和朋友争论 Mio 该走疗愈树洞还是恋爱模拟,争到最后发现两条路都不对。市场数据说这个品类的用户和角色平均只处 5 到 7 天,差评第一名是失忆。我觉得毛病出在关系是单方面的。这一篇讲 Mio 的新方向,双向奔赴,附一份完整的产品主线 deck。

给盘盘猫做了一次从灵魂到呈现的完整体检，结论挺离谱：最值钱的三样东西——记忆、人格、统一体验——代码全在仓库里，没有一样真的跑在用户面前。这一篇讲免费大模型怎么把「生辰进、报告出」打成白菜价，参天占住的工具位旁边那个没人站的关系位，还有为什么最后选了灵魂先行这条路。附一份完整的产品主线 deck。

当 Agent 理解自己的源代码时，闭环完成了。软件不再是你构建的东西——它开始自己构建自己。

When an agent understands its own source code, the loop closes. Software stops being something you build — it starts building itself.

一个周末，一个非工程师朋友，一台电脑——教他用AI Agent的过程让我看到了Agent革命真正的瓶颈：不是技术，不是成本，而是认知。

A weekend teaching a non-engineer friend to use AI agents revealed the real bottleneck of the agent revolution: not technology, not cost, but cognition.

Agent 时代真正重要的技能不是编码——而是管理 AI。从下好指令到校准信任，这才是和 Agent 协作的真实样貌。

The skill that matters in the agent era isn't coding — it's managing AI. From giving clear instructions to calibrating trust, here's what working with agents actually looks like.

八条实操心得——不需要技术背景——关于如何真正开始用 AI。从花钱用最好的模型，到培养品味作为你的护城河。

Eight practical lessons — none requiring a technical background — on how to actually start working with AI. From paying for the best model to cultivating taste as your moat.

SemiAnalysis 的报告说 Claude Code 是 AI Agent 的拐点。我每天都在 Claude Code 里工作——聊聊为什么是 Anthropic 做出了它，以及它到底改变了什么。

SemiAnalysis calls Claude Code the inflection point. As someone who works inside Claude Code every day, I want to explain why Anthropic built it, and what it actually changed.

编码只是滩头阵地。范式转移已经发生了——但窗口不会一直开着。

Coding is the beachhead, not the destination. The paradigm shift has already happened — but the window won't stay open forever.

听完晚点聊对MuleRun创始人陈宇森的访谈后的思考——claude code 作为通用 agent、日抛型软件，以及 agent 经济从理论到现实的碰撞。

Reflections on a podcast interview with MuleRun's founder — Claude Code as the ultimate General Agent, disposable software, and what happens when the agent economy thesis meets reality.

为什么现有AI伴侣还停在表层，以及如何通过记忆编排、多 agent 架构和对话式人格建模构建一个真正理解你的AI伴侣。

Why AI companions fail today and how to build one that truly understands you through memory orchestration, multi-agent architecture, and conversational personality modeling.

AI伴侣需要感知系统。可穿戴设备——伪装成时尚饰品的戒指、吊坠、手链——赋予AI感受你感受的能力，从被动回应转为主动关怀。

AI companions need a sensory system. Wearables — rings, pendants, bracelets disguised as fashion — give AI the ability to feel what you're feeling and shift from reactive to proactive care.