob": 1.545511461864546e-11}, {"id": 173, "seek": 32418, "start": 347.54, "end": 349.06, "text": "而且记忆可以被解释的", "tokens": [51533, 22942, 34756, 4263, 228, 6723, 23238, 17278, 5873, 232, 1546, 51609], "temperature": 0, "avg_logprob": -0.08273303869998816, "compression_ratio": 1.2808988764044944, "no_speech_prob": 1.545511461864546e-11}, {"id": 174, "seek": 32418, "start": 349.06, "end": 350.98, "text": "垂直领域AI工作空间", "tokens": [51609, 33701, 224, 16186, 12501, 228, 16262, 253, 48698, 41315, 23322, 31685, 51705], "temperature": 0, "avg_logprob": -0.08273303869998816, "compression_ratio": 1.2808988764044944, "no_speech_prob": 1.545511461864546e-11}, {"id": 175, "seek": 32418, "start": 350.98, "end": 351.58, "text": "然而", "tokens": [51705, 5823, 11070, 51735], "temperature": 0, "avg_logprob": -0.08273303869998816, "compression_ratio": 1.2808988764044944, "no_speech_prob": 1.545511461864546e-11}, {"id": 176, "seek": 35158, "start": 351.58, "end": 354.34, "text": "这种大一统的架构也不是没有风险", "tokens": [50365, 5562, 39810, 3582, 2257, 10115, 253, 1546, 7360, 114, 7360, 226, 6404, 7296, 17944, 47209, 8842, 102, 50503], "temperature": 0, "avg_logprob": -0.15296173095703125, "compression_ratio": 1.1152263374485596, "no_speech_prob": 1.683304363953031e-11}, {"id": 177, "seek": 35158, "start": 354.34, "end": 356.26, "text": "随着功能越来越复杂", "tokens": [50503, 10673, 237, 20708, 32311, 8225, 25761, 6912, 25761, 1787, 235, 4422, 224, 50599], "temperature": 0, "avg_logprob": -0.15296173095703125, "compression_ratio": 1.1152263374485596, "no_speech_prob": 1.683304363953031e-11}, {"id": 178, "seek": 35158, "start": 356.26, "end": 357.97999999999996, "text": "最核心的Agent Loop", "tokens": [50599, 8661, 8987, 116, 7945, 1546, 32, 6930, 45660, 50685], "temperature": 0, "avg_logprob": -0.15296173095703125, "compression_ratio": 1.1152263374485596, "no_speech_prob": 1.683304363953031e-11}, {"id": 179, "seek": 35158, "start": 357.97999999999996, "end": 360.85999999999996, "text": "有可能会变成一个很难维护的巨石系统", "tokens": [50685, 2412, 16657, 12949, 2129, 246, 11336, 20182, 4563, 46531, 10115, 112, 7235, 97, 1546, 5238, 101, 36783, 25368, 10115, 253, 50829], "temperature": 0, "avg_logprob": -0.15296173095703125, "compression_ratio": 1.1152263374485596, "no_speech_prob": 1.683304363953031e-11}, {"id": 180, "seek": 35158, "start": 360.85999999999996, "end": 361.41999999999996, "text": "此外", "tokens": [50829, 17947, 12022, 50857], "temperature": 0, "avg_logprob": -0.15296173095703125, "compression_ratio": 1.1152263374485596, "no_speech_prob": 1.683304363953031e-11}, {"id": 181, "seek": 35158, "start": 361.41999999999996, "end": 363.09999999999997, "text": "还有一个安全隐患值得注意", "tokens": [50857, 35091, 20182, 45466, 10673, 238, 14696, 96, 40242, 5916, 40794, 50941], "temperature": 0, "avg_logprob": -0.15296173095703125, "compression_ratio": 1.1152263374485596, "no_speech_prob": 1.683304363953031e-11}, {"id": 182, "seek": 35158, "start": 363.09999999999997, "end": 366.7, "text": "专案预设是允许大型语言模型产生的程式码", "tokens": [50941, 940, 241, 28899, 12501, 226, 7422, 122, 1541, 2347, 223, 7422, 116, 3582, 39823, 5233, 255, 12009, 41908, 39823, 1369, 100, 8244, 1546, 29649, 27584, 23230, 223, 51121], "temperature": 0, "avg_logprob": -0.15296173095703125, "compression_ratio": 1.1152263374485596, "no_speech_prob": 1.683304363953031e-11}, {"id": 183, "seek": 35158, "start": 366.7, "end": 368.26, "text": "直接在主机上运行的", "tokens": [51121, 43297, 3581, 13557, 37960, 5708, 3316, 238, 8082, 1546, 51199], "temperature": 0, "avg_logprob": -0.15296173095703125, "compression_ratio": 1.1152263374485596, "no_speech_prob": 1.683304363953031e-11}, {"id": 184, "seek": 36826, "start": 368.26, "end": 370.94, "text": "这对于安全意识不够的使用者来说", "tokens": [50365, 5562, 8713, 37732, 45466, 9042, 5233, 228, 1960, 1787, 253, 1546, 22982, 9254, 12444, 6912, 8090, 50499], "temperature": 0, "avg_logprob": -0.13960991679011164, "compression_ratio": 1.1580756013745706, "no_speech_prob": 1.7354404371894283e-11}, {"id": 185, "seek": 36826, "start": 370.94, "end": 372.46, "text": "是一个不能忽视的风险", "tokens": [50499, 1541, 20182, 28590, 4263, 121, 40656, 1546, 47209, 8842, 102, 50575], "temperature": 0, "avg_logprob": -0.13960991679011164, "compression_ratio": 1.1580756013745706, "no_speech_prob": 1.7354404371894283e-11}, {"id": 186, "seek": 36826, "start": 372.46, "end": 373.14, "text": "最后", "tokens": [50575, 8661, 13547, 50609], "temperature": 0, "avg_logprob": -0.13960991679011164, "compression_ratio": 1.1580756013745706, "no_speech_prob": 1.7354404371894283e-11}, {"id": 187, "seek": 36826, "start": 373.14, "end": 374.34, "text": "它的未来发展", "tokens": [50609, 45224, 29954, 6912, 28926, 43491, 50669], "temperature": 0, "avg_logprob": -0.13960991679011164, "compression_ratio": 1.1580756013745706, "no_speech_prob": 1.7354404371894283e-11}, {"id": 188, "seek": 36826, "start": 374.34, "end": 376.14, "text": "也高度依赖像是Lenoma Index", "tokens": [50669, 6404, 12979, 13127, 3254, 251, 5266, 244, 12760, 1541, 43, 268, 6440, 33552, 50759], "temperature": 0, "avg_logprob": -0.13960991679011164, "compression_ratio": 1.1580756013745706, "no_speech_prob": 1.7354404371894283e-11}, {"id": 189, "seek": 36826, "start": 376.14, "end": 378.7, "text": "这些外部开源专案的生态系是否健康", "tokens": [50759, 5562, 13824, 12022, 13470, 18937, 47402, 940, 241, 28899, 1546, 8244, 3757, 223, 25368, 1541, 45334, 44201, 6346, 115, 50887], "temperature": 0, "avg_logprob": -0.13960991679011164, "compression_ratio": 1.1580756013745706, "no_speech_prob": 1.7354404371894283e-11}, {"id": 190, "seek": 36826, "start": 378.7, "end": 379.58, "text": "总结来说", "tokens": [50887, 33440, 45641, 6912, 8090, 50931], "temperature": 0, "avg_logprob": -0.13960991679011164, "compression_ratio": 1.1580756013745706, "no_speech_prob": 1.7354404371894283e-11}, {"id": 191, "seek": 36826, "start": 379.58, "end": 381.98, "text": "Deep Tutor 不单单是一个AI夹角", "tokens": [50931, 11089, 595, 18392, 284, 19021, 47446, 47446, 1541, 20182, 48698, 1787, 117, 29389, 51051], "temperature": 0, "avg_logprob": -0.13960991679011164, "compression_ratio": 1.1580756013745706, "no_speech_prob": 1.7354404371894283e-11}, {"id": 192, "seek": 36826, "start": 381.98, "end": 384.21999999999997, "text": "它更是一个把学习流程中", "tokens": [51051, 11284, 19002, 1541, 20182, 16075, 29618, 2930, 254, 27854, 29649, 5975, 51163], "temperature": 0, "avg_logprob": -0.13960991679011164, "compression_ratio": 1.1580756013745706, "no_speech_prob": 1.7354404371894283e-11}, {"id": 193, "seek": 36826, "start": 384.21999999999997, "end": 385.42, "text": "所有环节", "tokens": [51163, 39300, 8051, 107, 45161, 51223], "temperature": 0, "avg_logprob": -0.13960991679011164, "compression_ratio": 1.1580756013745706, "no_speech_prob": 1.7354404371894283e-11}, {"id": 194, "seek": 36826, "start": 385.42, "end": 388.38, "text": "都无缝整合起来的智慧工作空间", "tokens": [51223, 7182, 31364, 38109, 251, 27662, 14245, 9147, 6912, 1546, 5094, 118, 12358, 100, 41315, 23322, 31685, 51371], "temperature": 0, "avg_logprob": -0.13960991679011164, "compression_ratio": 1.1580756013745706, "no_speech_prob": 1.7354404371894283e-11}, {"id": 195, "seek": 36826, "start": 388.38, "end": 389.7, "text": "它最核心的价值", "tokens": [51371, 11284, 8661, 8987, 116, 7945, 1546, 1550, 115, 40242, 51437], "temperature": 0, "avg_logprob": -0.13960991679011164, "compression_ratio": 1.1580756013745706, "no_speech_prob": 1.7354404371894283e-11}, {"id": 196, "seek": 38970, "start": 389.7, "end": 392.86, "text": "就是透过那套透明可控的记忆系统", "tokens": [50365, 5620, 45808, 16866, 4184, 1881, 245, 45808, 11100, 4429, 48707, 1546, 34756, 4263, 228, 25368, 10115, 253, 50523], "temperature": 0, "avg_logprob": -0.12193398428435373, "compression_ratio": 1.258312020460358, "no_speech_prob": 1.4403152281960985e-11}, {"id": 197, "seek": 38970, "start": 392.86, "end": 394.9, "text": "以及统一的代理架构", "tokens": [50523, 40282, 10115, 253, 2257, 1546, 19105, 13876, 7360, 114, 7360, 226, 50625], "temperature": 0, "avg_logprob": -0.12193398428435373, "compression_ratio": 1.258312020460358, "no_speech_prob": 1.4403152281960985e-11}, {"id": 198, "seek": 38970, "start": 394.9, "end": 397.34, "text": "实现了真正意义上的深度个人化", "tokens": [50625, 24726, 20204, 2289, 6303, 15789, 9042, 2930, 231, 5708, 1546, 24043, 13127, 7549, 4035, 23756, 50747], "temperature": 0, "avg_logprob": -0.12193398428435373, "compression_ratio": 1.258312020460358, "no_speech_prob": 1.4403152281960985e-11}, {"id": 199, "seek": 38970, "start": 397.34, "end": 398.94, "text": "为什么你应该关注这个专案", "tokens": [50747, 31006, 2166, 44297, 44646, 28053, 26432, 15368, 940, 241, 28899, 50827], "temperature": 0, "avg_logprob": -0.12193398428435373, "compression_ratio": 1.258312020460358, "no_speech_prob": 1.4403152281960985e-11}, {"id": 200, "seek": 38970, "start": 398.94, "end": 400.21999999999997, "text": "因为它不只展示了", "tokens": [50827, 34627, 11284, 1960, 14003, 43491, 25696, 2289, 50891], "temperature": 0, "avg_logprob": -0.12193398428435373, "compression_ratio": 1.258312020460358, "no_speech_prob": 1.4403152281960985e-11}, {"id": 201, "seek": 38970, "start": 400.21999999999997, "end": 402.21999999999997, "text": "AI在教育领域的巨大潜力", "tokens": [50891, 48698, 3581, 21936, 14356, 110, 12501, 228, 16262, 253, 1546, 5238, 101, 3582, 35622, 250, 13486, 50991], "temperature": 0, "avg_logprob": -0.12193398428435373, "compression_ratio": 1.258312020460358, "no_speech_prob": 1.4403152281960985e-11}, {"id": 202, "seek": 38970, "start": 402.21999999999997, "end": 403.42, "text": "更重要的是", "tokens": [50991, 19002, 24928, 24620, 51051], "temperature": 0, "avg_logprob": -0.12193398428435373, "compression_ratio": 1.258312020460358, "no_speech_prob": 1.4403152281960985e-11}, {"id": 203, "seek": 38970, "start": 403.42, "end": 404.82, "text": "它为所有的开发者", "tokens": [51051, 11284, 13992, 39300, 1546, 18937, 28926, 12444, 51121], "temperature": 0, "avg_logprob": -0.12193398428435373, "compression_ratio": 1.258312020460358, "no_speech_prob": 1.4403152281960985e-11}, {"id": 204, "seek": 38970, "start": 404.82, "end": 406.74, "text": "提供了一个重要的参考范本", "tokens": [51121, 20949, 3254, 249, 2289, 20182, 24928, 1546, 2129, 224, 26504, 27395, 225, 8802, 51217], "temperature": 0, "avg_logprob": -0.12193398428435373, "compression_ratio": 1.258312020460358, "no_speech_prob": 1.4403152281960985e-11}, {"id": 205, "seek": 38970, "start": 406.74, "end": 407.46, "text": "告诉我们", "tokens": [51217, 44816, 15003, 51253], "temperature": 0, "avg_logprob": -0.12193398428435373, "compression_ratio": 1.258312020460358, "no_speech_prob": 1.4403152281960985e-11}, {"id": 206, "seek": 38970, "start": 407.46, "end": 409.58, "text": "未来该如何打造出专业", "tokens": [51253, 29954, 6912, 44646, 43526, 12467, 37583, 7781, 940, 241, 940, 248, 51359], "temperature": 0, "avg_logprob": -0.12193398428435373, "compression_ratio": 1.258312020460358, "no_speech_prob": 1.4403152281960985e-11}, {"id": 207, "seek": 38970, "start": 409.58, "end": 410.3, "text": "可信", "tokens": [51359, 4429, 17665, 51395], "temperature": 0, "avg_logprob": -0.12193398428435373, "compression_ratio": 1.258312020460358, "no_speech_prob": 1.4403152281960985e-11}, {"id": 208, "seek": 38970, "start": 410.3, "end": 412.21999999999997, "text": "而且一体化的AI应用", "tokens": [51395, 22942, 2257, 29485, 23756, 1546, 48698, 44297, 9254, 51491], "temperature": 0, "avg_logprob": -0.12193398428435373, "compression_ratio": 1.258312020460358, "no_speech_prob": 1.4403152281960985e-11}, {"id": 209, "seek": 38970, "start": 412.21999999999997, "end": 413.7, "text": "以上就是今天的GitCoverry", "tokens": [51491, 29497, 5620, 34947, 38, 270, 34, 3570, 627, 51565], "temperature": 0, "avg_logprob": -0.12193398428435373, "compression_ratio": 1.258312020460358, "no_speech_prob": 1.4403152281960985e-11}, {"id": 210, "seek": 38970, "start": 413.7, "end": 415.26, "text": "希望这些GitHub Trending专案", "tokens": [51565, 29955, 5562, 13824, 38, 270, 21150, 37417, 278, 940, 241, 28899, 51643], "temperature": 0, "avg_logprob": -0.12193398428435373, "compression_ratio": 1.258312020460358, "no_speech_prob": 1.4403152281960985e-11}, {"id": 211, "seek": 38970, "start": 415.26, "end": 417.26, "text": "能为你的开发工作带来灵感", "tokens": [51643, 8225, 13992, 18961, 18937, 28926, 41315, 4845, 99, 6912, 13290, 113, 9709, 51743], "temperature": 0, "avg_logprob": -0.12193398428435373, "compression_ratio": 1.258312020460358, "no_speech_prob": 1.4403152281960985e-11}, {"id": 212, "seek": 38970, "start": 417.26, "end": 418.53999999999996, "text": "以上这些GitHub Report", "tokens": [51743, 29497, 5562, 13824, 38, 270, 21150, 16057, 51807], "temperature": 0, "avg_logprob": -0.12193398428435373, "compression_ratio": 1.258312020460358, "no_speech_prob": 1.4403152281960985e-11}, {"id": 213, "seek": 38970, "start": 418.53999999999996, "end": 419.3, "text": "请见下方", "tokens": [51807, 27908, 23813, 4438, 9249, 51845], "temperature": 0, "avg_logprob": -0.12193398428435373, "compression_ratio": 1.258312020460358, "no_speech_prob": 1.4403152281960985e-11}, {"id": 214, "seek": 41930, "start": 419.3, "end": 419.86, "text": "咨询栏", "tokens": [50365, 8975, 101, 5233, 95, 8987, 237, 50393], "temperature": 0, "avg_logprob": -0.1792508928399337, "compression_ratio": 0.897196261682243, "no_speech_prob": 1.6821471299222068e-11}, {"id": 215, "seek": 41930, "start": 419.86, "end": 421.18, "text": "如果你喜欢这个节目", "tokens": [50393, 45669, 41606, 15368, 45161, 11386, 50459], "temperature": 0, "avg_logprob": -0.1792508928399337, "compression_ratio": 0.897196261682243, "no_speech_prob": 1.6821471299222068e-11}, {"id": 216, "seek": 41930, "start": 421.18, "end": 422.78000000000003, "text": "别忘了订阅我们的频道", "tokens": [50459, 18453, 26677, 2289, 7422, 95, 10034, 227, 15003, 1546, 39752, 6025, 50539], "temperature": 0, "avg_logprob": -0.1792508928399337, "compression_ratio": 0.897196261682243, "no_speech_prob": 1.6821471299222068e-11}, {"id": 217, "seek": 41930, "start": 422.78000000000003, "end": 424.78000000000003, "text": "我们明天同一时间再见", "tokens": [50539, 15003, 11100, 6135, 13089, 2257, 44848, 44176, 50639], "temperature": 0, "avg_logprob": -0.1792508928399337, "compression_ratio": 0.897196261682243, "no_speech_prob": 1.6821471299222068e-11}], "language": "zh"}