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RT @shao__meng: 跟顶尖 AI 团队学「上下文工程」

通过「信息提纯、状态同步、动态剪裁、性能加速」四种手段打造具备「感知、筛选、精炼与持久化」能力的 AI Agent。

一、信息提纯:确保模型只接收高价值的背景信号
在上下文工程中,「信噪比」决定了 Agen…

RT @shao__meng: 跟顶尖 AI 团队学「上下文工程」 通过「信息提纯、状态同步、动态剪裁、性能加速」四种手段打造具备「感知、筛选、精炼与持久化」能力的 AI Agent。 一、信息提纯:确保模型只接收高价值的背景信号 在上下文工程中,「信噪比」决定了 Agen…

邵猛,中年失业程序员 😂 专注 - Context Engineering, AI Agents. 分享 - AI papers, apps and OSS. ex Microsoft MVP 合作 - 私信/邮箱:shaomeng@outlook.com 📢 公众号/小红书: AI 启蒙小伙伴

avatar for meng shao
meng shao
Sun Dec 21 23:13:33
Despite the meteoric progress in AI, when I look around day to day life and how we do things, there is very little change outside of coding and chat apps. I still can’t find restaurants by describing it to Google Maps or discover new music by talking to Spotify or have AI find me cool places in AirBnB/Expedia. My dentist website is still as dumb as it possible can be. Even Amazon hasn’t yet gotten around to put AI front and center to shoppers (rufus is aweful if you can find it).

Customer support was supposed to first to succumb but during 2025 about half dozen customer support calls I made, I still waited in “line” every single one of them for a human to respond. Every single  speech recognition there seem to be from decade ago.

It will be 3 years in and vast majority of software in the world is pretty much exactly the same it was 3 years ago.

Despite 100s of startups funded during past couple of years, I have no AI-first app that I use regularly other than ChatGPT and the likes.

This is quite unlike Internet revolution where every business considered it to be existential risk and jumped into create their Internet-first version almost right away.

On one hand this indicates massive opportunity yet to materialize indicating that valuations of frontier labs is still just the tip of the iceberg.

On other hand, it remains absolutely bewildering why almost none of the big or small players have moved their apps becoming AI first citizen yet or why none of the AI-first startups have managed to disrupt them. 

There are some pockets of successes for sure but why isn’t there a tsunami like we saw during Internet revolution?

Despite the meteoric progress in AI, when I look around day to day life and how we do things, there is very little change outside of coding and chat apps. I still can’t find restaurants by describing it to Google Maps or discover new music by talking to Spotify or have AI find me cool places in AirBnB/Expedia. My dentist website is still as dumb as it possible can be. Even Amazon hasn’t yet gotten around to put AI front and center to shoppers (rufus is aweful if you can find it). Customer support was supposed to first to succumb but during 2025 about half dozen customer support calls I made, I still waited in “line” every single one of them for a human to respond. Every single speech recognition there seem to be from decade ago. It will be 3 years in and vast majority of software in the world is pretty much exactly the same it was 3 years ago. Despite 100s of startups funded during past couple of years, I have no AI-first app that I use regularly other than ChatGPT and the likes. This is quite unlike Internet revolution where every business considered it to be existential risk and jumped into create their Internet-first version almost right away. On one hand this indicates massive opportunity yet to materialize indicating that valuations of frontier labs is still just the tip of the iceberg. On other hand, it remains absolutely bewildering why almost none of the big or small players have moved their apps becoming AI first citizen yet or why none of the AI-first startups have managed to disrupt them. There are some pockets of successes for sure but why isn’t there a tsunami like we saw during Internet revolution?

Mostly research and code. If universe is an optimizer, what is its loss function? All opinions are my own.

avatar for Shital Shah
Shital Shah
Sun Dec 21 22:59:27
RT @gensynai: Eval 7 of 11 of the Gensyn Middleweight General Reasoning Benchmark market on Delphi is live.

We’ve received huge volumes of…

RT @gensynai: Eval 7 of 11 of the Gensyn Middleweight General Reasoning Benchmark market on Delphi is live. We’ve received huge volumes of…

COO @GensynAI / ex @a16z @Cravath

avatar for Jeff Amico
Jeff Amico
Sun Dec 21 22:57:24
RT @jasonleowsg: Tech bros want to start a farm

I want to start a konbini

Every time I come to Japan, I geek out at these stores. https:/…

RT @jasonleowsg: Tech bros want to start a farm I want to start a konbini Every time I come to Japan, I geek out at these stores. https:/…

Indie hacker, solopreneur building a portfolio of products & SaaS: 🔌 https://t.co/rLuxXYrO8V 🟩 https://t.co/f93dEmKKZU 📋 https://t.co/zmLERuwToj ✍️ https://t.co/MW9HQLABxB 🏡 https://t.co/EtGIs3qLMx

avatar for Jason Leow
Jason Leow
Sun Dec 21 22:51:19
Fucking Rutte, man
I honestly don't know if there's any validity to this "two-front" reasoning. The assets required for Eastern Europe and South China Sea basically don't intersect. "Attention"? No, I think WWIII will command attention to spare, you can't hide it.

Fucking Rutte, man I honestly don't know if there's any validity to this "two-front" reasoning. The assets required for Eastern Europe and South China Sea basically don't intersect. "Attention"? No, I think WWIII will command attention to spare, you can't hide it.

We're in a race. It's not USA vs China but humans and AGIs vs ape power centralization. @deepseek_ai stan #1, 2023–Deep Time «C’est la guerre.» ®1

avatar for Teortaxes▶️ (DeepSeek 推特🐋铁粉 2023 – ∞)
Teortaxes▶️ (DeepSeek 推特🐋铁粉 2023 – ∞)
Sun Dec 21 22:44:16
RT @adriaandotcom: Want to see what Jeffrey Epstein bought on Amazon?

https://t.co/yQgzTxgjVx

Someone created a website showcasing his di…

RT @adriaandotcom: Want to see what Jeffrey Epstein bought on Amazon? https://t.co/yQgzTxgjVx Someone created a website showcasing his di…

Building digital assets Founder of: 💸 https://t.co/25luMOeurc 📧 https://t.co/R5XVHCie1Z 🔎 https://t.co/zQs9wdGD4c 🏟️ https://t.co/2YDuZxDKM8

avatar for Tobi Hikari
Tobi Hikari
Sun Dec 21 22:39:04
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