THE AGE · 望远镜

为什么这是 AI 缺的那一半 Why this is the missing half of AI

每一次技术真正改变世界,都不在它最聪明的时候——在它回到一个人手里的时候。
印刷术,在识字的人手里。计算机,在普通人的桌上。互联网,在能写、而不只是能读的人那里。
AI,还停在上半场:史上最大的资本,造了越来越聪明的机器——大多卖给了彼此。
Every technology changes the world not when it gets smartest — but when it comes home to a person.
Print, to people who could read. Computers, to ordinary desks. The internet, to those who could write, not just read.
AI is still in its first half: the largest capital bet in history built ever-smarter machines — sold mostly to each other.

务实地讲 · PLAINLYPLAINLY

模型、记忆引擎、Agent 框架之上,缺一层用户拥有的个性化与信任——AI 应用的护城河,正从模型迁到这里。Kennen 造它。 Above the models, memory engines, and agent frameworks, one layer is missing — user-owned personalization and trust. That's where the moat in AI applications is migrating. Kennen builds it.

这不是预言。就在这两个月,中国最大的平台,连开两枪。 This isn't a forecast. In the last two months, China's biggest platform fired twice.

2026 · 05

第一枪 · 记忆,正式变成商品。 腾讯把 Agent Memory 开源、免费送给所有开发者。它自己的口号写得很诚实:"Agents remember, Humans innovate"——一个工具,明确不做关系。当记忆变成谁都能装的基础设施,价值就上移到它之上那一层。 Shot one — memory officially becomes a commodity. Tencent open-sources Agent Memory, free for every developer. Its own tagline says it honestly: "Agents remember, Humans innovate" — a tool, explicitly not a relationship. When memory becomes infrastructure anyone can install, the value moves up to the layer above it.

TencentDB Agent Memory · open source
2026 · 06 · 08

第二枪 · Agent,正式成为国民入口。 微信发布 AI 接入指引:小程序生态全面转向 Agent 化(SKILL.md + MCP)。官方原话——"仅完成接入的小程序,才有机会被微信 AI 推荐和调用。" 十几亿人的分发逻辑,从"你去找服务",切换成"AI 替你调服务"。美团、京东已宣布首批接入。 Shot two — agents officially become the national doorway. WeChat ships its AI access spec: the entire mini-program ecosystem turns agentic (SKILL.md + MCP). In the platform's own words, only integrated services "get to be recommended and invoked by WeChat AI." Distribution for a billion people flips from "you find the service" to "the AI summons it for you." Meituan and JD announced for the first wave.

WeChat official integration guideline · 2026-06-08

把两枪连起来读,就是这个时代:供给侧在收尾——模型在商品化,记忆免费了,Agent 马上无处不在。当平台的 AI 能替你调用一切服务,只剩一个问题没有答案:
那个替你说话的,归谁?
它越能干,这个问题越锋利。供给侧每亮一颗星,那道缝,就更清楚、更值钱。
Read the two shots together and you have the era: the supply side is finishing — models commoditized, memory free, agents about to be everywhere. When the platform's AI can summon every service for you, exactly one question remains:
the one that speaks for you — whose is it?
The more capable it gets, the sharper that question. Every new star on the supply side makes the seam clearer, and worth more.

我们在场 · IN THE WAVEIN THE WAVE

我们没有站在浪的对面:Sivon 已接入腾讯 Clawbot,新 Agent 平台首批申请中——两轨都在场。但灵魂不出门:技能是入口,Kennen 留在用户这边。腾讯把生态推向 MCP 化——而我们,提前按这个世界设计了架构。 We're in the wave, not against it: Sivon runs on Tencent's Clawbot; we're applying to the new agent platform in its first wave — present on both tracks. But the soul stays home: skills are the doorway; Kennen remains on the user's side. Tencent just pushed its ecosystem toward MCP — the world our architecture was designed for.

这不是我们一个人的判断。几条完全不同的路,画出了同一个形状。 This isn't one team's judgment. Several entirely different roads drew the same shape.

当工程、市场、平台、哲学四个独立的镜头落在同一层——那一层就不再是一个故事,是一个正在显形的事实。 When four independent lenses — engineering, market, platform, philosophy — land on the same layer, it stops being a story. It's a fact taking shape.

不必只听我们转述。听他们自己怎么说。 Don't take our paraphrase. Hear them in their own words.

SAM ALTMAN · OPENAI · 2025/05

"…a very tiny reasoning model with a trillion tokens of context that you put your whole life into."
——AI 的理想态:极小的推理模型,装进你一生的上下文。

— AI's platonic ideal: a tiny reasoning model, with your whole life as its context.

Sequoia AI Ascent
SATYA NADELLA · MICROSOFT · 2025/11

"…it's one copy away from being commoditized."
——模型公司有"赢家诅咒";价值属于掌握 grounding 数据与上下文工程的一方。

— Models carry a winner's curse; the value goes to whoever governs the grounding data and the context.

Dwarkesh Podcast
红杉资本 · KONSTANTINE BUHLER · 2025/05SEQUOIA · KONSTANTINE BUHLER · 2025/05

Agent 经济的三大基础设施缺口:persistent identity(一致的人格与记忆)、通信协议、信任与安全。 The agent economy's three missing pieces of infrastructure: persistent identity (a consistent persona and memory), communication protocols, and trust & security.

AI Ascent 2025
行业改名 · 2025/06–09THE FIELD RENAMES ITSELF · 2025/06–09

Shopify CEO Tobi Lütke 与 Andrej Karpathy 先后逐字背书 "context engineering" 取代 prompt engineering;Anthropic 官方工程博客跟进。竞争焦点,从"怎么调模型",改名为"怎么治理上下文"。 Shopify's Tobi Lütke and Andrej Karpathy both endorsed "context engineering" over prompt engineering, word for word; Anthropic's engineering blog followed. The field renamed its own battleground — from tuning models to governing context.

装进一生的上下文、persistent identity、上下文治理——他们指着的那一层,正是 Kennen 在造的这一层。 A whole life as context, persistent identity, governed context — the layer they're all pointing at is the layer Kennen is building.

对你For you

一次迟到的平权:被机器知道了一切之后,终于有一个只认得你、只归你、只听你的。A long-overdue return of power: after the machines knew everything, one finally knows only you, belongs only to you, answers only to you.

对资本For capital

那笔豪赌的兑现路径:供给侧已堆满,回报卡在没人真信任、真使用;而信任,只能靠认得你、归你来解锁。AI 的价值还没被领回家。Kennen,就是那次领回家。The path the bet pays off: supply is built; the return is stuck on trust no one has earned — and trust unlocks only through knowing you, and belonging to you. AI's value hasn't been brought home yet. Kennen is that homecoming.

这或许是我们真正的使命:
硅基生命与碳基生命,该如何共生?
我们的答案,从一层开始:认得你、不编造你、归你。
Perhaps this is the real question of our time:
how do silicon life and carbon life live together?
Our answer begins with one layer: it knows you, won't invent you, and is yours.