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Joined April 2009
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Reinforcement learning on real robots
New research developed in the field by @TuscherMarc @SereactAI
Ricardo Sequerra Amram retweeted
Attio is a CRM. The news: agents can now hit its full data via normal SQL queries (joins, aggs, whatever), treating it like a database.
But every query still runs through Attio’s app layer—permissions, validation, policies, compliance stay enforced. Agents get flexible access without raw DB free-for-all or brittle APIs.
That’s the practical bit. Agents scale across your customer data while the guardrails stay on.
Ricardo Sequerra Amram retweeted
what hybrid architecture means in practice:
- scale: store 100s of millions of records
- context: every email, call, person, company and deal synced + indexed
- governance: permissions built into every feature
- interoperability: agents can reason and query via sql, mcp or APIs
In the age of agents, systems of record have never mattered more. They’ve also never been less prepared for what’s coming.
Today, we’re announcing @attio's hybrid architecture, with the controls of application software at the scale of infrastructure.
To agents, Attio looks like a database, queryable in SQL - a language they're RL’d on. Unlike a database, the business logic, policies, and compliance sit behind the query.
This makes all of Attio’s data accessible by agents in the most powerful and flexible syntax. It gives GTM teams an order of magnitude more value from their time, with the full power of agents working across the entire customer lifecycle.
A new shape of software is here.
attio.ai/architecture
Ricardo Sequerra Amram retweeted
A new type of user requires a new type of architecture.
Legacy software wasn't built for agents and now they're breaking it. Today, we're launching the next generation of our platform powered by a hybrid architecture. Building this has been the most ambitious and challenging engineering challenge of my career.
Attio now supports SQL - offering a PostgreSQL compatible connector and syntax that allows our customers and their agents to query all of their data like a database. It's transactionally consistent, horizontally scalable and allows agents to access the full context they require using a language and syntax that they're well trained on using.
Whether you're accessing your data through our UI, our API, our MCP server or now our SQL Data Connectors: your team and your agents get the full context, every time.
Learn more at attio.ai/architecture
Software for the new era needs to enable humans and agents at the frontier
At attio we’ve built the infrastructure to enable this
In the age of agents, systems of record have never mattered more. They’ve also never been less prepared for what’s coming.
Today, we’re announcing @attio's hybrid architecture, with the controls of application software at the scale of infrastructure.
To agents, Attio looks like a database, queryable in SQL - a language they're RL’d on. Unlike a database, the business logic, policies, and compliance sit behind the query.
This makes all of Attio’s data accessible by agents in the most powerful and flexible syntax. It gives GTM teams an order of magnitude more value from their time, with the full power of agents working across the entire customer lifecycle.
A new shape of software is here.
attio.ai/architecture
This is just so damn amazing
Introducing Anatomy
Describe a machine in one line. Claude brings it to life.
- Interactive isometric wireframes you can rotate, inspect and explore
- WebGL shaders for fire, water, plasma and more
- Real 3D motion, with individual parts that rotate and move
Install it as an agent skill. Fully open source.
Odyssey is pushing the frontier of world models day in day out
Ricardo Sequerra Amram retweeted
welcome to the 9th annual @stateofai report!
ai building better ai, world models, physical ai, geopolitics, cyber defense and 12-month predictions.
read it at stateof(dot)ai or watch my editor’s cut here.
a few of this year’s biggest findings follow:
Cheap robotics built for AI is the only way to reach deployment scale
Industrial robotics built for 1 micron level precision are overbuilds when AI controls the trajectory
Drone style revolution for robots
Ricardo Sequerra Amram retweeted
We ported the government’s weather model (WRF) over to GPUs so it runs a magnitude faster and cheaper.
Here's a 250m resolution forecast of the fog is SF.
sf.recastsystems.com
Ricardo Sequerra Amram retweeted
Finally people can understand what we do - and it's reality not just a dream!
context rich real world manipulation data is unbeatable
After 2+ years in the robotics data space, we are shutting @Eidon_AI down.
The thesis was right. But the business is brutally hard.
We close this chapter by open-sourcing everything we built and sharing lessons for anyone venturing into the space.
Ricardo Sequerra Amram retweeted
@F13hq is out of stealth. Welcome to the #P9family, @gpjanik & Ingimar! 👋
They’re building models that natively generate vector graphics, with precision, factuality, and utility built in from the start.
AI graphics have earned a reputation for filling space rather than adding value. Gregory and Ingimar see a much bigger opportunity: graphics that people can edit, trust, and actually use in their work. They have a clear view of where today’s models fall short and real ambition to build something fundamentally better.
Looking forward to being part of your journey, Team F13!
Ricardo Sequerra Amram retweeted
Once again @attio is the fastest growing CRM in the world (off a baseline that gets higher and higher).
When we started many people thought CRM was too hard and urged us to build a point solution, I'm glad we didn't.
ramp.com/vendors/categories/…
Ricardo Sequerra Amram retweeted
Just launched another weather balloon that you can track at balloon.recastsystems.com
@Recast is going to be open-sourcing our $25 balloon tracker and weather sensor. Radiosondes shouldn't be $250. We want everybody launching balloons.
