数字花园Digital Garden
一片不断生长的种子、嫩芽与常青植物。A growing collection of seeds, sprouts, and evergreens.
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长出手来:Agent 的三次进化,和它正在走向的地方
Growing Hands: How Agents Evolved, and Where They're Heading
我们对 AI 的想象,正从「对话」换成「托付」。这篇梳理 Agent 如何一步步长出手、2026 上半年马具与协议之变、它为何还不是靠谱员工,以及真正的瓶颈正从「能力」滑向「治理」。
Our picture of AI is quietly shifting from conversation to delegation. A plain-language map of how agents grew hands, the 2026 turn toward harnesses and protocols, why they still aren't reliable coworkers, and how the real bottleneck slides from capability to governance.
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给 AI 装上"护栏":什么是 Hook
Guardrails for AI — What Is a Hook?
跟 AI 说话是叮嘱,给 AI 设 Hook 是上锁。Hook 就是在别人流程的关键节点上挂一个你自己的动作——在 AI 每次真正触碰现实的那一刻,插进一道你说了算的关卡。
Talking to an AI is a request; setting a Hook is a lock. A Hook is your own action hung at a key node in someone else's workflow — a checkpoint you fully control, inserted at the exact moment the AI reaches out to touch the real world.
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三万英尺
Thirty Thousand Feet
飞得够高就没有阴天了——这话在三万英尺是对的。但云并没有消失,它还在下面下着雨。真正的智者不是飞起来的人,是那个在阴天里替别人多撑一会儿伞、没有走的人。
Fly high enough and there are no cloudy days — true, at thirty thousand feet. But the clouds haven't vanished; it's still raining down below. The wise one isn't the person who flew up, but the one who stayed to hold an umbrella a little longer for someone in the rain.
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最后的稀缺品
The Last Scarcity
历史上的革命都在争夺分配权——谁来分那些不够分的资源。AI 革命争夺的却是"被需要"的资格。当毁灭性能力像火柴一样人人可得,管制会达到顶峰,物质的政治让位于意义的政治。
Every past revolution fought over distribution — who gets to divide what isn't enough to go around. The AI revolution fights over something new: the right to be needed. When world-ending capability becomes as common as a matchstick, control peaks, and the politics of matter gives way to the politics of meaning.
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没有谁可以在原地等你
No One Will Wait Where You Left Them
父亲用一支笔,把等待伪装成充实。我以为"以后"是仓库,长大才知道那是河——它从不欠谁,只负责流走。
My father uses a pen to disguise his waiting as a full life. I thought "later" was a warehouse; growing up, I learned it is a river — it owes no one, it only flows away.
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它出念头,我出失眠
It ideates, I lose sleep
AI 一秒钟给我一百个念头,我才看清:念头从来不稀缺,稀缺的是那一下心头微动。它交出可能性,我交出半生——这买卖,暂时还算公道。
AI hands me a hundred ideas a second, and only then did I see it — ideas were never scarce. What's scarce is that small stir of the heart. It offers possibility; I offer half a lifetime. For now, a fair trade.
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一句话概括 Copilot 与 Codex 的关系
Copilot and Codex in one sentence
同源、异路、现在正面竞争——Copilot 当年靠 Codex 起家,如今却分属微软和 OpenAI 两家,而"Codex"这个名字本身还被复用过一次。
Same origin, diverged paths, now competitors — Copilot grew out of Codex but now belongs to Microsoft while OpenAI revived the "Codex" name for an entirely different product.
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Shadowsocks 技术速记
Shadowsocks — A Technical Primer
从协议设计、组件分工到 Ubuntu 部署清单——ss-libev + Privoxy 的最小可用配置,以及为什么 SS 在 DPI 演进面前需要叠加伪装。
Protocol design, component roles, and a minimum-viable Ubuntu deployment of ss-libev + Privoxy — plus why plain SS needs obfuscation layers in the age of active probing.
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frp 内网穿透 RDP 准点 180 秒掉线之谜
The 180-second RDP drop on frp tunnel
tcpMux 接管了保活,应用层心跳却仍被 frps 当看门狗——两套保活机制相互不知情,便有了准点掉线的灵异现象。
When tcpMux took over keepalive but frps still ran its own application-layer watchdog — two liveness mechanisms unaware of each other, and a clockwork disconnection was born.
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缺席的在场
Presence in absence
母亲节前夜,五年了——再没有人会那样不假思索地心疼你了。
On the eve of Mother's Day, five years on — there's no one left to ache for you without thinking.
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共产主义的条件
Conditions for communism
先抄一遍马克思的原话,再想一想,那个社会到底要什么样的物质与人才能存在。
First copy out Marx's own words, then ask what kind of material base and what kind of people that society would actually require.
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注意力是关系,不是状态
Attention as relation, not state
一颗后续种子——为什么用脑电"训练专注"在概念上充满麻烦。
A follow-up seedling — why "training focus" via EEG is conceptually fraught.
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认知储备:去神秘化
Cognitive reserve, demystified
同样的脑部病理为什么会产出截然不同的人生——这对预防意味着什么。
Why the same brain pathology produces vastly different outcomes — and what that tells us about prevention.
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预测处理 101
Predictive processing 101
我反复回到的一个框架的工作摘要。
A working summary of the framework I keep returning to.
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机器人还没有身体
Robots don't have bodies. Yet.
为什么当下的人形机器人仍然是脱离具身的,以及什么会改变这一点。
Why current humanoids are still disembodied, and what would change that.
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心流与机器
Flow and the machine
当算法开始拟合"心流"时,我们对它的拥有还剩多少?
When algorithms learn to fit "flow", how much of our ownership of it remains?
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脑电与注意的哲学
EEG and the philosophy of attention
当我们用脑电信号反馈训练专注力时,我们在训练什么?
When we train attention via EEG biofeedback, what are we actually training?
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欢迎来到花园
Welcome to the garden
这里是我的数字花园 — 一个永远在生长、永远未完成的笔记空间。
My digital garden — a perpetually growing, never-finished space for notes.
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