记录一些值得停留的瞬间。代码、远行，以及日常的缝隙。https://blog.blankhoney.xyz/zh-CNhttps://blog.blankhoney.xyz/blog/talk-infinite-mind/https://blog.blankhoney.xyz/blog/talk-infinite-mind/一场关于把 AI 用到极致的分享：自测、分层组织和三招。Tue, 20 Oct 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/lab-2026-09-14-prompts-and-original-results/https://blog.blankhoney.xyz/blog/lab-2026-09-14-prompts-and-original-results/从体素场景到航海和太空游戏，查看题目来源、模型条件与可下载的原始工程。Mon, 14 Sep 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/notes-2026-07-09-agent-evals/https://blog.blankhoney.xyz/blog/notes-2026-07-09-agent-evals/把 task、trial、transcript、outcome 分开看，并分清 pass@k 和 pass^k。Mon, 14 Sep 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/notes-2026-07-09-agent-workflow/https://blog.blankhoney.xyz/blog/notes-2026-07-09-agent-workflow/长任务最怕人在忙、事没动：写清结束条件，交接留下事实，检查要能指导下一步。Mon, 14 Sep 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/notes-2026-07-09-architecture-spec/https://blog.blankhoney.xyz/blog/notes-2026-07-09-architecture-spec/C4 每层画给谁看，图怎样离开讲解也能读懂，Spec 写到能验收为止。Mon, 14 Sep 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/notes-2026-07-09-attention/https://blog.blankhoney.xyz/blog/notes-2026-07-09-attention/半页手写便笺：RNN 为什么难并行，解码器为什么要挡住未来位置。Mon, 14 Sep 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/notes-2026-07-09-harness-sia/https://blog.blankhoney.xyz/blog/notes-2026-07-09-harness-sia/把改 harness 和改权重分开记：完整轨迹定位该改哪里，分数越好看越要回查。Mon, 14 Sep 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/notes-2026-07-09-legacy-migration/https://blog.blankhoney.xyz/blog/notes-2026-07-09-legacy-migration/先查清哪些行为还有人用，再用垂直切片和并行变更迁移；退役时引用与使用一起看。Mon, 14 Sep 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/notes-2026-07-09-observability/https://blog.blankhoney.xyz/blog/notes-2026-07-09-observability/先分清图上的箭头：三种信号、Trace 与 Span、选型条件，以及告警响了之后做什么。Mon, 14 Sep 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/notes-2026-07-09-overview/https://blog.blankhoney.xyz/blog/notes-2026-07-09-overview/七到九月十七张手写笔记的索引：架构、Agent、测试与写作，按阅读顺序排好。Mon, 14 Sep 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/notes-2026-07-09-playwright-testing/https://blog.blankhoney.xyz/blog/notes-2026-07-09-playwright-testing/录制只记下点了哪里；断言、语义定位、数据前提和可信的 CI 才让它变成测试。Mon, 14 Sep 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/notes-2026-07-09-prompt-context/https://blog.blankhoney.xyz/blog/notes-2026-07-09-prompt-context/提示词说清要什么，上下文给对材料；JSON 要逐层验证，冲突、污染、过期分开修。Mon, 14 Sep 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/notes-2026-07-09-writing-attention/https://blog.blankhoney.xyz/blog/notes-2026-07-09-writing-attention/一段只做一件事，图先定范围，初稿自己写，下一步写到现在就能动手。Mon, 14 Sep 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/ai-reader-2026-06-02-from-rss-list-to-research-workbench/https://blog.blankhoney.xyz/blog/ai-reader-2026-06-02-from-rss-list-to-research-workbench/新到、候选与项目各管一件事，已读不必等于离开工作台。Tue, 02 Jun 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/ai-reader-2026-05-28-event-driven-scoring-service/https://blog.blankhoney.xyz/blog/ai-reader-2026-05-28-event-driven-scoring-service/一次评分失败怎样写进数据库、被缓存固化，又怎样被误当成正常分数。Thu, 28 May 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/ai-reader-2026-05-20-feed-quality-governance/https://blog.blankhoney.xyz/blog/ai-reader-2026-05-20-feed-quality-governance/来源质量分怎么算、低于哪条线降档、隐藏来源后列表怎么补页。Wed, 20 May 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/ai-reader-2026-05-15-productization-and-cicd/https://blog.blankhoney.xyz/blog/ai-reader-2026-05-15-productization-and-cicd/从 pre 到 AgentMarkdown，补上阅读页真正用得到的排版。Fri, 15 May 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/ai-reader-2026-05-13-ai-reader-workbench/https://blog.blankhoney.xyz/blog/ai-reader-2026-05-13-ai-reader-workbench/工作台空列表的一次排查，以及服务端取数为什么改成直接调用。Wed, 13 May 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/ai-reader-2026-05-11-vps-infra-start/https://blog.blankhoney.xyz/blog/ai-reader-2026-05-11-vps-infra-start/一个 DOMAIN 要经过两次展开才到 Caddy：宿主机上一次，容器里一次。沿两次提交拆开看，顺带讲怎么验证。Mon, 11 May 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2026-05-06-heuristic-learning-beyond-gradients/https://blog.blankhoney.xyz/blog/paper-2026-05-06-heuristic-learning-beyond-gradients/Learning Beyond Gradients 的 Breakout 记录：先打破循环，再让扰动及时收手。Wed, 06 May 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/medi-ac-2026-04-28-bugs-and-teaching-ready/https://blog.blankhoney.xyz/blog/medi-ac-2026-04-28-bugs-and-teaching-ready/重复气泡不该按文字去重：临时文本和正式消息怎么交接，异常路径怎么逐条查。Tue, 28 Apr 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2026-04-22-memory-survey-from-storage-to-experience/https://blog.blankhoney.xyz/blog/paper-2026-04-22-memory-survey-from-storage-to-experience/一次日期解析错误，读 From Storage to Experience：经验要写到不害下一份文件。Wed, 22 Apr 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/ai-reader-2026-04-19-technical-choices/https://blog.blankhoney.xyz/blog/ai-reader-2026-04-19-technical-choices/Miniflux 继续抓取与管理订阅，新增的评分和项目状态由工作台自己保存。Sun, 19 Apr 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/medi-ac-2026-04-16-async-ab-decouple/https://blog.blankhoney.xyz/blog/medi-ac-2026-04-16-async-ab-decouple/报告改成后台任务后，快照读的是哪一轮、进程内任务的边界、前端为何还在等。Thu, 16 Apr 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/medi-ac-2026-04-09-multiturn-and-streaming/https://blog.blankhoney.xyz/blog/medi-ac-2026-04-09-multiturn-and-streaming/用 fetch 读 POST 的 SSE，要自己接手重连、解码和完成确认；最后一个字出来，done 还没到。Thu, 09 Apr 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/ai-reader-2026-04-07-not-lack-of-information/https://blog.blankhoney.xyz/blog/ai-reader-2026-04-07-not-lack-of-information/AI Reader 的起点：订阅已经收得够多，想把每天挑选和阅读接在一起。Tue, 07 Apr 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/medi-ac-2026-04-01-observability-and-tests/https://blog.blankhoney.xyz/blog/medi-ac-2026-04-01-observability-and-tests/回答偏题时按 query、召回、prompt 往回查；trace 缺席、字段测试和冒烟检查各管哪一层。Wed, 01 Apr 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2026-04-01-aflow-workflow-search/https://blog.blankhoney.xyz/blog/paper-2026-04-01-aflow-workflow-search/沿 AFlow 搜出的 MBPP 工作流走一遍：修复稿直接返回，没有再测。Wed, 01 Apr 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/medi-ac-2026-03-26-minimal-frontend/https://blog.blankhoney.xyz/blog/medi-ac-2026-03-26-minimal-frontend/追问在左、报告在右，一个文件看清整条请求；session_id 只接对话，不当凭据。Thu, 26 Mar 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2026-03-18-adas-meta-agent-search/https://blog.blankhoney.xyz/blog/paper-2026-03-18-adas-meta-agent-search/拆一份 ADAS 搜出的候选程序：Verifier 的结论，其实没人用。Wed, 18 Mar 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/medi-ac-2026-03-17-b-line-judge-loop/https://blog.blankhoney.xyz/blog/medi-ac-2026-03-17-b-line-judge-loop/judge 只看草稿不看证据，新查的资料又被截在上下文之外：B 线循环的两个漏洞。Tue, 17 Mar 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/medi-ac-2026-03-13-langgraph-dual-flow/https://blog.blankhoney.xyz/blog/medi-ac-2026-03-13-langgraph-dual-flow/共享召回后两条线并发，A 写完仍要等 B：等待落在 gather，也落在图的 super-step 语义里。Fri, 13 Mar 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/medi-ac-2026-03-05-adapters-layer/https://blog.blankhoney.xyz/blog/medi-ac-2026-03-05-adapters-layer/两个薄 adapter 让 judge 的坏格式能离线测；not-json 只是解析失败的一种，回退之外还有三条路。Thu, 05 Mar 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2026-03-04-mem0-production-memory/https://blog.blankhoney.xyz/blog/paper-2026-03-04-mem0-production-memory/板球和披萨两个例子看 Mem0 写入前怎么分新增、补充和冲突，以及它后来为什么只加不改。Wed, 04 Mar 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/medi-ac-2026-03-01-retrieval-hot-switch/https://blog.blankhoney.xyz/blog/medi-ac-2026-03-01-retrieval-hot-switch/hybrid 和图检索按模式各跑一次：RRF 的 60 从哪来，中文分词缺在哪，图侧离 GraphRAG 还差几步。Sun, 01 Mar 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/medi-ac-2026-02-23-ingest-pipeline/https://blog.blankhoney.xyz/blog/medi-ac-2026-02-23-ingest-pipeline/一条 Markdown 横线单独成了 chunk：切块规则漏了什么，入库后该看哪里。Mon, 23 Feb 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2026-02-18-agent-memory-survey-2024/https://blog.blankhoney.xyz/blog/paper-2026-02-18-agent-memory-survey-2024/用综述自带的电影推荐例子，分清这次取到的片单和以前留下的偏好。Wed, 18 Feb 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/medi-ac-2026-02-17-four-containers/https://blog.blankhoney.xyz/blog/medi-ac-2026-02-17-four-containers/四个容器都 running 了，API 连得上吗？一个只查连通性的 ready 接口，和三个数据库各自的就绪问法。Tue, 17 Feb 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/reading-2026-02-14-brain-exercise/https://blog.blankhoney.xyz/blog/reading-2026-02-14-brain-exercise/汉森反复劝人运动；书里最硬的研究后来怎样了，反复劝说又有没有用。Sat, 14 Feb 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/medi-ac-2026-02-08-why-dual-track/https://blog.blankhoney.xyz/blog/medi-ac-2026-02-08-why-dual-track/问诊教学 demo 的第一天：先追问一句再写报告，拆成 A、B 两条线，服务先不拆。Sun, 08 Feb 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2026-02-04-tau-bench-tool-agent-user/https://blog.blankhoney.xyz/blog/paper-2026-02-04-tau-bench-tool-agent-user/同一份结果，问“至少成功一次”是 100%，问“每次都成功”只剩 50%；以及模拟用户本身有多不稳。Wed, 04 Feb 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/reading-2026-02-01-asking-right-questions/https://blog.blankhoney.xyz/blog/reading-2026-02-01-asking-right-questions/它教的是读一段论述时该问什么；拆解论证教得很细，落点却不在挑错。Sun, 01 Feb 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2026-01-21-lats-search-agent/https://blog.blankhoney.xyz/blog/paper-2026-01-21-lats-search-agent/LATS 的 value 进选路公式前被多除了一次；这个写法在官方仓库没修，还被搬进了 LangGraph 教程。Wed, 21 Jan 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/reading-2026-01-17-justice-in-circles/https://blog.blankhoney.xyz/blog/reading-2026-01-17-justice-in-circles/罗翔谈辩护和限制惩罚最有说服力；劝人自省的篇章连读太多，分歧还得落到条文上。Sat, 17 Jan 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2026-01-07-llmcompiler-parallel-tools/https://blog.blankhoney.xyz/blog/paper-2026-01-07-llmcompiler-parallel-tools/用官方海沟示例画出依赖：规划和调度各省掉哪一段等待。Wed, 07 Jan 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/reading-2026-01-04-hungry-brain/https://blog.blankhoney.xyz/blog/reading-2026-01-04-hungry-brain/吃饱了还想吃、减下来又反弹，这本书把原因讲成了可以被检验的机制。Sun, 04 Jan 2026 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2025-12-24-voyager-skill-library/https://blog.blankhoney.xyz/blog/paper-2025-12-24-voyager-skill-library/拆开 Voyager 技能库里的铁镐程序：存下代码之后，复用还差哪些前提。Wed, 24 Dec 2025 00:00:00 GMThttps://blog.blankhoney.xyz/blog/reading-2025-12-21-cognitive-awakening/https://blog.blankhoney.xyz/blog/reading-2025-12-21-cognitive-awakening/学习建议可以挑着用，至于“觉醒”，我觉得这个许诺实在有点大。Sun, 21 Dec 2025 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2025-12-10-memgpt-os-memory/https://blog.blankhoney.xyz/blog/paper-2025-12-10-memgpt-os-memory/从嵌套键值任务看 MemGPT：数据查得到，模型却可能停得太早。Wed, 10 Dec 2025 00:00:00 GMThttps://blog.blankhoney.xyz/blog/reading-2025-12-09-maybe-you-should-talk/https://blog.blankhoney.xyz/blog/reading-2025-12-09-maybe-you-should-talk/约翰让人不耐烦，朱莉的故事又很难轻轻带过。喜欢洛莉愿意花时间慢慢写出他们的样子。Tue, 09 Dec 2025 00:00:00 GMThttps://blog.blankhoney.xyz/blog/reading-2025-11-29-die-on-mars/https://blog.blankhoney.xyz/blog/reading-2025-11-29-die-on-mars/喜欢这两人一猫的相处，也对故事最后的解围有点不甘心。含结局讨论。Sat, 29 Nov 2025 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2025-11-26-memorybank-long-term-memory/https://blog.blankhoney.xyz/blog/paper-2025-11-26-memorybank-long-term-memory/同样叫记忆强度，论文公式里越强越难忘，代码里却越强忘得越快。Wed, 26 Nov 2025 00:00:00 GMThttps://blog.blankhoney.xyz/blog/reading-2025-11-16-chip-history/https://blog.blankhoney.xyz/blog/reading-2025-11-16-chip-history/喜欢它把技术讲回到人和实验里，也不太买账从成功故事里归纳创新法则的冲动。Sun, 16 Nov 2025 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2025-11-12-generative-agents-smallville/https://blog.blankhoney.xyz/blog/paper-2025-11-12-generative-agents-smallville/12 人受邀、5 人到场：知道、想去和真去之间，差的是哪一环。Wed, 12 Nov 2025 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2025-10-29-graphrag-global-sensemaking/https://blog.blankhoney.xyz/blog/paper-2025-10-29-graphrag-global-sensemaking/从报告编号回查原文要走五步；再看 GraphRAG 的胜率口径、省下的 token 和提前付的索引账。Wed, 29 Oct 2025 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2025-10-15-rag-survey-2023/https://blog.blankhoney.xyz/blog/paper-2025-10-15-rag-survey-2023/一条报销规定可能死在切块、重排或过期版本上：对照综述和后来的工具，逐步排查。Wed, 15 Oct 2025 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2025-10-01-hyde-hypothetical-document/https://blog.blankhoney.xyz/blog/paper-2025-10-01-hyde-hypothetical-document/假想文档只管拿什么去查：HyDE 的完整成绩单、失败案例，以及后来的复测为什么不太乐观。Wed, 01 Oct 2025 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2025-09-17-rewoo-planner-worker-solver/https://blog.blankhoney.xyz/blog/paper-2025-09-17-rewoo-planner-worker-solver/跟着买鸟题看Wed, 17 Sep 2025 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2025-09-03-toolformer-tool-use/https://blog.blankhoney.xyz/blog/paper-2025-09-03-toolformer-tool-use/调用成功不够，返回得让后文更好预测：Toolformer 的筛选阈值、数据量和它后来的样子。Wed, 03 Sep 2025 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2025-08-20-tree-of-thoughts-search/https://blog.blankhoney.xyz/blog/paper-2025-08-20-tree-of-thoughts-search/先定义中间状态，再生成、评价、选择，一棵搜索树要的就是这几步。Wed, 20 Aug 2025 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2025-08-06-self-consistency-vote/https://blog.blankhoney.xyz/blog/paper-2025-08-06-self-consistency-vote/采样、答案归一、多数票各管一段；票数多不等于答案对。Wed, 06 Aug 2025 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2025-07-23-cot-step-by-step-prompting/https://blog.blankhoney.xyz/blog/paper-2025-07-23-cot-step-by-step-prompting/从带步骤的示例开始，看收益在哪、在哪失效，论文里也有答案对、解释写反的题。Wed, 23 Jul 2025 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2025-07-09-reflexion-verbal-rl/https://blog.blankhoney.xyz/blog/paper-2025-07-09-reflexion-verbal-rl/两条官方记录：看反思怎样进入代码，以及一条把错误解释坚持到底的反思。Wed, 09 Jul 2025 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2025-06-18-react-reasoning-acting/https://blog.blankhoney.xyz/blog/paper-2025-06-18-react-reasoning-acting/Thought、Action、Observation 三步一轮，关键是搜索结果真的送回下一轮；附失败分类和后来者怎么改它。Wed, 18 Jun 2025 00:00:00 GMThttps://blog.blankhoney.xyz/blog/paper-2025-06-04-plan-and-solve-prompting/https://blog.blankhoney.xyz/blog/paper-2025-06-04-plan-and-solve-prompting/用原论文的百分比题对照 PS 提示，再看它主要减少了哪类错误。Wed, 04 Jun 2025 00:00:00 GMThttps://blog.blankhoney.xyz/blog/%E6%95%99%E7%A8%8B%EF%BC%88%E4%B8%89%EF%BC%89-%E7%BC%96%E5%86%99%E4%B8%8A%E4%BC%A0%E8%87%AA%E5%B7%B1%E7%9A%84%E5%8D%9A%E5%AE%A2%E6%96%87%E7%AB%A0/https://blog.blankhoney.xyz/blog/%E6%95%99%E7%A8%8B%EF%BC%88%E4%B8%89%EF%BC%89-%E7%BC%96%E5%86%99%E4%B8%8A%E4%BC%A0%E8%87%AA%E5%B7%B1%E7%9A%84%E5%8D%9A%E5%AE%A2%E6%96%87%E7%AB%A0/用 Markdown 写文章，hexo new 建文件，clean、g、d 三条命令发上博客（2022 年旧文，工具和平台以当时版本为准）。Wed, 29 Jun 2022 00:00:00 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