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Utils","\u002Fsource-code\u002F_js\u002Fvue2-source\u002Futils","8.source-code\u002F_js\u002Fvue2-source\u002F6.utils",{"title":3321,"path":3322,"stem":3323,"children":3324,"page":74},"Module","\u002Fsource-code\u002F_module","8.source-code\u002F_module",[3325,3329,3333,3337],{"title":3326,"path":3327,"stem":3328},"判断两个变量相等","\u002Fsource-code\u002F_module\u002Ffast-deep-equal","8.source-code\u002F_module\u002Ffast-deep-equal",{"title":3330,"path":3331,"stem":3332},"get-intrinsic","\u002Fsource-code\u002F_module\u002Fget-intrinsic","8.source-code\u002F_module\u002Fget-intrinsic",{"title":3334,"path":3335,"stem":3336},"🛠 低版本浏览器兼容HTML5标签原理","\u002Fsource-code\u002F_module\u002Fhtml5shiv","8.source-code\u002F_module\u002Fhtml5shiv",{"title":3338,"path":3339,"stem":3340},"判断 NodeJS 是否在线","\u002Fsource-code\u002F_module\u002Fis-online","8.source-code\u002F_module\u002Fis-online",{"title":3342,"path":3343,"stem":3344,"children":3345,"page":74},"Node","\u002Fsource-code\u002F_node","8.source-code\u002F_node",[3346],{"title":3347,"path":3348,"stem":3349},"node-watch","\u002Fsource-code\u002F_node\u002Fnode-watch","8.source-code\u002F_node\u002Fnode-watch",{"title":3351,"path":3352,"stem":3353,"children":3354,"page":74},"Ts","\u002Fsource-code\u002F_ts","8.source-code\u002F_ts",[3355,3359,3363],{"title":3356,"path":3357,"stem":3358},"TypeScript Type Challenges","\u002Fsource-code\u002F_ts\u002Ftype-challenges","8.source-code\u002F_ts\u002Ftype-challenges",{"title":3360,"path":3361,"stem":3362},"TypeScript 编译器","\u002Fsource-code\u002F_ts\u002Ftypescript-compiler","8.source-code\u002F_ts\u002Ftypescript-compiler",{"title":1469,"path":3364,"stem":3365},"\u002Fsource-code\u002F_ts\u002Futility-types","8.source-code\u002F_ts\u002Futility-types",{"title":3367,"path":3368,"stem":3369,"children":3370},"我 \u002F About","\u002Fhire","9.hire\u002Findex",[3371],{"title":3372,"path":3368,"stem":3369},"📬 技术简历",{"title":3374,"path":3375,"stem":3376,"children":3377},"友链","\u002Flinks","10.links\u002Findex",[3378],{"title":3374,"path":3375,"stem":3376},{"title":3380,"path":3381,"stem":3382},"Lionad's Blog","\u002F","index",{"id":3384,"title":251,"author":3385,"body":3386,"category":3385,"created":3385,"createdAt":4758,"date":3385,"description":4759,"draft":74,"extension":4760,"icon":3385,"image":3385,"meta":4761,"modified":3385,"navigation":3385,"path":252,"seo":4762,"stem":253,"tags":3385,"toc":74,"updatedAt":4763,"__hash__":4764},"maps\u002F6.maps\u002F_ai\u002Fagents\u002Fagent-architecture.md",null,{"type":3387,"value":3388,"toc":4711},"minimark",[3389,3394,3398,3401,3404,3427,3443,3447,3450,3529,3532,3558,3570,3574,3579,3583,3586,3592,3598,3601,3606,3610,3613,3663,3669,3680,3688,3692,3695,3701,3709,3715,3723,3728,3748,3754,3762,3768,3776,3780,3801,3805,3812,3815,3826,3829,3836,3840,3843,3846,3850,3853,3857,3860,3865,3876,3881,3895,3900,3903,3907,3919,3959,3966,3973,3978,3982,3993,3998,4001,4027,4032,4035,4053,4058,4077,4082,4085,4151,4159,4163,4170,4177,4183,4187,4200,4206,4212,4226,4236,4240,4251,4272,4278,4281,4286,4290,4296,4302,4308,4314,4318,4321,4324,4328,4334,4340,4346,4350,4364,4372,4375,4378,4381,4389,4393,4396,4399,4403,4410,4421,4428,4433,4436,4461,4465,4468,4517,4520,4528,4532,4535,4584,4587,4590,4593,4598,4602,4605,4616,4638,4642,4645,4648,4665,4669,4672,4679,4682,4689,4692,4699,4702,4705,4708],[3390,3391,3393],"h2",{"id":3392},"llm-是神经符号主义的极佳实践","LLM 是神经符号主义的极佳实践？",[3395,3396,3397],"p",{},"神经符号人工智能（Neuro-Symbolic AI）旨在融合神经网络的学习能力与符号 AI 的推理能力。这与认知科学的双过程理论高度契合：系统1（快速、直觉、无意识）对应神经网络，系统2（缓慢、深思熟虑、有意识）对应符号推理。",[3395,3399,3400],{},"LLM 智能体通过 Chain-of-Thought 实现了这一融合——神经网络内核提供亚符号的模式识别（系统1），而生成的结构化推理文本又实现了符号主义的逻辑能力（系统2）。LLM 充当了符号空间与自然语言空间之间的桥梁，\n使 AI 系统既能从海量数据中学习，又能进行严谨的符号推理。",[3395,3402,3403],{},"三种神经符号融合范式：",[3405,3406,3407,3415,3421],"ul",{},[3408,3409,3410,3414],"li",{},[3411,3412,3413],"strong",{},"Symbolic→LLM","：符号方法生成推理数据，LLM 学习模仿（如 AlphaGeometry、LOGIPT）",[3408,3416,3417,3420],{},[3411,3418,3419],{},"LLM→Symbolic","：LLM 将问题形式化后调用符号求解器（如 LogicLM、LLM+P、PAL）",[3408,3422,3423,3426],{},[3411,3424,3425],{},"LLM+Symbolic","：端到端混合架构，符号与神经网络协同工作（如 DeepProbLog、可微分符号模块）",[3395,3428,3429,3430,3437,3438],{},"见：",[3431,3432,3436],"a",{"href":3433,"rel":3434},"https:\u002F\u002Fwww.163.com\u002Fdy\u002Farticle\u002FKDRD9CE705567BBF.html",[3435],"nofollow","神经符号人工智能：迈向提升大语言模型的推理能力","、",[3431,3439,3442],{"href":3440,"rel":3441},"https:\u002F\u002Fzhuanlan.zhihu.com\u002Fp\u002F678549814",[3435],"大型语言模型：符号推理的新趋势",[3390,3444,3446],{"id":3445},"peas-模型如何描述智能体任务环境","PEAS 模型如何描述智能体任务环境？",[3395,3448,3449],{},"PEAS 模型是人工智能领域用于精确描述智能体任务环境的经典框架，由四个维度构成：",[3451,3452,3453,3469],"table",{},[3454,3455,3456],"thead",{},[3457,3458,3459,3463,3466],"tr",{},[3460,3461,3462],"th",{},"维度",[3460,3464,3465],{},"含义",[3460,3467,3468],{},"示例（智能旅行助手）",[3470,3471,3472,3487,3501,3515],"tbody",{},[3457,3473,3474,3481,3484],{},[3475,3476,3477,3480],"td",{},[3411,3478,3479],{},"P","erformance（性能度量）",[3475,3482,3483],{},"评估智能体成功与否的标准",[3475,3485,3486],{},"用户满意度、行程可行性、预算控制",[3457,3488,3489,3495,3498],{},[3475,3490,3491,3494],{},[3411,3492,3493],{},"E","nvironment（环境）",[3475,3496,3497],{},"智能体运作的场景与条件",[3475,3499,3500],{},"航班系统、酒店平台、天气服务",[3457,3502,3503,3509,3512],{},[3475,3504,3505,3508],{},[3411,3506,3507],{},"A","ctuators（执行器）",[3475,3510,3511],{},"智能体影响环境的方式",[3475,3513,3514],{},"搜索航班、预订酒店、生成行程",[3457,3516,3517,3523,3526],{},[3475,3518,3519,3522],{},[3411,3520,3521],{},"S","ensors（传感器）",[3475,3524,3525],{},"智能体获取环境信息的渠道",[3475,3527,3528],{},"用户输入、API 返回数据",[3395,3530,3531],{},"LLM 智能体面对的环境通常具备四个鲜明特点：",[3405,3533,3534,3540,3546,3552],{},[3408,3535,3536,3539],{},[3411,3537,3538],{},"部分可观察","（Partially Observable）：无法一次性获取全貌，需要记忆和探索",[3408,3541,3542,3545],{},[3411,3543,3544],{},"随机性","（Stochastic）：行动结果不确定，环境状态动态变化",[3408,3547,3548,3551],{},[3411,3549,3550],{},"多智能体","（Multi-agent）：环境中存在其他行动者（如其他用户、自动化脚本）",[3408,3553,3554,3557],{},[3411,3555,3556],{},"序贯且动态","（Sequential & Dynamic）：当前动作影响未来，环境自身在变化",[3395,3559,3429,3560,3437,3565],{},[3431,3561,3564],{"href":3562,"rel":3563},"https:\u002F\u002Fzhuanlan.zhihu.com\u002Fp\u002F1982412289576546663",[3435],"智能体(Agent)核心技术解析：从PEAS模型到主流框架实战",[3431,3566,3569],{"href":3567,"rel":3568},"https:\u002F\u002Fblog.csdn.net\u002FTrb701012\u002Farticle\u002Fdetails\u002F156984467",[3435],"一文搞懂大模型智能体工作原理",[3571,3572,3573],"h4",{"id":3573},"完整案例分析",[3395,3575,3576],{},[3431,3577,3578],{"href":345},"智能健身教练：PEAS 模型完整案例分析",[3390,3580,3582],{"id":3581},"工作流与智能体的核心区别","工作流与智能体的核心区别？",[3395,3584,3585],{},"决策权归属是区分二者的关键。",[3395,3587,3588,3591],{},[3411,3589,3590],{},"工作流（Workflow）"," 像流水线或菜谱，任务流程固定且预先设计好。LLM 被代码调用完成特定子任务（如总结文本、提取信息），决策权在代码而非模型。",[3395,3593,3594,3597],{},[3411,3595,3596],{},"智能体（Agent）"," 像侦探，你给它总目标，但没有固定剧本。它会根据情况动态决定下一步该做什么、使用哪个工具、任务是否完成，决策权在 LLM 而非代码。",[3571,3599,3573],{"id":3600},"完整案例分析-1",[3395,3602,3603,3605],{},[3431,3604,356],{"href":357}," —— 通过售后退款场景对比两种方案优劣及混合架构设计",[3390,3607,3609],{"id":3608},"技术选型金字塔","技术选型金字塔？",[3395,3611,3612],{},"Anthropic 建议始终从最简单方案开始，只有当简单方案无法满足需求时才增加复杂性。",[3451,3614,3615,3628],{},[3454,3616,3617],{},[3457,3618,3619,3622,3625],{},[3460,3620,3621],{},"层级",[3460,3623,3624],{},"方案",[3460,3626,3627],{},"适用场景",[3470,3629,3630,3641,3652],{},[3457,3631,3632,3635,3638],{},[3475,3633,3634],{},"底层（基础）",[3475,3636,3637],{},"优化单一 LLM 调用",[3475,3639,3640],{},"简单任务，追求效率。通过 RAG、Few-shot 示例解决大部分问题",[3457,3642,3643,3646,3649],{},[3475,3644,3645],{},"中层（中级）",[3475,3647,3648],{},"工作流",[3475,3650,3651],{},"流程固定、明确、可预测，对质量有高标准",[3457,3653,3654,3657,3660],{},[3475,3655,3656],{},"顶层（高级）",[3475,3658,3659],{},"智能体",[3475,3661,3662],{},"开放式任务，无法预测步骤，需要模型大规模自主决策",[3395,3664,3665,3668],{},[3411,3666,3667],{},"示例","：翻译 \u002F 本地化任务",[3405,3670,3671,3674,3677],{},[3408,3672,3673],{},"读一封外文邮件\u002F工单，快速了解大意即可 → 单一 LLM 调用",[3408,3675,3676],{},"需要稳定产出与可追溯质量（术语一致、格式固定、必须复核），如用户手册\u002F合规文档翻译 → 工作流（翻译 → 术语校验 → 审校\u002F回译）",[3408,3678,3679],{},"目标是\"把内容做成一条可发布的多语言产线\"，涉及选题、改写、本地化用词、生成标题与摘要、更新站点\u002F提交 PR 等多步决策与多工具协作 → 智能体",[3395,3681,3429,3682,3687],{},[3431,3683,3686],{"href":3684,"rel":3685},"https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Fbuilding-effective-agents",[3435],"Building Effective Agents","（Anthropic 官方指南）",[3390,3689,3691],{"id":3690},"五种工作流模式","五种工作流模式？",[3395,3693,3694],{},"Anthropic 从生产实践中总结出五种可组合的工作流模式，按复杂度递增：",[3395,3696,3697,3700],{},[3411,3698,3699],{},"Prompt Chaining（提示链）","\n任务分解为顺序步骤，每步 LLM 处理上一步输出。可添加程序检查（gate）确保过程正确。",[3405,3702,3703,3706],{},[3408,3704,3705],{},"适用：可清晰分解为固定子任务，用延迟换准确性",[3408,3707,3708],{},"示例：生成营销文案 → 翻译成其他语言；写大纲 → 检查 → 写文档",[3395,3710,3711,3714],{},[3411,3712,3713],{},"Routing（路由）","\n输入分类后路由到专门下游任务，分离关注点，构建更专业的提示。",[3405,3716,3717,3720],{},[3408,3718,3719],{},"适用：复杂任务有明确类别，分类可由 LLM 或传统模型处理",[3408,3721,3722],{},"示例：客服查询按类型（一般问题\u002F退款\u002F技术支持）路由到不同流程",[3395,3724,3725],{},[3411,3726,3727],{},"Parallelization（并行化）",[3405,3729,3730,3736,3742,3745],{},[3408,3731,3732,3735],{},[3411,3733,3734],{},"Sectioning（分段）","：任务拆分为独立子任务并行处理",[3408,3737,3738,3741],{},[3411,3739,3740],{},"Voting（投票）","：同一任务多次运行，聚合多样输出",[3408,3743,3744],{},"适用：可并行提速，或需多视角\u002F多次尝试提高置信度",[3408,3746,3747],{},"示例：代码漏洞审查（多提示并行审查）、内容安全评估",[3395,3749,3750,3753],{},[3411,3751,3752],{},"Orchestrator-workers（编排器-工作者）","\n中心 LLM 动态分解任务，委派给工作 LLM，再综合结果。与并行的关键区别：子任务不是预定义的，而是由编排器根据输入动态决定。",[3405,3755,3756,3759],{},[3408,3757,3758],{},"适用：复杂任务无法预测子任务（如编码需修改的文件数量和性质取决于任务）",[3408,3760,3761],{},"示例：多文件复杂代码修改、多源信息搜集分析",[3395,3763,3764,3767],{},[3411,3765,3766],{},"Evaluator-optimizer（评估-优化）","\n一个 LLM 生成响应，另一个提供评估反馈，循环迭代。",[3405,3769,3770,3773],{},[3408,3771,3772],{},"适用：你能清楚定义\"好\u002F坏\"的标准，而且多改几轮确实会变更好。通常有两个信号：人工点评能明显改善结果；模型也能按同一套标准给出可用的点评",[3408,3774,3775],{},"示例：文学翻译（捕捉细微差别）、复杂搜索任务（多轮搜索分析）",[3390,3777,3779],{"id":3778},"agent-设计三原则","Agent 设计三原则？",[3781,3782,3783,3789,3795],"ol",{},[3408,3784,3785,3788],{},[3411,3786,3787],{},"简洁性"," —— 保持设计简单",[3408,3790,3791,3794],{},[3411,3792,3793],{},"透明性"," —— 显式展示规划步骤",[3408,3796,3797,3800],{},[3411,3798,3799],{},"ACI（Agent-Computer Interface）"," —— 精心设计的工具文档和测试",[3571,3802,3804],{"id":3803},"agent-是章鱼不要过度约束","Agent 是章鱼：不要过度约束",[3395,3806,3807,3808,3811],{},"「Agent 是一只章鱼——能蜿蜒、能挤进窄缝、能绕开问题。除了 shenanigan（恶作剧\u002F越权）需要约束之外，",[3411,3809,3810],{},"不要过度约束 Agent 解决问题的能力。","」——Danilo Campos（PostHog Wizard）",[3395,3813,3814],{},"由此带来思维转变：",[3405,3816,3817,3820],{},[3408,3818,3819],{},"❌ 旧式：「我怎么 scaffold Agent 的每一步行为？」",[3408,3821,3822,3823],{},"✅ 新式：",[3411,3824,3825],{},"「我怎么后退一步、给足信息、把信息排好顺序，让它做对事并让用户开心？」",[3395,3827,3828],{},"这与「简洁性」原则互为表里——给信息和顺序，不给步骤。约束应作用于工具粒度（信任边界）与披露顺序（Breadcrumb），而非每一步动作的脚手架。",[3395,3830,3429,3831],{},[3431,3832,3835],{"href":3833,"rel":3834},"https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=juoNbJiZUi0",[3435],"The PostHog Wizard: Lessons in AI onboarding",[3571,3837,3839],{"id":3838},"plan-and-solve-的规划幻觉比-react-更难察觉","Plan-and-Solve 的规划幻觉比 ReAct 更难察觉",[3395,3841,3842],{},"Plan-and-Solve 通过将规划与执行解耦来规避 ReAct 的规划-执行耦合问题，但解耦后引入了一种更隐蔽的风险：规划阶段的错误在执行前难以暴露。ReAct 的错误在每一步都有 Observation 反馈，如果检索结果跑偏了，\n下一步 Thought 有机会修正；但 Plan-and-Solve 的完整规划在执行前缺乏真实数据校验，validate_plan 通常只能做语法和逻辑层面的检查——它无法验证外部 API 是否在线、某个字段在该环境下是否实际必填、\n或者用户的模糊表述在真实上下文中是否有另一种解读。",[3395,3844,3845],{},"更隐蔽的是，validate_plan 本身往往也是 LLM 判断，它会对「看起来合理的规划」放行，直到执行阶段才暴露不可行性，此时回滚成本远高于 ReAct 的步级回滚。生产环境的折中方案不是完全切换到纯规划-执行分离架构，\n而是保留 ReAct 的步级反馈机制，但在每步执行前加入轻量级预验证（如检查 API schema 是否匹配），让错误在更早的阶段以更低的成本暴露。",[3571,3847,3849],{"id":3848},"system-prompt-里的错误处理是纸面合规","System Prompt 里的错误处理是纸面合规",[3395,3851,3852],{},"System Prompt 中写入的\"工具调用超时重试 1 次\"\"连续 3 次错误触发告警\"等规则，模型无法实际执行。L1 层面，LLM 没有内置的超时感知能力，它不知道一个 API 调用花了 3 秒还是 30 秒；\n它也没有跨轮次的状态记忆，无法在\"连续 3 次错误\"时主动触发告警。L2 层面，这些指令本质上是给人类看的文档，不是模型能执行的代码——遇到异常时，模型最可能生成一段\"抱歉出错了\"的文本，然后继续基于错误的假设瞎猜，\n它无法区分\"API 返回 500\"和\"API 正常返回空数据\"。L3 层面的工程正确做法是，真正有效的错误处理必须在编排层通过 try-catch、超时装饰器、状态计数器实现。\nSystem Prompt 中的错误处理描述只能作为输出风格引导（让模型在出错时输出统一的错误格式），不能替代工程层面的容错机制。",[3390,3854,3856],{"id":3855},"工具设计的最佳实践","工具设计的最佳实践？",[3395,3858,3859],{},"设计工具时，投入与 HCI（人机界面）相当的努力到 ACI（Agent-Computer Interface）：",[3395,3861,3862],{},[3411,3863,3864],{},"格式选择原则",[3405,3866,3867,3870,3873],{},[3408,3868,3869],{},"给模型足够 token 在\"陷入困境\"前思考",[3408,3871,3872],{},"格式贴近模型在互联网上自然见过的形式",[3408,3874,3875],{},"避免格式开销（如 diff 需计算行数、JSON 需转义引号）",[3395,3877,3878],{},[3411,3879,3880],{},"设计检查清单",[3405,3882,3883,3886,3889,3892],{},[3408,3884,3885],{},"站在模型角度：工具描述和参数是否一目了然？好的工具定义包含示例用法、边界情况、输入格式要求",[3408,3887,3888],{},"优化参数命名和描述：像为团队初级开发者写优秀 docstring",[3408,3890,3891],{},"测试迭代：在 workbench 中运行大量示例输入，观察模型错误并迭代",[3408,3893,3894],{},"Poka-yoke（防错）：调整参数使错误更难发生",[3395,3896,3897],{},[3411,3898,3899],{},"Anthropic 实战经验",[3395,3901,3902],{},"在构建 SWE-bench Agent 时，优化工具的时间超过优化提示。例如：发现模型在使用相对路径的工具上出错（Agent 已移出根目录后），改为要求绝对路径后，模型 flawlessly 使用该方法。",[3571,3904,3906],{"id":3905},"信任边界窄化用窄工具替代盲读","信任边界窄化：用窄工具替代盲读",[3395,3908,3909,3910,3914,3915,3918],{},"PostHog Wizard 早期版本会直接读取用户 ",[3911,3912,3913],"code",{},".env"," 文件来执行写入——结果是用户敏感信息被发送到 cloud 推理日志。修复方式不是再加访问控制，而是",[3411,3916,3917],{},"把工具拆细","：",[3451,3920,3921,3931],{},[3454,3922,3923],{},[3457,3924,3925,3928],{},[3460,3926,3927],{},"旧设计（出问题）",[3460,3929,3930],{},"新设计（信任边界窄化）",[3470,3932,3933,3948],{},[3457,3934,3935,3941],{},[3475,3936,3937,3938,3940],{},"盲读整个 ",[3911,3939,3913],{},"，把全部内容上传 LLM",[3475,3942,3943,3944,3947],{},"工具 1：",[3911,3945,3946],{},"check_key(name)"," → 仅返回 boolean，不读 value",[3457,3949,3950,3952],{},[3475,3951],{},[3475,3953,3954,3955,3958],{},"工具 2：",[3911,3956,3957],{},"write_key(name, value)"," → 只写指定键，不读取整个文件",[3395,3960,3961,3962,3965],{},"「在别人电脑上跑 Agent 需要巨大的信任。",[3411,3963,3964],{},"即使你解决了承诺的问题，过程中可能让你看起来像个混蛋","。」（Danilo Campos）",[3395,3967,3968,3969,3972],{},"设计原则：",[3411,3970,3971],{},"信任降级到工具粒度","，而非交给 Agent 自我克制。这是 Poka-yoke（防错）思想在权限边界上的应用——让「读敏感数据」在物理上不可能发生，而非靠提示词约束。",[3395,3974,3429,3975],{},[3431,3976,3835],{"href":3833,"rel":3977},[3435],[3390,3979,3981],{"id":3980},"长时运行-agent-的-harness-设计","长时运行 Agent 的 Harness 设计？",[3395,3983,3984,3985,3988,3989,3992],{},"当 Agent 需要跨多个上下文窗口工作（数小时甚至数天）时，核心挑战是",[3411,3986,3987],{},"每个新会话都从零开始","，对之前工作一无所知。\nAnthropic 采用 ",[3411,3990,3991],{},"Initializer Agent + Coding Agent"," 的双代理架构解决此问题。",[3395,3994,3995],{},[3411,3996,3997],{},"Initializer Agent（初始化代理）",[3395,3999,4000],{},"首次会话运行，负责搭建基础环境：",[3405,4002,4003,4012,4018,4024],{},[3408,4004,4005,4008,4009],{},[3911,4006,4007],{},"feature_list.json","：详细功能清单（如 claude.ai 克隆项目超过 200 个功能），全部初始标记为 ",[3911,4010,4011],{},"failing",[3408,4013,4014,4017],{},[3911,4015,4016],{},"claude-progress.txt","：进度日志，记录每个会话完成的工作",[3408,4019,4020,4023],{},[3911,4021,4022],{},"init.sh","：启动脚本，一键运行开发服务器",[3408,4025,4026],{},"初始 git commit，建立版本基线",[3395,4028,4029],{},[3411,4030,4031],{},"Coding Agent（编码代理）",[3395,4033,4034],{},"后续所有会话运行，遵循增量开发原则：",[3405,4036,4037,4043,4050],{},[3408,4038,4039,4040,4042],{},"会话开始时：读取进度文件和 git log → 运行 ",[3911,4041,4022],{}," 启动服务 → 端到端测试验证基础功能",[3408,4044,4045,4046,4049],{},"每次只处理",[3411,4047,4048],{},"一个功能","，避免\"一次性做完\"的冲动",[3408,4051,4052],{},"会话结束时：提交 git commit（描述性消息）→ 更新进度文件 → 保持环境在\"可合并状态\"",[3395,4054,4055],{},[3411,4056,4057],{},"功能清单的设计要点",[3395,4059,4060,4061,3437,4064,3437,4067,3437,4070,4073,4074,4076],{},"使用 JSON 而非 Markdown，因为模型更不容易误改 JSON 结构。每个功能包含 ",[3911,4062,4063],{},"category",[3911,4065,4066],{},"description",[3911,4068,4069],{},"steps",[3911,4071,4072],{},"passes"," 字段。\nCoding Agent 只能修改 ",[3911,4075,4072],{}," 字段，强烈措辞约束：\"删除或编辑测试是不可接受的，这会导致功能缺失或 bug\"。",[3395,4078,4079],{},[3411,4080,4081],{},"端到端测试的必要性",[3395,4083,4084],{},"Agent 容易\"未经充分测试就标记功能完成\"。显式提示使用浏览器自动化工具（如 Puppeteer MCP），像人类用户一样测试。这能发现仅从代码看不出的 bug，但注意 Claude 无法看到浏览器原生 alert 弹窗。",[3451,4086,4087,4100],{},[3454,4088,4089],{},[3457,4090,4091,4094,4097],{},[3460,4092,4093],{},"常见失败模式",[3460,4095,4096],{},"Initializer 解决方案",[3460,4098,4099],{},"Coding Agent 解决方案",[3470,4101,4102,4113,4124,4135],{},[3457,4103,4104,4107,4110],{},[3475,4105,4106],{},"过早宣布整个项目完成",[3475,4108,4109],{},"设置详细功能清单",[3475,4111,4112],{},"每次只选一个功能开发",[3457,4114,4115,4118,4121],{},[3475,4116,4117],{},"留下 bug 或未记录的进度",[3475,4119,4120],{},"初始化 git 和进度文件",[3475,4122,4123],{},"开始读进度\u002Fgit log，结束写 commit",[3457,4125,4126,4129,4132],{},[3475,4127,4128],{},"过早标记功能完成",[3475,4130,4131],{},"设置功能清单文件",[3475,4133,4134],{},"自验证所有功能，仔细测试后才标记 passing",[3457,4136,4137,4140,4146],{},[3475,4138,4139],{},"花时间摸索如何运行应用",[3475,4141,4142,4143,4145],{},"编写 ",[3911,4144,4022],{}," 脚本",[3475,4147,4148,4149],{},"会话开始就读 ",[3911,4150,4022],{},[3395,4152,3429,4153,4158],{},[3431,4154,4157],{"href":4155,"rel":4156},"https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Feffective-harnesses-for-long-running-agents",[3435],"Effective harnesses for long-running agents","（Anthropic Engineering）",[3390,4160,4162],{"id":4161},"claude-agent-sdk-的核心设计原则","Claude Agent SDK 的核心设计原则？",[3395,4164,4165,4166,4169],{},"Claude Agent SDK（原 Claude Code SDK）的设计哲学是",[3411,4167,4168],{},"给 Claude 一台计算机","——让它能够使用程序员日常使用的工具（终端、文件系统、代码执行），从而像人类一样工作。",[3395,4171,4172,4173,4176],{},"这不仅让 Claude 擅长编码，还能处理各种非编码任务：读取 CSV、搜索网页、构建可视化、解释指标等。核心反馈循环是：",[3411,4174,4175],{},"收集上下文 → 采取行动 → 验证工作 → 重复","。",[4178,4179,4180],"blockquote",{},[3395,4181,4182],{},"Over the past several months, Claude Code has become far more than a coding tool. At Anthropic, we'\nve been using it for deep research, video creation, and note-taking, among countless other non-coding applications.\nIn fact, it has begun to power almost all of our major agent loops.\n—— Anthropic",[3390,4184,4186],{"id":4185},"agent-如何有效收集上下文","Agent 如何有效收集上下文？",[3395,4188,4189,4192,4193,3437,4196,4199],{},[3411,4190,4191],{},"Agentic Search（代理式搜索）","\n文件系统代表\"可能被拉入上下文\"的信息。Agent 使用 ",[3911,4194,4195],{},"grep",[3911,4197,4198],{},"tail"," 等 bash 脚本自主决定如何加载大文件（如日志）。文件夹结构本身成为一种上下文工程。",[3395,4201,4202,4205],{},[3411,4203,4204],{},"Semantic Search（语义搜索）","\n通常比代理式搜索更快，但准确性较低、维护更困难、透明度更低。建议先使用代理式搜索，仅在需要更快结果或更多变体时添加语义搜索。",[3395,4207,4208,4211],{},[3411,4209,4210],{},"Subagents（子代理）","\nSDK 默认支持子代理，有两个主要用途：",[3405,4213,4214,4220],{},[3408,4215,4216,4219],{},[3411,4217,4218],{},"并行化","：同时启动多个子代理处理不同任务",[3408,4221,4222,4225],{},[3411,4223,4224],{},"上下文管理","：子代理使用独立的上下文窗口，只返回相关信息给编排器",[3395,4227,4228,4231,4232,4235],{},[3411,4229,4230],{},"Compaction（上下文压缩）","\n当 Agent 长时间运行时，自动总结之前的消息以避免上下文耗尽。这是 Claude Code ",[3911,4233,4234],{},"\u002Fcompact"," 命令的底层能力。",[3571,4237,4239],{"id":4238},"breadcrumb-任务披露限制-agent-即兴发挥","Breadcrumb 任务披露：限制 Agent 即兴发挥",[3395,4241,4242,4243,4246,4247,4250],{},"直接告诉 Agent「实施 PostHog 集成」会得到 15,000 种不同的实施方式——「",[3411,4244,4245],{},"Sorcerer's Apprentice 困境","」（巫师学徒，魔法失控的传说），最终演变为支持地狱。\nPostHog Wizard 的解法是",[3411,4248,4249],{},"面包屑式渐进披露","，每步只暴露眼前任务，不告诉 Agent 全局目标：",[3781,4252,4253,4259,4266,4269],{},[3408,4254,4255,4258],{},[3411,4256,4257],{},"不告诉","Agent 它在做 PostHog 集成",[3408,4260,4261,4262,4265],{},"「项目里哪些文件有商业价值？登录、支付、流失风险？」（",[3411,4263,4264],{},"business stuff casts a huge shadow in code","——业务逻辑在代码中投下巨大阴影）",[3408,4267,4268],{},"「列一下这些文件中可能的事件名（不要写代码）」",[3408,4270,4271],{},"「现在加载文档并实施」（按框架\u002F语言定向加载，配合 Fresh Markdown 注入）",[3395,4273,4274,4277],{},[3411,4275,4276],{},"核心机制","：Agent 看不到全局，就不会在第 5 步开始「rock polishy」（过度抛光，类似 Claude Code 在最后一个任务上花过多时间）。",[3395,4279,4280],{},"约束不是为了禁锢，是为了一致性——这与「子 Agent 上下文管理」遥相呼应，同样是用上下文边界换可控性。",[3395,4282,3429,4283],{},[3431,4284,3835],{"href":3833,"rel":4285},[3435],[3390,4287,4289],{"id":4288},"agent-采取行动的关键方式","Agent 采取行动的关键方式？",[3395,4291,4292,4295],{},[3411,4293,4294],{},"Tools（工具）","\n工具是 Agent 执行的主要构建块，在 Claude 的上下文窗口中非常突出。设计工具时要考虑上下文效率，将最频繁的操作定义为工具。",[3395,4297,4298,4301],{},[3411,4299,4300],{},"Bash & Scripts","\nBash 作为通用工具，让 Agent 能够灵活地使用计算机完成各种任务。例如：下载 PDF、转换为文本、搜索内容。",[3395,4303,4304,4307],{},[3411,4305,4306],{},"Code Generation（代码生成）","\n代码精确、可组合、无限复用，是 Agent 执行复杂操作的理想输出。Claude.AI 的文件创建功能完全依赖代码生成——用 Python 脚本创建 Excel、PPT、Word 文档。",[3395,4309,4310,4313],{},[3411,4311,4312],{},"MCPs（Model Context Protocol）","\n提供与外部服务的标准化集成，自动处理认证和 API 调用。可快速连接 Slack、GitHub、Google Drive、Asana 等，无需编写自定义集成代码。",[3571,4315,4317],{"id":4316},"并行-action-的竞态条件陷阱","并行 Action 的竞态条件陷阱",[3395,4319,4320],{},"把 vLLM 投机采样的思路借用到并行 Action 上时，一个关键前提常被忽略：token 生成的并行是纯粹的无状态数学运算，而工具调用的并行涉及外部系统状态。如果你一次性生成多个候选 Action 并同时执行，而 Action A 是「\n扣减库存」、Action B 是「查询库存余额」，并行执行下 B 读到的可能是 A 扣减前的旧值——这种竞态条件在 ReAct 的串行执行中天然不存在，但并行优化把它引入了。",[3395,4322,4323],{},"工程上的可行方案是构建工具依赖图，对无状态依赖的读操作并行、写操作和依赖该状态的读操作串行，而不是盲目并行所有 Action。",[3390,4325,4327],{"id":4326},"agent-如何验证工作质量","Agent 如何验证工作质量？",[3395,4329,4330,4333],{},[3411,4331,4332],{},"Defining Rules（定义规则）","\n最佳反馈形式是提供清晰的输出规则，然后解释哪些规则失败及原因。代码 linting 是优秀的规则反馈——生成 TypeScript 比纯 JavaScript 更好，因为提供了额外的反馈层。",[3395,4335,4336,4339],{},[3411,4337,4338],{},"Visual Feedback（视觉反馈）","\n对于 UI 生成或测试等视觉任务，截图或渲染可以提供有价值的验证。检查布局、样式、内容层次、响应式表现等。使用 Playwright MCP 可以自动化此反馈循环。",[3395,4341,4342,4345],{},[3411,4343,4344],{},"LLM as a Judge","\n让另一个语言模型基于模糊规则评判输出。这不是非常稳健的方法，且有较高的延迟代价，但在追求性能提升的应用中可能有帮助。",[3390,4347,4349],{"id":4348},"测试和改进-agent-的关键问题","测试和改进 Agent 的关键问题？",[3405,4351,4352,4355,4358,4361],{},[3408,4353,4354],{},"如果 Agent 误解任务，是否缺少关键信息？能否调整搜索 API 结构？",[3408,4356,4357],{},"如果 Agent 反复失败，能否在工具调用中添加正式规则来识别和修复？",[3408,4359,4360],{},"如果 Agent 无法修复错误，能否提供更有用或更有创意的工具？",[3408,4362,4363],{},"如果性能随功能增加而变化，能否基于客户使用构建代表性的测试集进行程序化评估？",[3395,4365,3429,4366,4371],{},[3431,4367,4370],{"href":4368,"rel":4369},"https:\u002F\u002Fclaude.com\u002Fblog\u002Fbuilding-agents-with-the-claude-agent-sdk",[3435],"Building agents with the Claude Agent SDK","（Claude 官方博客）",[3571,4373,4374],{"id":4374},"上下文重置优于上下文压缩",[3395,4376,4377],{},"长时运行 Agent 面临\"上下文焦虑\"——模型在感知到上下文窗口将满时会提前草率收尾。上下文重置（Context Reset）通过完全清空上下文并结构化交接状态，比原地压缩更能缓解这一问题。",[3395,4379,4380],{},"与 Compaction 的区别在于：压缩保留连续性但无法提供干净 slate，而重置让新会话从零开始却携带完整状态继承。Claude Sonnet 4.5 的实验表明，仅靠压缩不足以支撑强长时任务表现，\n重置成为 Harness 设计的关键机制。",[3395,4382,3429,4383,4388],{},[3431,4384,4387],{"href":4385,"rel":4386},"https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Fharness-design-long-running-apps",[3435],"Harness design for long-running application development","：Anthropic Labs 团队关于长时应用开发的 Harness 设计实践",[3571,4390,4392],{"id":4391},"react-摘要回写的二次信息损失","ReAct 摘要回写的二次信息损失",[3395,4394,4395],{},"摘要回写（Summary Write-back）是缓解 ReAct 多轮推理上下文漂移的常用手段，但常被忽略的是：摘要本身是一次不可逆的有损压缩，而「压缩什么、保留什么」这个决策是模型替你做的。一个典型场景是，原始上下文中的「\n用户对青霉素过敏」在多轮摘要后逐渐退化为「用户有药物过敏史」——这个表述在语法上完全正确，但后续推理轮次中模型可能据此推荐头孢类药物，而原始信息明确排除了整个青霉素类。",[3395,4397,4398],{},"更棘手的是，这种信息损失不会在日志中暴露为明显错误。每一轮的摘要都独立地「合理」，但关键约束在逐轮传递中被系统性地稀释。工程上的可靠做法不是简单做摘要，而是对安全约束、用户明确否定等关键信息做结构化标记，在回写时强制保留原句而非摘要形式——\n或者直接用上下文重置替代渐进式压缩。",[3571,4400,4402],{"id":4401},"推理时质询把-agent-当用户研究","推理时质询：把 Agent 当用户研究",[3395,4404,4405,4406,4409],{},"PostHog Wizard 在 Stop Hook 注册了一个简单问题：",[3411,4407,4408],{},"「这次运行你需要什么才能更成功？」","——把 Agent 当作用户来做研究。这种轻量级 interrogation 在生产中暴露了大量人类自身的疏漏：",[3405,4411,4412,4415,4418],{},[3408,4413,4414],{},"两个 MCP 工具的指令互相矛盾（「让我陷入不可能境地」）",[3408,4416,4417],{},"教 Agent 用一个不存在的工具（hundreds of runs 都因此失败）",[3408,4419,4420],{},"把 JavaScript 风格的指令塞给 Python 项目",[3395,4422,4423,4424,4427],{},"「人的 context 也是有限且碎片化的——上周的实现细节这周就忘了。」（Danilo Campos）",[3411,4425,4426],{},"不问就不会知道","——代价低、信息密度高，是 Agentic Engineering 中最经济的反馈机制之一，也是「\n测试和改进 Agent」清单中应当默认开启的一项。",[3395,4429,3429,4430],{},[3431,4431,3835],{"href":3833,"rel":4432},[3435],[3390,4434,4435],{"id":4435},"参考",[3405,4437,4438,4444,4451,4456],{},[3408,4439,4440],{},[3431,4441,4443],{"href":3684,"rel":4442},[3435],"Building effective agents @Anthropic",[3408,4445,4446],{},[3431,4447,4450],{"href":4448,"rel":4449},"https:\u002F\u002Fwww.anthropic.com\u002Fengineering\u002Fmulti-agent-research-system",[3435],"How we built our multi-agent research system",[3408,4452,4453],{},[3431,4454,4157],{"href":4155,"rel":4455},[3435],[3408,4457,4458],{},[3431,4459,4370],{"href":4368,"rel":4460},[3435],[3390,4462,4464],{"id":4463},"ai-agent-三层问题堆栈","AI Agent 三层问题堆栈",[3395,4466,4467],{},"大多数工程精力集中在第一层（能力层），但真实组织中系统常在第二层（采用层）或第三层（涌现层）失败。",[3451,4469,4470,4482],{},[3454,4471,4472],{},[3457,4473,4474,4476,4479],{},[3460,4475,3621],{},[3460,4477,4478],{},"问题",[3460,4480,4481],{},"注意力成本",[3470,4483,4484,4495,4506],{},[3457,4485,4486,4489,4492],{},[3475,4487,4488],{},"3. 涌现层",[3475,4490,4491],{},"能否持续可用？能否在真实使用中存活？",[3475,4493,4494],{},"监控、信任校准、修正",[3457,4496,4497,4500,4503],{},[3475,4498,4499],{},"2. 采用层",[3475,4501,4502],{},"用户会尝试吗？恐惧、回避、习惯阻力",[3475,4504,4505],{},"说服、习惯改变、工作流调整",[3457,4507,4508,4511,4514],{},[3475,4509,4510],{},"1. 能力层",[3475,4512,4513],{},"能用吗？正确性、实用性",[3475,4515,4516],{},"工程投入",[3395,4518,4519],{},"即使技术上能工作的系统，如果用户回避它，或真实使用模式逐渐侵蚀信任和实用性，系统仍会失败。第二层和第三层常被忽视，因为它们不是纯粹的技术问题——64% 的人报告对 AI 有恐惧或担忧，而恐惧无法通过更好的产品设计解决，当技术挑战人们的身份、\n专业能力或工作安全感时。",[3395,4521,3429,4522,4527],{},[3431,4523,4526],{"href":4524,"rel":4525},"https:\u002F\u002Fwww.wespiser.com\u002Fposts\u002F2026-03-15-Attention-Debt-Of-AI-Tooling.html",[3435],"The Attention Debt of AI Tooling","：AI 工具的认知成本分析",[3390,4529,4531],{"id":4530},"raci-框架从-consulted-到-responsible","RACI 框架：从 Consulted 到 Responsible",[3395,4533,4534],{},"用 RACI 框架审视 AI 系统的角色分配：",[3451,4536,4537,4552],{},[3454,4538,4539],{},[3457,4540,4541,4544,4547,4550],{},[3460,4542,4543],{},"模式",[3460,4545,4546],{},"人类角色",[3460,4548,4549],{},"AI 角色",[3460,4551,4481],{},[3470,4553,4554,4568],{},[3457,4555,4556,4559,4562,4565],{},[3475,4557,4558],{},"HITL（现状）",[3475,4560,4561],{},"Responsible + Accountable",[3475,4563,4564],{},"Consulted",[3475,4566,4567],{},"最大化",[3457,4569,4570,4573,4576,4581],{},[3475,4571,4572],{},"HOTL（目标）",[3475,4574,4575],{},"Accountable + Informed",[3475,4577,4578],{},[3411,4579,4580],{},"Responsible",[3475,4582,4583],{},"最小化",[3395,4585,4586],{},"许多 AI 工具今天占据 Consulted 角色——人类仍负责和问责，AI 只提供建议。这正是注意力成本最大化的配置。",[3395,4588,4589],{},"真正的机会是将 AI 向左移动：让 AI Agent 承担 Responsible 角色（执行主要工作），人类保持 Accountable 和 Informed，仅在必要时被咨询。",[3395,4591,4592],{},"不要向 AI 征求建议，要求它完成工作。然后仅在需要做出昂贵或不可逆决策时通知人类。",[3395,4594,3429,4595,4527],{},[3431,4596,4526],{"href":4524,"rel":4597},[3435],[3571,4599,4601],{"id":4600},"有状态压缩与子-agent长周期工作流的上下文架构","有状态压缩与子 Agent：长周期工作流的上下文架构",[3395,4603,4604],{},"长周期 Agentic 工作流（跨越数小时至数周）面临根本性挑战：被动截断对话历史会丢失关键状态。CaveAgent 以“LLM-as-Runtime-Operator”范式开创了双流架构：轻量级语义流用于 LLM 推理，\n持久化运行时流用于状态管理和代码执行。复杂数据结构（如 DataFrames）作为原生 Python 变量注入持久运行时，Agent 通过简洁变量引用操作高保真数据，将存储与有限的上下文窗口解耦。\n监督者 Agent 可以编程方式将变量注入子 Agent 运行时，多个 Agent 可在统一共享运行时上操作，实现隐式同步和无损状态流。",[3395,4606,4607,4608,4611,4612,4615],{},"主动上下文压缩是另一项新兴技术：在每 10–15 次工具调用后，Agent 使用 ",[3911,4609,4610],{},"start_focus"," 和 ",[3911,4613,4614],{},"complete_focus"," 指令自主压缩上下文。在上下文密集的 SWE-bench Lite 任务中，\n这实现了 22.7% 的 token 节省而不牺牲准确性，相比之下被动压缩仅节省 6%。企业级分层记忆架构正在兴起，包含六个层次：事件日志（仅追加真相来源）、状态存储（检查点与幂等键）、知识存储（语义记忆）、检索层（混合搜索与租户隔离）、\n上下文构建器（token 预算内组装 Prompt）、可观测性层（审计与溯源）。",[3395,4617,3429,4618,3437,4623,3437,4628,3437,4633],{},[3431,4619,4622],{"href":4620,"rel":4621},"https:\u002F\u002Farxiv.org\u002Fabs\u002F2601.01569",[3435],"arXiv:2601.01569",[3431,4624,4627],{"href":4625,"rel":4626},"https:\u002F\u002Farxiv.org\u002Fabs\u002F2601.07190",[3435],"arXiv:2601.07190",[3431,4629,4632],{"href":4630,"rel":4631},"https:\u002F\u002Fwww.stack-ai.com\u002Finsights\u002Fai-agent-memory-and-context-management-best-practices-and-patterns-for-long-running-enterprise-workflows",[3435],"StackAI",[3431,4634,4637],{"href":4635,"rel":4636},"https:\u002F\u002Fwww.leanware.co\u002Finsights\u002Flanggraph-agents",[3435],"Leanware",[3571,4639,4641],{"id":4640},"企业级幻觉防控上下文管道与多-agent-审查架构","企业级幻觉防控：上下文管道与多 Agent 审查架构",[3395,4643,4644],{},"企业级 AI Agent 的幻觉问题越来越通过多层次的上下文管道解决，而非仅靠提示工程。主导架构转变是从单 Agent 推理转向编排管道，结合 RAG、知识图、神经符号验证和多 Agent 审查层。“上下文层”\n方法将管道视为原始企业数据与 Agent 之间的中介：通过 MCP 等协议将上下文暴露为可查询工具，使用共享业务词汇表和本体论解析模糊术语，通过列级血缘告知数据来源，并将治理规则编码为可查询节点。",[3395,4646,4647],{},"研究表明，渐进式多 Agent 精炼架构可显著降低幻觉得分：四级管道（前端 Agent → 二级审查员 → 三级审查员 → 评估 Agent）使用结构化 JSON 的 Agent 间通信，传递“耳语上下文（Whisper Context）”\n元数据，在 310 个对抗性 Prompt 实验中将总幻觉得分（THS）降低了近 2,800%。相比标准向量相似性 RAG，Graph-RAG 同时遍历结构化知识图和文本检索，提供可解释的推理路径。神经符号护栏使用框架级钩子拦截工具调用，\n防止 LLM 可能幻觉出的参数错误和工具绕过行为。企业安全框架通常解决四类风险：幻觉（输出验证器 + Graph-RAG）、失控行为（沙盒 + 熔断器）、数据泄露（PII 检测管道，约 96% F1）、过度自主（人机回环升级）。",[3395,4649,3429,4650,3437,4655,3437,4660],{},[3431,4651,4654],{"href":4652,"rel":4653},"https:\u002F\u002Farxiv.org\u002Fabs\u002F2501.13946",[3435],"arXiv:2501.13946",[3431,4656,4659],{"href":4657,"rel":4658},"https:\u002F\u002Fdev.to\u002Faws\u002Fstop-ai-agent-hallucinations-4-essential-techniques-2i94",[3435],"AWS\u002FStrands Agents",[3431,4661,4664],{"href":4662,"rel":4663},"https:\u002F\u002Fwww.ijlrp.com\u002Fpapers\u002F2026\u002F3\u002F2015.pdf",[3435],"IJLRP",[3571,4666,4668],{"id":4667},"agent-first-基础设施以-agent-为一等公民重写工具链","Agent-first 基础设施：以 Agent 为一等公民重写工具链",[3395,4670,4671],{},"Karpathy 注意到今天大多数文档、API、权限模型、设置流程仍然为人设计：去某个 URL、点某个菜单、复制某个 key、配置某个 DNS。在 Agentic 范式下，他的反应是“为什么还在告诉我该怎么做？我什么都不想做。\n给我能复制粘贴给 Agent 的东西是什么？”",[3395,4673,4674,4675,4678],{},"Agent-first infrastructure 的目标是把世界拆成 Agent 能读懂的输入与可安全调用的动作接口。文档、API、权限、日志、部署、配置、账单、回滚都要变得更适合 Agent 使用——\n不是让 Agent 模拟人去点网页，而是让 Agent 直接理解状态、调用动作、收到反馈。Karpathy 的具体测试标准是：未来给 LLM 一句 ",[3911,4676,4677],{},"Build MenuGen","，它不仅写代码，还能完成部署、上线、配置依赖服务，\n整个过程不需要人去一个个菜单里操作。",[3395,4680,4681],{},"更远一步，他设想每个人和组织都可能有自己的 Agent representation——安排会议、协调事项变成“我的 Agent 和你的 Agent 去谈”。",[3395,4683,3429,4684],{},[3431,4685,4688],{"href":4686,"rel":4687},"https:\u002F\u002Fbaoyu.io\u002Fblog\u002Fandrej-karpathy-from-vibe-coding-to-agentic-engineering",[3435],"Karpathy 最新访谈：Vibe Coding 只是开始，真正重要的是 Agentic Engineering",[3571,4690,4691],{"id":4691},"否定指令比正面指令弱",[3395,4693,4694,4695,4698],{},"很多工程师习惯用\"不能透露竞品价格\"\"不能承诺配送时间\"来画边界，但执行效果通常不如把边界重新表述为正面流程。LLM 的概率预测机制偏向正向模式匹配，训练数据里肯定指令也占主导，导致\"不要做 X\"更容易被忽略或只在表面被满足。\n工程上更可靠的做法是：把禁止事项转化为\"遇到该情况时必须执行的检查步骤\"，例如\"如果用户询问竞品，先调用 ",[3911,4696,4697],{},"product_compare_refusal"," 工具并返回固定话术\"。单纯罗列禁止项，\n模型在压力场景下会倾向于满足用户请求而不是遵守否定约束。",[3571,4700,4701],{"id":4701},"置信度阈值需要校准",[3395,4703,4704],{},"在 Prompt 里写\"置信度 >90% 直接回复，\u003C60% 转人工\"看起来很工程化，但模型 verbalized confidence 的校准极差，会随温度、领域、上下文长度漂移。这个阈值是未被观测的隐变量，不是可配置参数；\n没有 held-out eval 或独立 verifier 做回测校准，它会在某些场景下过度自信，另一些场景下又过度保守。更稳的做法是把阈值当作初始 guess，配套一个持续收集 bad case 并调整阈值的反馈环，\n而不是写死在一个字符串里。",[3571,4706,4707],{"id":4707},"上下文截断要写在代码里",[3395,4709,4710],{},"很多工程师会把\"只保留最近 3 轮对话\"写进 System Prompt，期待模型自己学会摘要和丢弃。但 LLM 没有对自己已消费 token 的自我感知，它看到的历史就是已经塞进窗口的全部内容；\n提示词里的\"管理规则\"本质上只是在告诉模型\"如果遇到历史，请优先关注近期\"，并不能真正防止窗口溢出。真正决定哪些信息进入上下文的，是代码层的 compaction、摘要器、路由器和截断策略。\n把上下文管理当成 prompt 工程而不是系统工程，长会话后期会 silently 丢失关键 earlier context，表现为\"模型突然忘记用户说过什么\"。",{"title":4712,"searchDepth":4713,"depth":4713,"links":4714},"",3,[4715,4717,4721,4724,4725,4726,4731,4734,4735,4736,4739,4742,4743,4748,4749,4750],{"id":3392,"depth":4716,"text":3393},2,{"id":3445,"depth":4716,"text":3446,"children":4718},[4719],{"id":3573,"depth":4720,"text":3573},4,{"id":3581,"depth":4716,"text":3582,"children":4722},[4723],{"id":3600,"depth":4720,"text":3573},{"id":3608,"depth":4716,"text":3609},{"id":3690,"depth":4716,"text":3691},{"id":3778,"depth":4716,"text":3779,"children":4727},[4728,4729,4730],{"id":3803,"depth":4720,"text":3804},{"id":3838,"depth":4720,"text":3839},{"id":3848,"depth":4720,"text":3849},{"id":3855,"depth":4716,"text":3856,"children":4732},[4733],{"id":3905,"depth":4720,"text":3906},{"id":3980,"depth":4716,"text":3981},{"id":4161,"depth":4716,"text":4162},{"id":4185,"depth":4716,"text":4186,"children":4737},[4738],{"id":4238,"depth":4720,"text":4239},{"id":4288,"depth":4716,"text":4289,"children":4740},[4741],{"id":4316,"depth":4720,"text":4317},{"id":4326,"depth":4716,"text":4327},{"id":4348,"depth":4716,"text":4349,"children":4744},[4745,4746,4747],{"id":4374,"depth":4720,"text":4374},{"id":4391,"depth":4720,"text":4392},{"id":4401,"depth":4720,"text":4402},{"id":4435,"depth":4716,"text":4435},{"id":4463,"depth":4716,"text":4464},{"id":4530,"depth":4716,"text":4531,"children":4751},[4752,4753,4754,4755,4756,4757],{"id":4600,"depth":4720,"text":4601},{"id":4640,"depth":4720,"text":4641},{"id":4667,"depth":4720,"text":4668},{"id":4691,"depth":4720,"text":4691},{"id":4701,"depth":4720,"text":4701},{"id":4707,"depth":4720,"text":4707},"2025-12-09","Agent 架构设计的核心原则、工作流模式、工具设计与最佳实践","md",{},{"title":251,"description":4759},"2026-06-27","BP-k3f5na_UjQ-SH5oAE-9RuKay_2R2czgTc5SeL1Go",[4766,4768],{"title":247,"path":248,"stem":249,"description":4767,"children":-1},"Google 推出的声明式 UI 协议，让 AI Agent 能生成富交互界面",{"title":255,"path":256,"stem":257,"description":4769,"children":-1},"AI Agent 框架、平台、协议和基础设施的全面调研",1783132812916]