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.
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.
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。据公开资料，它自己的口号写得很诚实——大意是"让 Agent 负责记忆、把创新留给人"——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. Per its public materials, the tagline says it honestly — the gist being agents handle the remembering and humans do the innovating — 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)。据公开指引，其大意是——只有完成接入的小程序，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"。据公开报道，美团、京东已在首批接入之列。 Shot two — agents officially become the national doorway. WeChat ships its AI access spec: the entire mini-program ecosystem turns agentic (SKILL.md + MCP). Per the published guideline, the gist is that 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." Per public reporting, Meituan and JD are among 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.
- 工程的必然Engineering necessity — 模型越强，外壳越薄，剩下的只有"认得你"和"信任"。the stronger the model, the thinner the harness — what remains is knowing you, and trust.
- 市场的数据Market data — 人们要 AI 帮研究、不要 AI 替决定；采用追不上信心，多数人担心数据泄露；越来越多企业在加大隐私投入。卡住 AI 的不是能力，是信任与控制。people want AI to help research, not decide for them; adoption outruns confidence, most people worry about data leaks; more and more enterprises are raising privacy spend. What stalls AI isn't capability — it's trust and control.
- 平台的行动The platforms' own moves — 腾讯亲手把记忆变成商品、把 Agent 变成入口:供给侧自己证明了，价值在它给不了的那层。Tencent itself turned memory into a commodity and agents into the doorway — the supply side proving the value sits in the one layer it can't give.
- 第一性原理First principles — 智能被商品化之后，稀缺的是归属。once intelligence is commoditized, what's scarce is belonging.
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。看看行业里的人怎么说。
以下引述与日期均据公开报道/公开访谈整理，措辞与时间以原始出处为准。
Don't take our paraphrase. Hear how people in the field put it.
Quotes and dates below are drawn from public reporting and public talks; refer to the original sources for exact wording and timing.
据公开报道，他把 AI 的理想态描述成一个极小的推理模型，配上万亿级 token 的上下文——你把一生都装进去。Per public reporting, he described AI's platonic ideal as a very small reasoning model with a trillion tokens of context — one you put your whole life into.
据公开报道 · Sequoia AI Ascentper public reporting · Sequoia AI Ascent据公开访谈，他大意表示，一个模型离被商品化只差一次复制；模型公司背着"赢家诅咒"，价值属于掌握 grounding 数据与上下文工程的一方。Per a public interview, he suggested a model is one copy away from being commoditized; model companies carry a winner's curse, and the value goes to whoever governs the grounding data and the context.
据公开报道 · Dwarkesh Podcastper public reporting · Dwarkesh Podcast据公开报道，他把 Agent 经济的三大基础设施缺口概括为:persistent identity(一致的人格与记忆)、通信协议、信任与安全。 Per public reporting, he framed the agent economy's three missing pieces of infrastructure as: persistent identity (a consistent persona and memory), communication protocols, and trust & security.
据公开报道 · AI Ascent 2025per public reporting · AI Ascent 2025据公开报道，Shopify CEO Tobi Lütke 与 Andrej Karpathy 先后公开采用 "context engineering" 一词取代 prompt engineering;Anthropic 官方工程博客亦跟进。竞争焦点，从"怎么调模型"，改名为"怎么治理上下文"。 Per public reporting, Shopify's Tobi Lütke and Andrej Karpathy each publicly adopted "context engineering" over prompt engineering; Anthropic's engineering blog followed. The field renamed its own battleground — from tuning models to governing context.
装进一生、认得你本人、只归你(你养大的)——他们绕着说的，正是 Kennen 直接造的这一层。 A whole life put in, knowing you as a person, and yours alone — raised by you — what they circle around is the layer Kennen builds head-on.
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(你养大的)、只听你的。A long-overdue return of power: after the machines knew everything, one finally knows only you, belongs only to you (raised by you), answers only to you.
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(你养大的)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 — raised by 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、跟你说真话(不编造·不谄媚)、你养大的、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, tells you the truth (won't fabricate or flatter), and — grown by you — is yours.