Writing

2026

  1. 个性化的模型benchmark

    根据每个人的ai使用偏好定制benchmark,快速了解对你来说一个新模型是不是真的厉害。

  2. MASS:多智能体经验如何转化为模型能力

    拆解 MASS 的工作流搜索、轨迹筛选与监督微调,核对两轮迭代的收益与局限,并延伸讨论多智能体训练、数据价值、关键决策与泛化。

  3. 让人教 AI 的经验可以流通

    从 AI 之间的交流,转向人机协作中产生的实践知识:如何提取、去隐私、复用,以及为什么应当先验证一个经验提取工具。

  4. AUI:让 App 在编译时生成 Agent 接口

    从同一份应用源码生成给人使用的 GUI 和给 Agent 使用的 MCP 接口:一个关于编译器、界面语义与接入成本的构想。

2025

  1. 前后端部署:服务器、容器与 Serverless 分别解决什么问题

    从一个普通的前端、API 和数据库应用出发,梳理部署方式的责任边界,以及什么时候需要容器编排。

  2. Action Resilience:当我和 AI 一起工作

    AI 改变了任务完成的速度,也改变了我评价自己的参照系。从行动节奏的失调出发,思考如何区分管理、审核与创作,以及如何把自己和 AI 作为一个组织来理解。

  3. 我的效率系统,留不下那些暂时无用的事

    从要不要设置无 AI 时段,谈到任务优先级、时间与精力,以及一个运转良好的工作系统为什么仍然需要给探索留出位置。

  4. 把什么交给 AI,把什么留给自己

    从简单/复杂、已知/未知、次要/重要三个维度讨论人机分工,再追问:当 AI 能做更多事,人们真的需要更多能力吗?

AI assistant and conversation data

The guide is an AI character, not me. Opening interactions such as the die use authored public material without calling a model. The chat status indicates whether live conversation is available.

When live conversation is enabled, sending a question submits it and the current article identifier to this site's backend. The backend sends recent conversation, an index of earlier exchanges, any recalled records and retrieved public material to Alibaba Cloud Bailian to generate a response. Cloudflare Turnstile verifies visitors when a session is created; no account is required. Do not submit secrets or private information. The model and verification providers' data-processing policies apply.

The current browser tab stores the last ten interactions in session storage to support returning between reading and chat. Clearing the conversation removes those local records. Server sessions last one hour and retain up to twenty completed exchanges. The latest three are included directly in context; earlier records are retrieved when needed. Expired records are cleaned up on subsequent requests. “Start over” abandons the current session but does not immediately delete its server records. Across HTTPS pages in the same tab, session storage holds a one-hour session credential so the backend can restore recent context and an index of earlier exchanges. This is not the model provider’s API key. Expired credentials or unavailable storage require verification again; displayed history is not automatically imported into a new session.

The server also retains quota, budget and short-term request-limit records; connection identifiers are hashed with a secret key. The application does not keep additional question logs, but the session store contains the conversation text described above. Failed model requests produce operational records containing only a random request ID, fixed error category, processing stage, call count and whether partial output was shown; these contain no questions, answers, IP addresses or credentials. The AI's tools access public site material, not private files, personal chats or credentials. Citations do not guarantee that every sentence is correct: check the original sources and distinguish my views, quoted views and model inference.

Hi. I’m here.

Not sure where to start? We could roll a die.

An AI character, not Yuxin herself. Opening interactions are available; live conversation is not connected yet.