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Super excited to announce @SystemOneVC - a new pre-seed venture firm out of Berlin - medium.com/@System.One/syste…
Lossless scraping ftw - congrats to @TimSuchanek and the @getexpandai team for launching Expand Fetch. Very cool!
Introducing Expand Fetch, a new way to scrape and crawl the web.
Your agent has never seen the web. No wonder it gets basic questions wrong.
Traditional Markdown APIs lose critical details. So we trained two System one models to change that:
Iris, a vision model that sees pages like you do, preserving tables, icons, and layouts.
X-Ray, a JSON model that uncovers the hidden data behind every page.
Every fetch also comes with a Wayback Machine. Every line links back to its source, so you can verify exactly what your agent saw.
Three products. One API.
On our benchmark of 1,094 questions across 326 challenging web pages, agents using Expand got 74% right. The next best API got 55%.
Available today at $1 per 1,000 fetches.
Try it at expand.ai
Maximilian Claussen retweeted
In one quarter, open-weight models went from about 30% to a record 78% of the tokens on Vercel's AI Gateway.
That's just the one gateway, on a record day, and of course these tokens aren't 1:1 revenue. But the direction of travel is hard to miss. When you can just download the model, the margins move to the infra and inference layer.
A token starts to cost what it costs to serve, and the value moves to whoever runs the model best: fastest, cheapest, at the quality the job needs.
For Europe, this changes the equation. As long as the best AI was a closed API, "European AI" meant renting capability from a few US frontier labs, served from their infrastructure.
Open weights change that. The models doing most of the work (the "Work Horse") can now run on hardware Europe controls, under European rules. That doesn't directly make Europe competitive on its own. Where the models come from still matters, and unfortunately Europe has very little compute to run them on (more on that at a later time). But the question has moved from "who builds the model" to "who runs it best."
Looks like today may be a record day for token volume % of open models on Vercel AI Gateway:
🟦 Open 78.4% 🟨 Closed 21.6%
While spend 💲 usually tells a different story, #3 and #4 today are Moonshot AI & DeepSeek. Adding Z.ai, their combined spend surpasses OpenAI (#2).
(Do note that's the spend for inference of the model across providers (mostly in the US), not revenue going directly to the open weight labs.)
there are so many levers to reduce the cost of your agents.
if you look at the traces what your agent is doing, you will see that most tokens are spend to look up information.
we have 2 choices either give the models a better tool or delegate this task to a cheaper model. but unfortunately most cheap models are very bad at finding the right information.
we already showed that mixedbread is the better tool to find evidence faster and save tokens, but still your agent had to read a lot of documents.
now we are closing the gap and releasing a smart model which can be used to delegate by your main agent.
save tokens, while still using frontier. this is a way bigger lever then model routers.
Impressive work by the @mixedbreadai team. Great to see Toast 1 out in the wild!
Maximilian Claussen retweeted
“AC this, wash dryer that, US woohoo, EU boohoo” - Why are we eating this brand-warfare from the outside about us up?
Europe has the strongest precision manufacturing in the world, we have leading teams in AI, CV, robotics. Europe is a leader in Automation and Frontier Tech!
Not a single NVIDIA chip could be produced without European machines. Not a single American cloud, robotics, or deep-tech firm would operate without European manufacturing or suppliers.
But we are too humble. Brainwashed to never celebrate Europe. By outsiders and our local politicians.
Time for a change.
Europe is the birthplace of industrialization.
The home of frontier tech.
Time, we act like it.
Welcome to the real Europe! 🔥🇪🇺
Super excited to see the launch of @recallnet - the first intelligence network designed for AI agents
1/ Introducing Recall: Unstoppable Intelligence for AI
Recall is the foundational intelligence layer that gives millions of agents around the world the power to prove, monetize and exchange knowledge.
A new era of collaborative AI.
Testnet now live ✺ recall.network
Maximilian Claussen retweeted
We are hiring! Do you want to hack on state-of-the-art web extraction agents?
Reach out at [email protected] expand.ai/careers/founding-e…
Maximilian Claussen retweeted
🚀 Announcing Prisma Postgres — A blazing-fast, serverless DB deployed via unikernels on bare metal with:
✅ no cold starts
✅ generous free tier
✅ real-time events, caching & a lot more
Learn more and try it out 👇
pris.ly/ppg-early-access?utm…
Maximilian Claussen retweeted
After more than 2 years, >15k commits, 3 re-writes:
On December 16, we will launch a preview of @lixCCS
Maximilian Claussen retweeted
I'm very proud of the team for shipping this release 🚢. We're very excited to announce the @AutometricsDev Explorer 1.0 - a developer friendly and opinionated UI to visualize Prometheus metrics. autometrics.dev/
Maximilian Claussen retweeted
🚀🚀!Breaking News!
We 're excited to announce that we just raised $30M in our latest round let by @balderton Capital with the participation of existing investors @GVteam (Google Ventures), Harpoon, System. One, and Lunar.
Read the announcement here
hubs.li/Q01-x8190
Maximilian Claussen retweeted
And one day Abu Dhabi 🇦🇪
Just heard from another friend who's moving back to SF from Miami. Every time I hear of someone moving back to a major city I think of Jerry Seinfeld's ode to NYC:
"You found a place in Florida? Fine. We know the sharp focus and restless, resilient creative spirit that Florida is all about. You think Rome is going away too? London? Tokyo? The East Village?
They’re not. They change. They mutate. They re-form. Because greatness is rare. And the true greatness that is New York City is beyond rare."
Maximilian Claussen retweeted
We're excited to open source the @AutometricsDev CLI and Explorer for a local observability workflow and meet developers where they are 💻.
We call it: local o11y development: fiberplane.com/blog/announci…
Maximilian Claussen retweeted
I'm very excited to announce that we've open-sourced our plugin system and development kit built in #rustlang and compiled to #wasm; Fiberplane Providers. Read the blog post here: fiberplane.com/blog/opensour…
Maximilian Claussen retweeted
We've been cooking up something interesting @fiberplane that enables developers to get zero-to-one observability 📊🔥. Autometrics is a @rustlang macro that writes @prometheus queries for you and instruments your code:
github.com/fiberplane/autome…
Just open-sourced a @rustlang macro that makes it easy to track metrics for any function.
The fun parts:
- writes Prometheus queries for you
- inserts links to graphs of your production metrics into each function's doc comments
Feedback welcome!
github.com/fiberplane/autome…
Maximilian Claussen retweeted
GraphCDN is now @Stellate 🚀
Announcing our new name and $30M of funding to build the global data graph 🎉
stellate.co/blog/graphcdn-is…
Maximilian Claussen retweeted
Very excited to partner with @sorenbs and @prisma on their Series B. Prisma gives developers powerful tools that make front end + back end interactions seamless. The Prisma Application Data Platform is making big strides in full stack development. @altcap
prisma.io/blog/series-b-anno…
Maximilian Claussen retweeted
🎉 Today is a big day for Deta 🎉
We are (re)launching:
🌐 a brand new website
☁️ as an improved 'Deta Cloud 1.0' on Product Hunt
🪐 our next big bet on developers: 'Deta Space'
Check it out: producthunt.com/posts/deta-c…
Maximilian Claussen retweeted
We're hiring! 🎉
- Founding Designer
- Head of Operations
- Customer Success Engineer
The number of requests we handle has 10x'ed in two weeks — we can barely keep up!
We're fully remote and offer significant equity with an extended exercise window: graphcdn.io/careers 👈























