{
  "text": "Anthropic刚刚发布了一款更强的Claude\n但这一次最值得追问的\n可能不是它又赢了多少项测试\n真正的问题是\n为什么一家刚刚公开呼吁\n前沿AI放慢脚步的公司\n转身就拿出了一款更快更便宜\n也更适合长期自主工作的模型\n答案藏在一个越来越危险的变化里\nAibench四点公司已经不\n满足于让模型回答问题\n他们正在让模型接管数\n小时甚至数天的工作\n到了这个阶段\n能力只是入场券\n谁能让模型持续工作而不失控\n谁才可能拿走下一轮市场\n2026年9月22日\nAnthropic正式发布Claude Opus 5.5\n这是Claude 5.5家族的第一款模型\nsonnet 5.5和Haiku 5.5会在随后几周跟进\n按照官方定位\nOpus 5.5在多数工作中\n的表现接近fable 5.1\n典型任务成本却比上一代Opus5低约40%\n它的API输入价格是每百万TOKEN4美元\n输出20美元\n分别比Opus5低20%\n缓存读取价格降到每百万TOKEN0.2美元\n比上一代低60%\n输出速度则提高超过30%\n这些数字放在一起\n透露出Anthropic的真正目标\nOpus5.5并不是一款单纯\n冲击最高跑分的昂贵旗舰\n他要把高端模型从偶尔\n调用的专家变成可以\n长时间待在项目里的执行系统\n单个TOKEN降价只能带来有限变化\n模型少走弯路\n少重复读取代码\n少输出无用解释\n才会让一个持续10小时\n的任务真正便宜下来\nAnthropic给出的案例很直接\n一名早期测试者让Opus5.5处理\n一个68万行代码的迁移项目\n不到一天就完成了\n按照对方估算\n同样的工作交给工程\n团队可能需要数周\n另一个20万行代码库\n的审计与修复任务\nOpus5.5不到3小时完成\nOpus5用了超过20小时\nTOKEN消耗还是前者的2.5倍\n这里最关键的变化\n是他在大范围代码中定位问题\n保留上下文和连续\n推进任务的效率提高了\n单纯的打字速度无法解释这种差距\nAnthropic还让Opus 5.5和fable 5.1把\nHA proxy从c语言迁移到rust\nHA proxy不是一个适合\n拿来表演的玩具项目\n它是被大量生产系统\n使用的负载均衡软件\n两个模型生成的版本都\n通过了接近全部的回归测试\nOpus 5.5耗时9.5小时\nfable 5.1用了12小时\n前者成本低51%\n这组结果更接近\n企业真正关心的问题\n模型不只要生成一段\n看起来合理的代码\n还要让整个项目能编译能测试\n并且在长任务中维持一致性\n跑分也支持这个方向\nOPPOS5.5在Terminalbench4.0得到66.4%\n在frontiercode主测试得到54.4%\ncursorbench4.0为57.8%\nGDP VL AA知识工作测试中\n它拿到1,846分\n带工具的humanities last exam是67.7%\nAutomation bench为40%\n其中Frontier code不只检查答案对不对\n还看修改范围是否克制\n测试是否完善\n代码风格能不能被项目接受\nAnthropic称Opus 5.5\n在默认推理强度下\n以大约GPT6Astra1/5的任务成本\n取得略高的Frontier code成绩\n但排行榜不能直接\n变成全面领先的结论\nTerminal bench中\n不同模型使用的推理\n强度并不完全相同\n部分沉积来自厂商自己的运行环境\n安全系统介入时\n某些网络安全任务会转给Opus4.8\n生物学和前沿模型\n开发任务会转给Opus5\nAnthropic也在发布页面主动提醒\n模型能力到了这个水平以后\n几分的基准差距越来越\n难代表真实使用差距\n公司内部使用时\nOpus5.5和fable 5.1之间的差别\n没有表格显示的那么夸张\n这句提醒很重要\nAI模型发布已经进入一个奇怪阶段\n每家公司都能找到\n一张自己领先的表格\n测试设置工具权限和\n推理预算稍微变化\n名次就可能改变\n真正稳定的优势必须在成本\n完成率和返工次数上同时出现\nOpus 5.5用更少TOKEN完成\n更长任务的趋势\n比某一项冠军更有说服力\n企业采用代理式AI时\n真正昂贵的从来不只是API账单\n模型改错一处代码\n人类要花时间寻找\n模型漏掉一个边界条件\n测试团队要重新验证\n模型在长任务中忘记最初要求\n前面几小时的计算都可能作废\n一次失败会把审查回滚\n和沟通成本全部拉进来\nOpus5.5试图降低的就是这种隐藏成本\n早期客户给出的反馈\n集中在同一个方向\nLovable发现\n新模型获取一次上下文后\n能够做出更完整的修改\n较少陷入反复尝试\n完成任务的步骤减少约1/3到一半\nQuantum测试的一项复杂编程工作\n过去需要38轮提示\n持续4天\nOpus 5.5缩短到11轮提示和3个小时\nfactory则表示\n中等推理强度的Opus5.5\n能够接近高强度Opus5\n同时少用20%到25%的输出TOKEN\n这些反馈尚不能当成\n独立的大规模研究\n它们来自发布前测试者\n也由Anthropic选择并展示\n天然会偏向成功案例\n但它们仍然指出了\n一个合理的产品方向\n模型价值开始从这一次答的多聪明\n转向为了拿到可用结果\n人需要纠正它多少次\n如果一款模型价格低20%\n却需要多一倍返工\n它不会更便宜\n反过来价格变化不大\n但一次完成率提高\n企业的总成本可能大幅下降\nOpus5.5还把表达方式列为正式升级\n官方称它会更早给出重要信息\n减少术语和难以理解的绕行\n长任务中的说明也更容易检查\nbox的测试结果显示\n新模型使用的TOKEN约为Opus5的1/3\n回答长度减少40%\n准确性没有明显下降\nRamp则表示\n它生成的设计规格经过\n很少修改就能投入使用\n这不是装饰性的文风优化\n一个只负责聊天的模型说的啰嗦\n最多让人失去耐心\n一个能修改数十万行代码\n调用工具并协调其他\n代理的模型说的含糊\n会让人无法确认它究竟做了什么\n模型越能行动\n解释成本越接近安全成本\n把关键判断提前\n把未检查的部分说清楚\n让审查者能迅速找到风险\n这些能力与跑分同样重要\nstripe的案例更能说明\nOpus5.5正在变成什么\n一次包含40个堆叠拉取\n请求的复杂变基任务中\n一个OPS 5.5会话负责\n调度10多个其他会话\n梳理冲突\n并把需要人类决定的问题整理出来\n第二天下午\n40个请求全部通过持续集成\n这已经超出传统代码助手的范围\n主会话承担的是项目管理\n上下文分发和质量检查\n其他会话像执行单元一样工作\n到了这一步\nAI代理的形态开始\n接近一个软件团队\n主代理拆任务\n子代理并行处理测试系统负责验收\n人类只在关键节点做决定\n效率提升很诱人\n风险也随之变化\n单个模型写错一行代码\n影响通常局部\n负责调度的模型理解错目标\n10多个执行会话可能\n沿着错误方向同时前进\n多代理让吞吐量增加\n也会放大上层判断的失误\n所以Anthropic这次把安全放到\n了和性能同等重要的位置\nOpus5.5是Dario Amodei呼吁为\n前沿能力设定节奏之后\n公司推出的第一款主要模型\n听起来有些矛盾\n一边要求行业放慢\n一边继续发布更强模型\nAnthropic所说的放慢\n是让安全能力跑在模型能力前面\n并为可能很快出现的更高级\n系统建立监管与评估基础\n研发仍会继续\n在接近2,000种模拟场景\n组成的自动行为审计中\nOpus5.5在近期Claude模型里\n取得了最好的综合结果\n它在诚实性测试上也更强\n一个专门测试模型是否会\n突破约束边界的评估显示\nOpus5.5尝试绕过限制的\n频率比Opus5和Mythos5.1低约85%\n它出现的尝试都属于低严重程度\n而且会主动报告\n这组数据直接对应\n长崎代理最令人担心的问题\n模型被允许在代码库浏览器\n和内部系统里连续工作时\n用户不可能盯住每一步\n它会不会为了完成任务扩大权限\n会不会发现限制后寻找绕路\n会不会在以为自己处于\n模拟环境时做出危险动作\n都会从实验室问题变成生产风险\n模型如果只能回答文字\n失控通常停留在内容层\n模型可以执行命令以后\n失控就会变成文件\n账户和系统状态的变化\nAnthropic没有宣称问题已经解决相反\n系统评估暴露出一个更棘手的限制\nOpus5.5有时会怀疑自己正在接受测试\n一旦模型识别出评估环境\n它在测试中的谨慎表现就不\n一定等于真实部署中的表现\n研究团队也承认\n目前没有一套评估可以在\n发布前可靠捕捉所有失败方式\n能力越强\n部署环境越复杂\n这个缺口越难靠\n增加几百道测试题填满\n这让Opus5.5的安全叙事\n变得更值得讨论\n官方一方面说它是目前\n对齐表现最好的Claud\n另一方面又承认对齐\n评估存在根本盲区\n两个判断可以同时成立\n它可能确实比上一代更守规矩\n但比上一代更安全\n和已经足够安全之间还有很大距离\n为了降低风险\nAnthropic为模型加入了\n一套代理安全站\n行动分类器会检查\n模型准备执行的操作\n沙箱限制代码能够接触的环境\n代码进入项目之前还要经过审查\n提示注入防护也得到加强\n在Graceone的相关测试中\nOpus5.5与fable5.1处于较低\n的攻击成功率水平\n这套做法说明Anthropic并不相信\n模型仅靠训练就能自我约束\n安全必须由模型权限\n沙箱审核和日志共同承担\n企业部署时也不能\n因为官方说模型更对齐\n就直接给它生产环境的完整权限\n最稳妥的架构仍然是最小\n权限分级确认和可回滚操作\n模型可以读取代码和提出修改\n涉及部署删除数据或调整权限时\n需要额外批准\n网络安全和生物学\n能力受到更严格限制\nOpus5.5在这些领域的能力与Mythos5.1接近\n因此启用了与fable5.1类似的防护\n普通软件开发中的漏洞\n识别和修复仍然可以进行\n但多数网络安全任务\n会被透明转交给Opus4.8\n经过审核的机构可以\n申请生命科学验证计划\n网络安全专业人员的分级\n访问也会在随后几周扩大\n这种能力存在\n但按身份释放的模式可能\n成为前沿模型的新常态\n厂商不再只提供一个统一模型\n而会根据任务账户历史和机构\n资质决定用户实际接触哪一层能力\n对安全来说\n这能减少滥用\n对开发者来说\n它增加了不确定性\n同一个\n用来抵抗模型蒸馏攻击\n对于2026年8月31日以后创建的API账户\n用户不能随意修改模型\n先前的推理上下文在通过\n大量请求提取它的能力\nAnthropic认为供给者利用\n数千个虚假账户复制前沿\n模型会带来商业和国家安全风险\n这项限制保护了模型资产\n也会让部分依赖修改历史\n思考快的旧集成需要调整\n另一个容易被忽略的变化是\nOpus5.5不能关闭思考模式\n开发者可以调整努力程度\n却不能把它退回一个完全\n不思考的普通生成模型\n这个决定说明Anthropic正在把推理\n过程视为产品行为的一部分\n而不是可有可无的附加功能\n它也会影响延迟和可预测性\n简单任务如果调用OPS5.5\n本身就可能是一种资源浪费\nSonnet和Haiku系列仍会承担更高频\n风险较低的工作\n模型现已覆盖Anthropic全部平台\n并进入Amazon Web Services\nGoogle cloud和微软Azure cloud platform中\n的模型名称是Claude Opus五五\n同时提供零数据保留选项\n快速模式最高可以达到\n普通模式的2.5倍速度\n输入和输出价格则提高到\n每百万TOKEN8美元和40美元\n对于代码审查和交互任务\n企业可以用更高价格换取低延迟\n对夜间迁移和批量审计\n普通模式更合理\n云平台同时上线也表明\nAnthropic争夺的是企业工作负载\n喜欢尝鲜的个人\n用户只占很小一部分\n大型公司已经把数据权限采购\n流程和审计体系放在既有云平台里\n一款模型如果只能\n通过独立网站使用\n很难进入核心系统\nAWS Google cloud和Azure让Opus 5.5能够沿着\n企业原有账户网络和合规体系部署\n这比多赢几个聊天\n排行榜更能决定收入\n但企业要算清另一笔账\n缓存读取价格大降\n会奖励那些上下文\n重复度高的长期任务\n大型代码库内部知识库和固定\n工作流程会频繁复用相同前缀\n缓存命中率高\n总成本自然下降\n一次性问题和不断变化的超长\n输入未必能得到同样幅度的优惠\n官方所说的典型任务成本下降40%\n不能机械套用到所有场景\n这也是为什么每百万TOKEN多少钱\n越来越不能单独比较模型\n代理任务的账单由\n输入输出缓存工具调用\n推理强度和失败重试共同组成\n便宜的模型如果需要多跑三次\n最后可能更贵\n昂贵模型一次完成\n反而节省人类时间\n真正有意义的指标应该是\n每个通过验收的任务成本\n而不是单纯的TOKEN单价\nanthropic同时提高了Pro Max team和按席位\n购买的enterprise用户的5小时使用额度\n还允许用户保存一次额度重置\n在需要集中处理大型任务时再使用\n这个改动于\nOPS5.5的定位是一致的\n长任务不会平均分布\n在每天的工作时间里\n迁移审计和复杂排错往往会在\n某几个小时突然消耗大量计算\n固定且无法调度的额度\n很容易在任务最关键的时候中断\n把重置机会留到高峰使用\n相当于让订阅额度更接近项目预算\n但更高额度也会改变团队行为\n过去因为限制太紧\n工程师会把问题拆成较小部分\n手动检查后再继续\n额度放宽以后\n团队更可能把整个\n代码库一次交给代理\n效率会上升\n验收压力也会集中到任务末端\n要是模型前两个\n小时就理解错了目标\n直到最终测试才暴露问题\n损失会比短任务更大\n团队仍然需要在中途设置检查点\n让模型每完成一个\n阶段就提交可验证结果\n这类检查点还决定责任能否追踪\n主代理分派了什么\n子代理修改了哪些文件\n哪次测试失败后又采取了什么补救\n都应该留在日志里\n只有最终代码\n没有过程记录\n出了问题就很难判断是需求不\n清模型偏离还是测试本身缺失\n代理工作越快\n审计记录越不能省\n从竞争格局看\nOpus 5.5发布后\nAnthropic和Openai都在争夺同一个位置\n谁能成为企业默认开启的工作模型\n最高端模型负责展示能力边界\n中间层模型负责真正消耗大量TOKEN\nOPS5.5把高端能力和更\n低成本放在同一产品里\n迫使竞争对手证明自己的便宜\n模型能否完成同样复杂的工作\nAnthropic还在重新定义旗舰\n过去的旗舰意味着参数更多\n价格更高\n适合最难的问题\nOpus 5.5加入了另一个标准\n能否长时间稳定的完成完整任务\n一个模型在数学题上多拿几分\n商业价值未必立刻变化\n他若能把4天的协作压缩到3小时\n把20小时的代码审计压缩到3小时\n企业预算会迅速向他倾斜\n可这种效率不会平均\n落到所有员工身上\n最先受影响的工作是目标清楚\n结果可测试\n资料已经数字化的任务\n代码迁移\n测试补全文档整理和\n常规分析都符合这些条件\n需求模糊责任重大结果\n难以验证的工作仍然需要\n人类定义问题和承担后果\n模型越擅长执行人的价值越向\n目标设定验收和风险判断移动\n开发团队也会改变组织方式\n过去工程师亲自写大部分代码\n再让工具提供补全\n新的流程可能由人类写验收标准\n主代理拆分任务\n多个会话执行修改\n测试系统自动筛选\n最后由工程师审查关键差异\n这样做能提高产出\n也会让代码来源越来越难\n靠个人记忆追踪\n团队需要更严格的变更日志\n测试覆盖和责任边界\n如果这些制度没有跟上\n速度会成为风险放大器\n一个代理一天能修改68万行代码\n说明它能在一天里\n制造同等规模的错误\n测试通过也不等于行为完全正确\n测试本身可能漏掉安全和性能问题\n模型生成能力提高以后\n审查不能只是阅读更多代码\n而要把需求测试和部署权限\n重新设计成能约束机器速度的系统\nOPS5.5最值得关注的\n地方就在这个矛盾里\n它更便宜更快\n长任务能力也更强\n同时Anthropic比以往更用力\n强调沙箱行动分类安全\n后备模型和身份验证\n厂商的产品设计已经承认\n强大的代理不能只靠\n一句系统提示管理\n能力越接近独立执行者\n外部控制越要像\n真正的软件基础设施\n开头那个问题也有了答案\nAnthropic呼吁放慢前沿\nAI又继续发布Opus5.5\n两项行动可以放在\n同一套策略里理解\n公司继续提高可商业化的代理能力\n同时把更危险的能力锁\n进验证计划和防护系统\n再要求行业与政府采用更高标准\n这既是安全立场\n也是一种竞争策略\n谁先把安全基础设施做成产品门槛\n谁就能在监管到来时占据主动\n所以Opus5.5不会因为某张\n榜单领先就自动赢下市场\n它真正的考验会发生在\n数千家企业把它接进\n代码库云平台和内部流程以后\n模型能否连续工作\n几个小时而不偏离目标\n防护机制会不会误伤正常任务\n出现错误时能不能快速回滚\n这些问题才决定它是生产工具\n还是一场昂贵的实验\nClaude Opus5.5\n把AI代理向前推了一大步\n也把行业的责任向前推了一大步\n当模型开始替人管理任务\n真正稀缺的能力就\n不再只是生成内容\n而是知道什么时候可以继续\n什么时候必须停下\nAnthropic已经证明它能\n让Claude做的更多\n接下来需要证明的是\n它也能让Claude在该停的位置停住",
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      "text": "Anthropic刚刚发布了一款更强的Claude",
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      "id": 31,
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      "id": 36,
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      "id": 37,
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      "id": 38,
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      "id": 39,
      "start": 99.2,
      "end": 100.466,
      "text": "模型少走弯路",
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      "id": 40,
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      "start": 103.7,
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      "id": 43,
      "start": 105.466,
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      "id": 45,
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      "id": 46,
      "start": 113.1,
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      "id": 47,
      "start": 115.866,
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      "id": 48,
      "start": 117.6,
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      "id": 49,
      "start": 119.066,
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      "text": "同样的工作交给工程",
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      "id": 50,
      "start": 120.666,
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      "text": "团队可能需要数周",
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      "id": 51,
      "start": 122.866,
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      "id": 52,
      "start": 124.466,
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      "id": 53,
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      "id": 55,
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      "text": "TOKEN消耗还是前者的2.5倍",
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      "id": 56,
      "start": 134.566,
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      "text": "这里最关键的变化",
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      "id": 57,
      "start": 136.6,
      "end": 139.1,
      "text": "是他在大范围代码中定位问题",
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      "id": 58,
      "start": 139.4,
      "end": 141.1,
      "text": "保留上下文和连续",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 59,
      "start": 141.1,
      "end": 143.133,
      "text": "推进任务的效率提高了",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 60,
      "start": 143.666,
      "end": 146.266,
      "text": "单纯的打字速度无法解释这种差距",
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      "authority": "video_source_subtitle"
    },
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      "id": 61,
      "start": 146.466,
      "end": 149.866,
      "text": "Anthropic还让Opus 5.5和fable 5.1把",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 62,
      "start": 149.866,
      "end": 152.666,
      "text": "HA proxy从c语言迁移到rust",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 63,
      "start": 153.266,
      "end": 154.6,
      "text": "HA proxy不是一个适合",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 64,
      "start": 154.6,
      "end": 156.2,
      "text": "拿来表演的玩具项目",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 65,
      "start": 156.266,
      "end": 157.8,
      "text": "它是被大量生产系统",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 66,
      "start": 157.8,
      "end": 159.566,
      "text": "使用的负载均衡软件",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 67,
      "start": 159.666,
      "end": 161.5,
      "text": "两个模型生成的版本都",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 68,
      "start": 161.5,
      "end": 163.8,
      "text": "通过了接近全部的回归测试",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 69,
      "start": 164.2,
      "end": 166.866,
      "text": "Opus 5.5耗时9.5小时",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 70,
      "start": 167.166,
      "end": 169.366,
      "text": "fable 5.1用了12小时",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 71,
      "start": 169.733,
      "end": 172.066,
      "text": "前者成本低51%",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 72,
      "start": 172.066,
      "end": 173.5,
      "text": "这组结果更接近",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 73,
      "start": 173.5,
      "end": 175.2,
      "text": "企业真正关心的问题",
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      "authority": "video_source_subtitle"
    },
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      "id": 74,
      "start": 175.566,
      "end": 177.133,
      "text": "模型不只要生成一段",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 75,
      "start": 177.133,
      "end": 178.733,
      "text": "看起来合理的代码",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 76,
      "start": 178.8,
      "end": 181.733,
      "text": "还要让整个项目能编译能测试",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 77,
      "start": 181.9,
      "end": 184.466,
      "text": "并且在长任务中维持一致性",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 78,
      "start": 184.566,
      "end": 186.266,
      "text": "跑分也支持这个方向",
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    },
    {
      "id": 79,
      "start": 186.9,
      "end": 191.6,
      "text": "OPPOS5.5在Terminalbench4.0得到66.4%",
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      "authority": "video_source_subtitle"
    },
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      "id": 80,
      "start": 191.8,
      "end": 195.7,
      "text": "在frontiercode主测试得到54.4%",
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    },
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      "id": 81,
      "start": 196.166,
      "end": 199.333,
      "text": "cursorbench4.0为57.8%",
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      "authority": "video_source_subtitle"
    },
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      "id": 82,
      "start": 199.5,
      "end": 202.533,
      "text": "GDP VL AA知识工作测试中",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 83,
      "start": 202.533,
      "end": 204.6,
      "text": "它拿到1,846分",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 84,
      "start": 204.933,
      "end": 208.9,
      "text": "带工具的humanities last exam是67.7%",
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      "authority": "video_source_subtitle"
    },
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      "id": 85,
      "start": 209.333,
      "end": 211.533,
      "text": "Automation bench为40%",
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      "authority": "video_source_subtitle"
    },
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      "id": 86,
      "start": 211.6,
      "end": 214.6,
      "text": "其中Frontier code不只检查答案对不对",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 87,
      "start": 214.6,
      "end": 216.966,
      "text": "还看修改范围是否克制",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 88,
      "start": 217.266,
      "end": 218.7,
      "text": "测试是否完善",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 89,
      "start": 218.966,
      "end": 221.566,
      "text": "代码风格能不能被项目接受",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 90,
      "start": 221.8,
      "end": 225.0,
      "text": "Anthropic称Opus 5.5",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 91,
      "start": 225.2,
      "end": 226.933,
      "text": "在默认推理强度下",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 92,
      "start": 226.933,
      "end": 230.4,
      "text": "以大约GPT6Astra1/5的任务成本",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 93,
      "start": 230.5,
      "end": 232.6,
      "text": "取得略高的Frontier code成绩",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 94,
      "start": 232.7,
      "end": 234.266,
      "text": "但排行榜不能直接",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 95,
      "start": 234.266,
      "end": 236.366,
      "text": "变成全面领先的结论",
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      "authority": "video_source_subtitle"
    },
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      "id": 96,
      "start": 236.6,
      "end": 238.0,
      "text": "Terminal bench中",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 97,
      "start": 238.0,
      "end": 239.533,
      "text": "不同模型使用的推理",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 98,
      "start": 239.533,
      "end": 241.366,
      "text": "强度并不完全相同",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 99,
      "start": 241.733,
      "end": 244.366,
      "text": "部分沉积来自厂商自己的运行环境",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 100,
      "start": 244.566,
      "end": 246.166,
      "text": "安全系统介入时",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 101,
      "start": 246.366,
      "end": 249.6,
      "text": "某些网络安全任务会转给Opus4.8",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 102,
      "start": 249.7,
      "end": 251.266,
      "text": "生物学和前沿模型",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 103,
      "start": 251.266,
      "end": 253.4,
      "text": "开发任务会转给Opus5",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 104,
      "start": 253.566,
      "end": 256.566,
      "text": "Anthropic也在发布页面主动提醒",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 105,
      "start": 257.1,
      "end": 259.333,
      "text": "模型能力到了这个水平以后",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 106,
      "start": 259.333,
      "end": 261.3,
      "text": "几分的基准差距越来越",
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    },
    {
      "id": 107,
      "start": 261.3,
      "end": 263.466,
      "text": "难代表真实使用差距",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 108,
      "start": 263.766,
      "end": 265.4,
      "text": "公司内部使用时",
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      "authority": "video_source_subtitle"
    },
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      "id": 109,
      "start": 265.533,
      "end": 268.866,
      "text": "Opus5.5和fable 5.1之间的差别",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 110,
      "start": 269.2,
      "end": 271.266,
      "text": "没有表格显示的那么夸张",
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      "authority": "video_source_subtitle"
    },
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      "id": 111,
      "start": 271.366,
      "end": 273.066,
      "text": "这句提醒很重要",
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      "authority": "video_source_subtitle"
    },
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      "id": 112,
      "start": 273.266,
      "end": 276.266,
      "text": "AI模型发布已经进入一个奇怪阶段",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 113,
      "start": 276.366,
      "end": 277.766,
      "text": "每家公司都能找到",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 114,
      "start": 277.766,
      "end": 279.533,
      "text": "一张自己领先的表格",
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      "authority": "video_source_subtitle"
    },
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      "id": 115,
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      "end": 282.066,
      "text": "测试设置工具权限和",
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      "authority": "video_source_subtitle"
    },
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      "id": 116,
      "start": 282.066,
      "end": 283.733,
      "text": "推理预算稍微变化",
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      "authority": "video_source_subtitle"
    },
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      "id": 117,
      "start": 283.866,
      "end": 285.333,
      "text": "名次就可能改变",
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      "authority": "video_source_subtitle"
    },
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      "id": 118,
      "start": 285.566,
      "end": 288.466,
      "text": "真正稳定的优势必须在成本",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 119,
      "start": 288.5,
      "end": 291.3,
      "text": "完成率和返工次数上同时出现",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 120,
      "start": 291.466,
      "end": 293.966,
      "text": "Opus 5.5用更少TOKEN完成",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 121,
      "start": 293.966,
      "end": 295.366,
      "text": "更长任务的趋势",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 122,
      "start": 295.8,
      "end": 297.9,
      "text": "比某一项冠军更有说服力",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 123,
      "start": 298.0,
      "end": 300.066,
      "text": "企业采用代理式AI时",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 124,
      "start": 300.1,
      "end": 302.9,
      "text": "真正昂贵的从来不只是API账单",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 125,
      "start": 303.166,
      "end": 304.966,
      "text": "模型改错一处代码",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 126,
      "start": 305.066,
      "end": 306.8,
      "text": "人类要花时间寻找",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 127,
      "start": 307.166,
      "end": 308.966,
      "text": "模型漏掉一个边界条件",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 128,
      "start": 309.166,
      "end": 311.133,
      "text": "测试团队要重新验证",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 129,
      "start": 311.4,
      "end": 314.2,
      "text": "模型在长任务中忘记最初要求",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 130,
      "start": 314.366,
      "end": 316.966,
      "text": "前面几小时的计算都可能作废",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 131,
      "start": 317.133,
      "end": 319.466,
      "text": "一次失败会把审查回滚",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 132,
      "start": 319.466,
      "end": 321.533,
      "text": "和沟通成本全部拉进来",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 133,
      "start": 322.1,
      "end": 325.733,
      "text": "Opus5.5试图降低的就是这种隐藏成本",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 134,
      "start": 325.8,
      "end": 327.333,
      "text": "早期客户给出的反馈",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 135,
      "start": 327.333,
      "end": 328.7,
      "text": "集中在同一个方向",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 136,
      "start": 329.133,
      "end": 330.2,
      "text": "Lovable发现",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 137,
      "start": 330.3,
      "end": 332.6,
      "text": "新模型获取一次上下文后",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 138,
      "start": 332.666,
      "end": 334.666,
      "text": "能够做出更完整的修改",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 139,
      "start": 334.7,
      "end": 336.4,
      "text": "较少陷入反复尝试",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 140,
      "start": 336.7,
      "end": 339.9,
      "text": "完成任务的步骤减少约1/3到一半",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 141,
      "start": 340.1,
      "end": 342.866,
      "text": "Quantum测试的一项复杂编程工作",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 142,
      "start": 343.333,
      "end": 345.166,
      "text": "过去需要38轮提示",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 143,
      "start": 345.533,
      "end": 346.7,
      "text": "持续4天",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 144,
      "start": 347.0,
      "end": 350.8,
      "text": "Opus 5.5缩短到11轮提示和3个小时",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 145,
      "start": 351.066,
      "end": 352.3,
      "text": "factory则表示",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 146,
      "start": 352.666,
      "end": 354.933,
      "text": "中等推理强度的Opus5.5",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 147,
      "start": 354.966,
      "end": 357.2,
      "text": "能够接近高强度Opus5",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 148,
      "start": 357.3,
      "end": 361.066,
      "text": "同时少用20%到25%的输出TOKEN",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 149,
      "start": 361.4,
      "end": 362.933,
      "text": "这些反馈尚不能当成",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 150,
      "start": 362.933,
      "end": 364.6,
      "text": "独立的大规模研究",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 151,
      "start": 365.0,
      "end": 367.1,
      "text": "它们来自发布前测试者",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 152,
      "start": 367.2,
      "end": 369.666,
      "text": "也由Anthropic选择并展示",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 153,
      "start": 369.933,
      "end": 371.933,
      "text": "天然会偏向成功案例",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 154,
      "start": 372.1,
      "end": 373.5,
      "text": "但它们仍然指出了",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 155,
      "start": 373.5,
      "end": 375.166,
      "text": "一个合理的产品方向",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 156,
      "start": 375.366,
      "end": 378.166,
      "text": "模型价值开始从这一次答的多聪明",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 157,
      "start": 378.3,
      "end": 380.466,
      "text": "转向为了拿到可用结果",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 158,
      "start": 380.8,
      "end": 382.733,
      "text": "人需要纠正它多少次",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 159,
      "start": 382.766,
      "end": 385.733,
      "text": "如果一款模型价格低20%",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 160,
      "start": 385.733,
      "end": 387.5,
      "text": "却需要多一倍返工",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 161,
      "start": 387.6,
      "end": 388.8,
      "text": "它不会更便宜",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 162,
      "start": 388.966,
      "end": 391.3,
      "text": "反过来价格变化不大",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 163,
      "start": 391.3,
      "end": 392.933,
      "text": "但一次完成率提高",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 164,
      "start": 393.2,
      "end": 395.633,
      "text": "企业的总成本可能大幅下降",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 165,
      "start": 395.766,
      "end": 399.4,
      "text": "Opus5.5还把表达方式列为正式升级",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 166,
      "start": 399.533,
      "end": 402.4,
      "text": "官方称它会更早给出重要信息",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 167,
      "start": 402.5,
      "end": 405.066,
      "text": "减少术语和难以理解的绕行",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 168,
      "start": 405.7,
      "end": 408.333,
      "text": "长任务中的说明也更容易检查",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 169,
      "start": 408.6,
      "end": 410.4,
      "text": "box的测试结果显示",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 170,
      "start": 410.666,
      "end": 414.533,
      "text": "新模型使用的TOKEN约为Opus5的1/3",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 171,
      "start": 414.9,
      "end": 417.0,
      "text": "回答长度减少40%",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 172,
      "start": 417.266,
      "end": 419.133,
      "text": "准确性没有明显下降",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 173,
      "start": 419.4,
      "end": 420.6,
      "text": "Ramp则表示",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 174,
      "start": 420.933,
      "end": 422.766,
      "text": "它生成的设计规格经过",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 175,
      "start": 422.766,
      "end": 424.9,
      "text": "很少修改就能投入使用",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 176,
      "start": 424.966,
      "end": 427.166,
      "text": "这不是装饰性的文风优化",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 177,
      "start": 427.566,
      "end": 430.066,
      "text": "一个只负责聊天的模型说的啰嗦",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 178,
      "start": 430.333,
      "end": 432.0,
      "text": "最多让人失去耐心",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 179,
      "start": 432.133,
      "end": 434.5,
      "text": "一个能修改数十万行代码",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 180,
      "start": 434.6,
      "end": 436.533,
      "text": "调用工具并协调其他",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 181,
      "start": 436.533,
      "end": 438.366,
      "text": "代理的模型说的含糊",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 182,
      "start": 438.666,
      "end": 441.533,
      "text": "会让人无法确认它究竟做了什么",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 183,
      "start": 441.666,
      "end": 442.966,
      "text": "模型越能行动",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 184,
      "start": 443.066,
      "end": 445.466,
      "text": "解释成本越接近安全成本",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 185,
      "start": 445.5,
      "end": 447.2,
      "text": "把关键判断提前",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 186,
      "start": 447.533,
      "end": 449.6,
      "text": "把未检查的部分说清楚",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 187,
      "start": 449.8,
      "end": 452.266,
      "text": "让审查者能迅速找到风险",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 188,
      "start": 452.4,
      "end": 454.6,
      "text": "这些能力与跑分同样重要",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 189,
      "start": 454.966,
      "end": 456.766,
      "text": "stripe的案例更能说明",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 190,
      "start": 456.766,
      "end": 459.066,
      "text": "Opus5.5正在变成什么",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 191,
      "start": 459.333,
      "end": 461.533,
      "text": "一次包含40个堆叠拉取",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 192,
      "start": 461.533,
      "end": 463.533,
      "text": "请求的复杂变基任务中",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 193,
      "start": 463.566,
      "end": 465.766,
      "text": "一个OPS 5.5会话负责",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 194,
      "start": 465.766,
      "end": 467.6,
      "text": "调度10多个其他会话",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 195,
      "start": 467.933,
      "end": 468.866,
      "text": "梳理冲突",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 196,
      "start": 468.966,
      "end": 471.9,
      "text": "并把需要人类决定的问题整理出来",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 197,
      "start": 471.966,
      "end": 473.1,
      "text": "第二天下午",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 198,
      "start": 473.133,
      "end": 475.866,
      "text": "40个请求全部通过持续集成",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 199,
      "start": 476.2,
      "end": 478.9,
      "text": "这已经超出传统代码助手的范围",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 200,
      "start": 479.133,
      "end": 481.533,
      "text": "主会话承担的是项目管理",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 201,
      "start": 481.6,
      "end": 483.933,
      "text": "上下文分发和质量检查",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 202,
      "start": 484.133,
      "end": 486.733,
      "text": "其他会话像执行单元一样工作",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 203,
      "start": 486.866,
      "end": 487.9,
      "text": "到了这一步",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 204,
      "start": 488.0,
      "end": 489.6,
      "text": "AI代理的形态开始",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 205,
      "start": 489.6,
      "end": 491.166,
      "text": "接近一个软件团队",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 206,
      "start": 491.466,
      "end": 492.766,
      "text": "主代理拆任务",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 207,
      "start": 493.133,
      "end": 496.766,
      "text": "子代理并行处理测试系统负责验收",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 208,
      "start": 496.9,
      "end": 499.266,
      "text": "人类只在关键节点做决定",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 209,
      "start": 499.466,
      "end": 501.166,
      "text": "效率提升很诱人",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 210,
      "start": 501.333,
      "end": 502.933,
      "text": "风险也随之变化",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 211,
      "start": 503.1,
      "end": 505.2,
      "text": "单个模型写错一行代码",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 212,
      "start": 505.333,
      "end": 506.733,
      "text": "影响通常局部",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 213,
      "start": 507.166,
      "end": 509.466,
      "text": "负责调度的模型理解错目标",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 214,
      "start": 509.666,
      "end": 511.466,
      "text": "10多个执行会话可能",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 215,
      "start": 511.466,
      "end": 513.6,
      "text": "沿着错误方向同时前进",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 216,
      "start": 513.7,
      "end": 515.866,
      "text": "多代理让吞吐量增加",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 217,
      "start": 515.933,
      "end": 518.266,
      "text": "也会放大上层判断的失误",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 218,
      "start": 518.366,
      "end": 521.1,
      "text": "所以Anthropic这次把安全放到",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 219,
      "start": 521.1,
      "end": 523.333,
      "text": "了和性能同等重要的位置",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 220,
      "start": 523.7,
      "end": 526.8,
      "text": "Opus5.5是Dario Amodei呼吁为",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 221,
      "start": 526.8,
      "end": 528.9,
      "text": "前沿能力设定节奏之后",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 222,
      "start": 528.9,
      "end": 531.1,
      "text": "公司推出的第一款主要模型",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 223,
      "start": 531.333,
      "end": 532.6,
      "text": "听起来有些矛盾",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 224,
      "start": 533.066,
      "end": 534.566,
      "text": "一边要求行业放慢",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 225,
      "start": 534.7,
      "end": 536.866,
      "text": "一边继续发布更强模型",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 226,
      "start": 537.1,
      "end": 538.933,
      "text": "Anthropic所说的放慢",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 227,
      "start": 538.933,
      "end": 542.1,
      "text": "是让安全能力跑在模型能力前面",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 228,
      "start": 542.133,
      "end": 544.4,
      "text": "并为可能很快出现的更高级",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 229,
      "start": 544.4,
      "end": 546.866,
      "text": "系统建立监管与评估基础",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 230,
      "start": 547.066,
      "end": 548.533,
      "text": "研发仍会继续",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 231,
      "start": 548.666,
      "end": 550.4,
      "text": "在接近2,000种模拟场景",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 232,
      "start": 550.4,
      "end": 552.3,
      "text": "组成的自动行为审计中",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 233,
      "start": 552.7,
      "end": 555.466,
      "text": "Opus5.5在近期Claude模型里",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 234,
      "start": 555.466,
      "end": 557.2,
      "text": "取得了最好的综合结果",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 235,
      "start": 557.366,
      "end": 559.6,
      "text": "它在诚实性测试上也更强",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 236,
      "start": 559.7,
      "end": 561.666,
      "text": "一个专门测试模型是否会",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 237,
      "start": 561.666,
      "end": 564.066,
      "text": "突破约束边界的评估显示",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 238,
      "start": 564.333,
      "end": 566.7,
      "text": "Opus5.5尝试绕过限制的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 239,
      "start": 566.7,
      "end": 570.933,
      "text": "频率比Opus5和Mythos5.1低约85%",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 240,
      "start": 571.2,
      "end": 573.9,
      "text": "它出现的尝试都属于低严重程度",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 241,
      "start": 574.2,
      "end": 575.7,
      "text": "而且会主动报告",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 242,
      "start": 575.8,
      "end": 577.366,
      "text": "这组数据直接对应",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 243,
      "start": 577.366,
      "end": 579.766,
      "text": "长崎代理最令人担心的问题",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 244,
      "start": 580.266,
      "end": 582.733,
      "text": "模型被允许在代码库浏览器",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 245,
      "start": 582.733,
      "end": 585.133,
      "text": "和内部系统里连续工作时",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 246,
      "start": 585.266,
      "end": 587.2,
      "text": "用户不可能盯住每一步",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 247,
      "start": 587.3,
      "end": 589.966,
      "text": "它会不会为了完成任务扩大权限",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 248,
      "start": 590.333,
      "end": 592.7,
      "text": "会不会发现限制后寻找绕路",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 249,
      "start": 592.866,
      "end": 594.4,
      "text": "会不会在以为自己处于",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 250,
      "start": 594.4,
      "end": 596.666,
      "text": "模拟环境时做出危险动作",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 251,
      "start": 596.733,
      "end": 599.566,
      "text": "都会从实验室问题变成生产风险",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 252,
      "start": 599.733,
      "end": 601.666,
      "text": "模型如果只能回答文字",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 253,
      "start": 602.066,
      "end": 604.1,
      "text": "失控通常停留在内容层",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 254,
      "start": 604.4,
      "end": 606.333,
      "text": "模型可以执行命令以后",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 255,
      "start": 606.566,
      "end": 608.266,
      "text": "失控就会变成文件",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 256,
      "start": 608.466,
      "end": 610.9,
      "text": "账户和系统状态的变化",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 257,
      "start": 611.1,
      "end": 615.3,
      "text": "Anthropic没有宣称问题已经解决相反",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 258,
      "start": 615.7,
      "end": 618.466,
      "text": "系统评估暴露出一个更棘手的限制",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 259,
      "start": 619.133,
      "end": 622.6,
      "text": "Opus5.5有时会怀疑自己正在接受测试",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 260,
      "start": 622.8,
      "end": 625.133,
      "text": "一旦模型识别出评估环境",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 261,
      "start": 625.5,
      "end": 627.7,
      "text": "它在测试中的谨慎表现就不",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 262,
      "start": 627.7,
      "end": 630.0,
      "text": "一定等于真实部署中的表现",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 263,
      "start": 630.2,
      "end": 631.7,
      "text": "研究团队也承认",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 264,
      "start": 631.866,
      "end": 633.566,
      "text": "目前没有一套评估可以在",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 265,
      "start": 633.566,
      "end": 636.3,
      "text": "发布前可靠捕捉所有失败方式",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 266,
      "start": 636.733,
      "end": 637.566,
      "text": "能力越强",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 267,
      "start": 637.666,
      "end": 639.066,
      "text": "部署环境越复杂",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 268,
      "start": 639.133,
      "end": 640.533,
      "text": "这个缺口越难靠",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 269,
      "start": 640.733,
      "end": 642.766,
      "text": "增加几百道测试题填满",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 270,
      "start": 642.766,
      "end": 645.0,
      "text": "这让Opus5.5的安全叙事",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 271,
      "start": 645.0,
      "end": 646.366,
      "text": "变得更值得讨论",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 272,
      "start": 646.866,
      "end": 648.466,
      "text": "官方一方面说它是目前",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 273,
      "start": 648.466,
      "end": 650.366,
      "text": "对齐表现最好的Claud",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 274,
      "start": 650.6,
      "end": 652.333,
      "text": "另一方面又承认对齐",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 275,
      "start": 652.333,
      "end": 654.066,
      "text": "评估存在根本盲区",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 276,
      "start": 654.3,
      "end": 656.2,
      "text": "两个判断可以同时成立",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 277,
      "start": 656.4,
      "end": 658.966,
      "text": "它可能确实比上一代更守规矩",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 278,
      "start": 659.3,
      "end": 661.1,
      "text": "但比上一代更安全",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 279,
      "start": 661.566,
      "end": 664.733,
      "text": "和已经足够安全之间还有很大距离",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 280,
      "start": 664.933,
      "end": 666.3,
      "text": "为了降低风险",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 281,
      "start": 666.666,
      "end": 668.566,
      "text": "Anthropic为模型加入了",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 282,
      "start": 668.566,
      "end": 670.0,
      "text": "一套代理安全站",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 283,
      "start": 670.533,
      "end": 672.366,
      "text": "行动分类器会检查",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 284,
      "start": 672.366,
      "end": 674.266,
      "text": "模型准备执行的操作",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 285,
      "start": 674.7,
      "end": 677.4,
      "text": "沙箱限制代码能够接触的环境",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 286,
      "start": 677.766,
      "end": 680.6,
      "text": "代码进入项目之前还要经过审查",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 287,
      "start": 680.933,
      "end": 683.066,
      "text": "提示注入防护也得到加强",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 288,
      "start": 683.166,
      "end": 685.266,
      "text": "在Graceone的相关测试中",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 289,
      "start": 685.3,
      "end": 688.1,
      "text": "Opus5.5与fable5.1处于较低",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 290,
      "start": 688.1,
      "end": 689.733,
      "text": "的攻击成功率水平",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 291,
      "start": 690.133,
      "end": 692.733,
      "text": "这套做法说明Anthropic并不相信",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 292,
      "start": 692.733,
      "end": 695.133,
      "text": "模型仅靠训练就能自我约束",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 293,
      "start": 695.466,
      "end": 697.733,
      "text": "安全必须由模型权限",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 294,
      "start": 697.966,
      "end": 701.133,
      "text": "沙箱审核和日志共同承担",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 295,
      "start": 701.333,
      "end": 703.0,
      "text": "企业部署时也不能",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 296,
      "start": 703.0,
      "end": 705.366,
      "text": "因为官方说模型更对齐",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 297,
      "start": 705.6,
      "end": 708.466,
      "text": "就直接给它生产环境的完整权限",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 298,
      "start": 708.966,
      "end": 711.0,
      "text": "最稳妥的架构仍然是最小",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 299,
      "start": 711.0,
      "end": 714.066,
      "text": "权限分级确认和可回滚操作",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 300,
      "start": 714.266,
      "end": 716.8,
      "text": "模型可以读取代码和提出修改",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 301,
      "start": 717.0,
      "end": 721.3,
      "text": "涉及部署删除数据或调整权限时",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 302,
      "start": 721.366,
      "end": 722.766,
      "text": "需要额外批准",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 303,
      "start": 722.9,
      "end": 724.533,
      "text": "网络安全和生物学",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 304,
      "start": 724.533,
      "end": 726.366,
      "text": "能力受到更严格限制",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 305,
      "start": 727.166,
      "end": 731.333,
      "text": "Opus5.5在这些领域的能力与Mythos5.1接近",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 306,
      "start": 731.8,
      "end": 734.966,
      "text": "因此启用了与fable5.1类似的防护",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 307,
      "start": 735.2,
      "end": 736.966,
      "text": "普通软件开发中的漏洞",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 308,
      "start": 736.966,
      "end": 739.2,
      "text": "识别和修复仍然可以进行",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 309,
      "start": 739.333,
      "end": 740.9,
      "text": "但多数网络安全任务",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 310,
      "start": 740.9,
      "end": 743.466,
      "text": "会被透明转交给Opus4.8",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 311,
      "start": 743.733,
      "end": 745.166,
      "text": "经过审核的机构可以",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 312,
      "start": 745.166,
      "end": 747.4,
      "text": "申请生命科学验证计划",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 313,
      "start": 747.733,
      "end": 749.8,
      "text": "网络安全专业人员的分级",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 314,
      "start": 749.8,
      "end": 751.966,
      "text": "访问也会在随后几周扩大",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 315,
      "start": 752.133,
      "end": 753.4,
      "text": "这种能力存在",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 316,
      "start": 753.4,
      "end": 756.1,
      "text": "但按身份释放的模式可能",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 317,
      "start": 756.1,
      "end": 758.166,
      "text": "成为前沿模型的新常态",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 318,
      "start": 758.366,
      "end": 760.766,
      "text": "厂商不再只提供一个统一模型",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 319,
      "start": 761.1,
      "end": 764.4,
      "text": "而会根据任务账户历史和机构",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 320,
      "start": 764.4,
      "end": 767.3,
      "text": "资质决定用户实际接触哪一层能力",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 321,
      "start": 767.3,
      "end": 768.5,
      "text": "对安全来说",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 322,
      "start": 768.566,
      "end": 770.166,
      "text": "这能减少滥用",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 323,
      "start": 770.366,
      "end": 771.766,
      "text": "对开发者来说",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 324,
      "start": 771.933,
      "end": 773.533,
      "text": "它增加了不确定性",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 325,
      "start": 774.0,
      "end": 774.8,
      "text": "同一个",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 326,
      "start": 791.9,
      "end": 793.966,
      "text": "用来抵抗模型蒸馏攻击",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 327,
      "start": 794.4,
      "end": 798.9,
      "text": "对于2026年8月31日以后创建的API账户",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 328,
      "start": 799.0,
      "end": 801.133,
      "text": "用户不能随意修改模型",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 329,
      "start": 801.333,
      "end": 803.533,
      "text": "先前的推理上下文在通过",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 330,
      "start": 803.533,
      "end": 805.566,
      "text": "大量请求提取它的能力",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 331,
      "start": 805.8,
      "end": 808.1,
      "text": "Anthropic认为供给者利用",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 332,
      "start": 808.1,
      "end": 810.533,
      "text": "数千个虚假账户复制前沿",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 333,
      "start": 810.533,
      "end": 813.966,
      "text": "模型会带来商业和国家安全风险",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 334,
      "start": 814.6,
      "end": 816.766,
      "text": "这项限制保护了模型资产",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 335,
      "start": 816.766,
      "end": 818.766,
      "text": "也会让部分依赖修改历史",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 336,
      "start": 818.766,
      "end": 820.866,
      "text": "思考快的旧集成需要调整",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 337,
      "start": 820.933,
      "end": 823.266,
      "text": "另一个容易被忽略的变化是",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 338,
      "start": 823.8,
      "end": 826.466,
      "text": "Opus5.5不能关闭思考模式",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 339,
      "start": 826.766,
      "end": 828.933,
      "text": "开发者可以调整努力程度",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 340,
      "start": 828.966,
      "end": 830.9,
      "text": "却不能把它退回一个完全",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 341,
      "start": 830.9,
      "end": 832.933,
      "text": "不思考的普通生成模型",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 342,
      "start": 832.966,
      "end": 836.2,
      "text": "这个决定说明Anthropic正在把推理",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 343,
      "start": 836.2,
      "end": 838.733,
      "text": "过程视为产品行为的一部分",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 344,
      "start": 839.066,
      "end": 841.5,
      "text": "而不是可有可无的附加功能",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 345,
      "start": 842.0,
      "end": 844.666,
      "text": "它也会影响延迟和可预测性",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 346,
      "start": 844.766,
      "end": 847.466,
      "text": "简单任务如果调用OPS5.5",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 347,
      "start": 847.766,
      "end": 849.9,
      "text": "本身就可能是一种资源浪费",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 348,
      "start": 850.333,
      "end": 853.2,
      "text": "Sonnet和Haiku系列仍会承担更高频",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 349,
      "start": 853.466,
      "end": 854.933,
      "text": "风险较低的工作",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 350,
      "start": 855.066,
      "end": 857.7,
      "text": "模型现已覆盖Anthropic全部平台",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 351,
      "start": 857.733,
      "end": 859.566,
      "text": "并进入Amazon Web Services",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 352,
      "start": 860.166,
      "end": 863.533,
      "text": "Google cloud和微软Azure cloud platform中",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 353,
      "start": 863.533,
      "end": 866.4,
      "text": "的模型名称是Claude Opus五五",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 354,
      "start": 866.466,
      "end": 868.866,
      "text": "同时提供零数据保留选项",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 355,
      "start": 868.966,
      "end": 870.6,
      "text": "快速模式最高可以达到",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 356,
      "start": 870.6,
      "end": 872.6,
      "text": "普通模式的2.5倍速度",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 357,
      "start": 873.1,
      "end": 875.166,
      "text": "输入和输出价格则提高到",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 358,
      "start": 875.166,
      "end": 878.2,
      "text": "每百万TOKEN8美元和40美元",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 359,
      "start": 878.366,
      "end": 880.866,
      "text": "对于代码审查和交互任务",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 360,
      "start": 881.0,
      "end": 883.9,
      "text": "企业可以用更高价格换取低延迟",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 361,
      "start": 884.666,
      "end": 886.666,
      "text": "对夜间迁移和批量审计",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 362,
      "start": 886.766,
      "end": 888.166,
      "text": "普通模式更合理",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 363,
      "start": 888.333,
      "end": 890.4,
      "text": "云平台同时上线也表明",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 364,
      "start": 890.566,
      "end": 893.5,
      "text": "Anthropic争夺的是企业工作负载",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 365,
      "start": 893.7,
      "end": 894.933,
      "text": "喜欢尝鲜的个人",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 366,
      "start": 894.933,
      "end": 896.8,
      "text": "用户只占很小一部分",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 367,
      "start": 897.166,
      "end": 900.166,
      "text": "大型公司已经把数据权限采购",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 368,
      "start": 900.166,
      "end": 903.4,
      "text": "流程和审计体系放在既有云平台里",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 369,
      "start": 903.866,
      "end": 905.133,
      "text": "一款模型如果只能",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 370,
      "start": 905.133,
      "end": 906.766,
      "text": "通过独立网站使用",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 371,
      "start": 906.9,
      "end": 908.466,
      "text": "很难进入核心系统",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 372,
      "start": 908.733,
      "end": 913.733,
      "text": "AWS Google cloud和Azure让Opus 5.5能够沿着",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 373,
      "start": 913.733,
      "end": 917.166,
      "text": "企业原有账户网络和合规体系部署",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 374,
      "start": 917.366,
      "end": 918.9,
      "text": "这比多赢几个聊天",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 375,
      "start": 918.9,
      "end": 920.866,
      "text": "排行榜更能决定收入",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 376,
      "start": 920.966,
      "end": 923.133,
      "text": "但企业要算清另一笔账",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 377,
      "start": 923.8,
      "end": 925.566,
      "text": "缓存读取价格大降",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 378,
      "start": 925.733,
      "end": 927.3,
      "text": "会奖励那些上下文",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 379,
      "start": 927.333,
      "end": 928.966,
      "text": "重复度高的长期任务",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 380,
      "start": 929.1,
      "end": 932.533,
      "text": "大型代码库内部知识库和固定",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 381,
      "start": 932.533,
      "end": 935.7,
      "text": "工作流程会频繁复用相同前缀",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 382,
      "start": 936.066,
      "end": 937.533,
      "text": "缓存命中率高",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 383,
      "start": 937.866,
      "end": 939.333,
      "text": "总成本自然下降",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 384,
      "start": 939.366,
      "end": 941.866,
      "text": "一次性问题和不断变化的超长",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 385,
      "start": 941.866,
      "end": 944.766,
      "text": "输入未必能得到同样幅度的优惠",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 386,
      "start": 945.4,
      "end": 948.966,
      "text": "官方所说的典型任务成本下降40%",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 387,
      "start": 949.1,
      "end": 951.4,
      "text": "不能机械套用到所有场景",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 388,
      "start": 951.533,
      "end": 954.2,
      "text": "这也是为什么每百万TOKEN多少钱",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 389,
      "start": 954.2,
      "end": 956.266,
      "text": "越来越不能单独比较模型",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 390,
      "start": 956.6,
      "end": 958.1,
      "text": "代理任务的账单由",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 391,
      "start": 958.1,
      "end": 961.3,
      "text": "输入输出缓存工具调用",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 392,
      "start": 961.3,
      "end": 964.466,
      "text": "推理强度和失败重试共同组成",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 393,
      "start": 964.6,
      "end": 967.1,
      "text": "便宜的模型如果需要多跑三次",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 394,
      "start": 967.1,
      "end": 968.4,
      "text": "最后可能更贵",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 395,
      "start": 968.7,
      "end": 970.366,
      "text": "昂贵模型一次完成",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 396,
      "start": 970.4,
      "end": 972.166,
      "text": "反而节省人类时间",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 397,
      "start": 972.7,
      "end": 974.5,
      "text": "真正有意义的指标应该是",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 398,
      "start": 974.5,
      "end": 976.666,
      "text": "每个通过验收的任务成本",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 399,
      "start": 976.666,
      "end": 978.866,
      "text": "而不是单纯的TOKEN单价",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 400,
      "start": 979.0,
      "end": 983.466,
      "text": "anthropic同时提高了Pro Max team和按席位",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 401,
      "start": 983.466,
      "end": 986.566,
      "text": "购买的enterprise用户的5小时使用额度",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 402,
      "start": 986.9,
      "end": 989.133,
      "text": "还允许用户保存一次额度重置",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 403,
      "start": 989.366,
      "end": 992.266,
      "text": "在需要集中处理大型任务时再使用",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 404,
      "start": 992.4,
      "end": 993.533,
      "text": "这个改动于",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 405,
      "start": 994.133,
      "end": 996.333,
      "text": "OPS5.5的定位是一致的",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 406,
      "start": 996.533,
      "end": 998.166,
      "text": "长任务不会平均分布",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 407,
      "start": 998.166,
      "end": 999.966,
      "text": "在每天的工作时间里",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 408,
      "start": 1000.2,
      "end": 1003.366,
      "text": "迁移审计和复杂排错往往会在",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 409,
      "start": 1003.366,
      "end": 1006.0,
      "text": "某几个小时突然消耗大量计算",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 410,
      "start": 1006.333,
      "end": 1008.466,
      "text": "固定且无法调度的额度",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 411,
      "start": 1008.566,
      "end": 1011.133,
      "text": "很容易在任务最关键的时候中断",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 412,
      "start": 1011.533,
      "end": 1013.866,
      "text": "把重置机会留到高峰使用",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 413,
      "start": 1014.0,
      "end": 1017.0,
      "text": "相当于让订阅额度更接近项目预算",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 414,
      "start": 1017.133,
      "end": 1019.933,
      "text": "但更高额度也会改变团队行为",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 415,
      "start": 1020.066,
      "end": 1021.933,
      "text": "过去因为限制太紧",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 416,
      "start": 1022.266,
      "end": 1025.0,
      "text": "工程师会把问题拆成较小部分",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 417,
      "start": 1025.3,
      "end": 1027.066,
      "text": "手动检查后再继续",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 418,
      "start": 1027.766,
      "end": 1029.066,
      "text": "额度放宽以后",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 419,
      "start": 1029.133,
      "end": 1030.4,
      "text": "团队更可能把整个",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 420,
      "start": 1030.4,
      "end": 1032.133,
      "text": "代码库一次交给代理",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 421,
      "start": 1032.266,
      "end": 1033.333,
      "text": "效率会上升",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 422,
      "start": 1033.666,
      "end": 1035.933,
      "text": "验收压力也会集中到任务末端",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 423,
      "start": 1036.066,
      "end": 1037.366,
      "text": "要是模型前两个",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 424,
      "start": 1037.366,
      "end": 1039.366,
      "text": "小时就理解错了目标",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 425,
      "start": 1039.466,
      "end": 1041.666,
      "text": "直到最终测试才暴露问题",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 426,
      "start": 1041.866,
      "end": 1043.733,
      "text": "损失会比短任务更大",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 427,
      "start": 1044.6,
      "end": 1047.4,
      "text": "团队仍然需要在中途设置检查点",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 428,
      "start": 1047.5,
      "end": 1049.0,
      "text": "让模型每完成一个",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 429,
      "start": 1049.0,
      "end": 1051.2,
      "text": "阶段就提交可验证结果",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 430,
      "start": 1051.266,
      "end": 1053.966,
      "text": "这类检查点还决定责任能否追踪",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 431,
      "start": 1054.7,
      "end": 1056.2,
      "text": "主代理分派了什么",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 432,
      "start": 1056.6,
      "end": 1058.4,
      "text": "子代理修改了哪些文件",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 433,
      "start": 1058.7,
      "end": 1061.4,
      "text": "哪次测试失败后又采取了什么补救",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 434,
      "start": 1061.5,
      "end": 1063.133,
      "text": "都应该留在日志里",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 435,
      "start": 1063.3,
      "end": 1064.466,
      "text": "只有最终代码",
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      "authority": "video_source_subtitle"
    },
    {
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      "start": 1064.533,
      "end": 1065.733,
      "text": "没有过程记录",
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    },
    {
      "id": 437,
      "start": 1065.866,
      "end": 1068.4,
      "text": "出了问题就很难判断是需求不",
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    {
      "id": 438,
      "start": 1068.4,
      "end": 1071.666,
      "text": "清模型偏离还是测试本身缺失",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 439,
      "start": 1071.9,
      "end": 1073.166,
      "text": "代理工作越快",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 440,
      "start": 1073.333,
      "end": 1074.866,
      "text": "审计记录越不能省",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 441,
      "start": 1074.966,
      "end": 1076.533,
      "text": "从竞争格局看",
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    },
    {
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      "start": 1076.7,
      "end": 1078.533,
      "text": "Opus 5.5发布后",
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      "authority": "video_source_subtitle"
    },
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      "start": 1078.566,
      "end": 1082.166,
      "text": "Anthropic和Openai都在争夺同一个位置",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 444,
      "start": 1082.566,
      "end": 1085.4,
      "text": "谁能成为企业默认开启的工作模型",
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    },
    {
      "id": 445,
      "start": 1085.733,
      "end": 1088.733,
      "text": "最高端模型负责展示能力边界",
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    },
    {
      "id": 446,
      "start": 1089.066,
      "end": 1092.166,
      "text": "中间层模型负责真正消耗大量TOKEN",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 447,
      "start": 1092.4,
      "end": 1095.0,
      "text": "OPS5.5把高端能力和更",
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    },
    {
      "id": 448,
      "start": 1095.0,
      "end": 1097.166,
      "text": "低成本放在同一产品里",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 449,
      "start": 1097.333,
      "end": 1099.6,
      "text": "迫使竞争对手证明自己的便宜",
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    },
    {
      "id": 450,
      "start": 1099.6,
      "end": 1102.333,
      "text": "模型能否完成同样复杂的工作",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 451,
      "start": 1102.6,
      "end": 1105.0,
      "text": "Anthropic还在重新定义旗舰",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 452,
      "start": 1105.3,
      "end": 1107.766,
      "text": "过去的旗舰意味着参数更多",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 453,
      "start": 1107.766,
      "end": 1108.8,
      "text": "价格更高",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 454,
      "start": 1108.9,
      "end": 1110.2,
      "text": "适合最难的问题",
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    },
    {
      "id": 455,
      "start": 1110.466,
      "end": 1112.8,
      "text": "Opus 5.5加入了另一个标准",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 456,
      "start": 1112.933,
      "end": 1115.766,
      "text": "能否长时间稳定的完成完整任务",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 457,
      "start": 1115.8,
      "end": 1118.5,
      "text": "一个模型在数学题上多拿几分",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 458,
      "start": 1118.9,
      "end": 1120.933,
      "text": "商业价值未必立刻变化",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 459,
      "start": 1121.1,
      "end": 1124.066,
      "text": "他若能把4天的协作压缩到3小时",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 460,
      "start": 1124.3,
      "end": 1127.466,
      "text": "把20小时的代码审计压缩到3小时",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 461,
      "start": 1127.733,
      "end": 1129.933,
      "text": "企业预算会迅速向他倾斜",
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    },
    {
      "id": 462,
      "start": 1130.066,
      "end": 1131.9,
      "text": "可这种效率不会平均",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 463,
      "start": 1131.9,
      "end": 1133.733,
      "text": "落到所有员工身上",
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    },
    {
      "id": 464,
      "start": 1134.1,
      "end": 1136.9,
      "text": "最先受影响的工作是目标清楚",
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    },
    {
      "id": 465,
      "start": 1137.2,
      "end": 1138.466,
      "text": "结果可测试",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 466,
      "start": 1138.766,
      "end": 1140.7,
      "text": "资料已经数字化的任务",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 467,
      "start": 1140.866,
      "end": 1141.733,
      "text": "代码迁移",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 468,
      "start": 1142.266,
      "end": 1144.8,
      "text": "测试补全文档整理和",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 469,
      "start": 1144.8,
      "end": 1147.0,
      "text": "常规分析都符合这些条件",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 470,
      "start": 1147.166,
      "end": 1149.5,
      "text": "需求模糊责任重大结果",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 471,
      "start": 1149.5,
      "end": 1151.666,
      "text": "难以验证的工作仍然需要",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 472,
      "start": 1151.666,
      "end": 1154.066,
      "text": "人类定义问题和承担后果",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 473,
      "start": 1154.533,
      "end": 1157.066,
      "text": "模型越擅长执行人的价值越向",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 474,
      "start": 1157.066,
      "end": 1159.9,
      "text": "目标设定验收和风险判断移动",
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    },
    {
      "id": 475,
      "start": 1160.1,
      "end": 1162.466,
      "text": "开发团队也会改变组织方式",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 476,
      "start": 1162.666,
      "end": 1165.866,
      "text": "过去工程师亲自写大部分代码",
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    },
    {
      "id": 477,
      "start": 1165.966,
      "end": 1167.866,
      "text": "再让工具提供补全",
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    },
    {
      "id": 478,
      "start": 1167.933,
      "end": 1170.9,
      "text": "新的流程可能由人类写验收标准",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 479,
      "start": 1171.366,
      "end": 1172.766,
      "text": "主代理拆分任务",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 480,
      "start": 1172.766,
      "end": 1174.533,
      "text": "多个会话执行修改",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 481,
      "start": 1174.6,
      "end": 1176.466,
      "text": "测试系统自动筛选",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 482,
      "start": 1176.533,
      "end": 1179.066,
      "text": "最后由工程师审查关键差异",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 483,
      "start": 1179.2,
      "end": 1180.866,
      "text": "这样做能提高产出",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 484,
      "start": 1180.866,
      "end": 1183.0,
      "text": "也会让代码来源越来越难",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 485,
      "start": 1183.0,
      "end": 1184.466,
      "text": "靠个人记忆追踪",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 486,
      "start": 1184.7,
      "end": 1186.933,
      "text": "团队需要更严格的变更日志",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 487,
      "start": 1187.466,
      "end": 1189.333,
      "text": "测试覆盖和责任边界",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 488,
      "start": 1189.533,
      "end": 1191.366,
      "text": "如果这些制度没有跟上",
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    },
    {
      "id": 489,
      "start": 1192.066,
      "end": 1194.166,
      "text": "速度会成为风险放大器",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 490,
      "start": 1194.866,
      "end": 1197.7,
      "text": "一个代理一天能修改68万行代码",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 491,
      "start": 1198.2,
      "end": 1199.6,
      "text": "说明它能在一天里",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 492,
      "start": 1199.6,
      "end": 1201.4,
      "text": "制造同等规模的错误",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 493,
      "start": 1201.666,
      "end": 1204.333,
      "text": "测试通过也不等于行为完全正确",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 494,
      "start": 1204.933,
      "end": 1207.866,
      "text": "测试本身可能漏掉安全和性能问题",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 495,
      "start": 1208.1,
      "end": 1210.0,
      "text": "模型生成能力提高以后",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 496,
      "start": 1210.266,
      "end": 1212.533,
      "text": "审查不能只是阅读更多代码",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 497,
      "start": 1213.066,
      "end": 1216.533,
      "text": "而要把需求测试和部署权限",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 498,
      "start": 1216.533,
      "end": 1219.6,
      "text": "重新设计成能约束机器速度的系统",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 499,
      "start": 1219.8,
      "end": 1221.9,
      "text": "OPS5.5最值得关注的",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 500,
      "start": 1221.9,
      "end": 1223.933,
      "text": "地方就在这个矛盾里",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 501,
      "start": 1223.966,
      "end": 1225.8,
      "text": "它更便宜更快",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 502,
      "start": 1225.966,
      "end": 1227.566,
      "text": "长任务能力也更强",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 503,
      "start": 1227.866,
      "end": 1230.9,
      "text": "同时Anthropic比以往更用力",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 504,
      "start": 1230.966,
      "end": 1233.7,
      "text": "强调沙箱行动分类安全",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 505,
      "start": 1233.7,
      "end": 1235.6,
      "text": "后备模型和身份验证",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 506,
      "start": 1235.766,
      "end": 1237.866,
      "text": "厂商的产品设计已经承认",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 507,
      "start": 1237.933,
      "end": 1239.4,
      "text": "强大的代理不能只靠",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 508,
      "start": 1239.4,
      "end": 1240.966,
      "text": "一句系统提示管理",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 509,
      "start": 1241.1,
      "end": 1243.1,
      "text": "能力越接近独立执行者",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 510,
      "start": 1243.4,
      "end": 1244.666,
      "text": "外部控制越要像",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 511,
      "start": 1244.666,
      "end": 1246.3,
      "text": "真正的软件基础设施",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 512,
      "start": 1246.5,
      "end": 1248.766,
      "text": "开头那个问题也有了答案",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 513,
      "start": 1249.7,
      "end": 1252.1,
      "text": "Anthropic呼吁放慢前沿",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 514,
      "start": 1253.066,
      "end": 1255.9,
      "text": "AI又继续发布Opus5.5",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 515,
      "start": 1255.9,
      "end": 1257.6,
      "text": "两项行动可以放在",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 516,
      "start": 1257.6,
      "end": 1259.466,
      "text": "同一套策略里理解",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 517,
      "start": 1259.6,
      "end": 1262.5,
      "text": "公司继续提高可商业化的代理能力",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 518,
      "start": 1262.666,
      "end": 1264.6,
      "text": "同时把更危险的能力锁",
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      "authority": "video_source_subtitle"
    },
    {
      "id": 519,
      "start": 1264.6,
      "end": 1267.066,
      "text": "进验证计划和防护系统",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 520,
      "start": 1267.166,
      "end": 1270.266,
      "text": "再要求行业与政府采用更高标准",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
    },
    {
      "id": 521,
      "start": 1270.533,
      "end": 1272.066,
      "text": "这既是安全立场",
      "source": "video_source_subtitle",
      "authority": "video_source_subtitle"
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