/AI3h ago

Flow Launches V3 Agentic Platform For Physical Hardware Engineering

--0--
Original posts
Quote posts
Reposts
Original postNathan Benaich#242
Pari Singh@parisingh

Agents have reached hardware.

We are launching Flow v3, the Agentic Platform for Physical Engineering.

We've spent over a year building it in secret, alongside the best hardware companies and AI research labs.

An agent can now do real engineering work: change a requirement, push the update into your CAD and simulation tools, and flag every test that needs to rerun. Iterations/learning cycles that took months are being reduced to days.

Agents are the biggest shift in how we engineer hardware since CAD.

The core innovation for the CAD era was the parametric model. The core innovation for the Agentic Era is Flow's Systems Graph.

The systems graph is a living model of every requirement, design model, test, analysis and every connection between them. It gives every agent the full context of the system, so every change stays consistent across the whole design.

Engineers and agents work side by side on the same system. Engineers get to focus on architecture - the decisions that matter -while thousands of agents churn through rewriting reports, rerunning analysis and simulation, and triggering tests.

Reusable rockets, self-driving cars, small modular reactors, robots that make decisions, the most complex machines ever built, are defined by millions of interconnected requirements, far beyond what any human team can keep aligned on its own.

Rivian, Joby, Astranis, Skydio, Radiant, and the most ambitious hardware programs already build on Flow. More on the launch in the comments.

@buildonfloweng

9:00 AM · Jun 4, 2026 · 9.4K Views
Sentiment
Sentiment building, check back later.
Cluster Engagement
-
Views
-
Comments
-
Reposts
-
Bookmarks
Expand data
Posts from X
Most Activity
Most ActivityTimeline
VIEWS4.6KBOOKMARKS5LIKES22RETWEETS1REPLIES9
swyx@swyx

its been such fun befriending Pari and seeing him completely reinvent his company for the agentic era, WHILE having the most insanely stacked customer base I've ever seen in the hardest engineering domain of all.

Pari is creating a category that is only obvious in retrospect (the best kind of obvious) after you've had to build any complex physical things from rockets to cars, managing thousands of tiny design and supply chain details any one of which can derail your entire year.

what value do you put on that?

Pari Singh@parisingh

Agents have reached hardware.

We are launching Flow v3, the Agentic Platform for Physical Engineering.

We've spent over a year building it in secret, alongside the best hardware companies and AI research labs.

An agent can now do real engineering work: change a requirement, push the update into your CAD and simulation tools, and flag every test that needs to rerun. Iterations/learning cycles that took months are being reduced to days.

Agents are the biggest shift in how we engineer hardware since CAD.

The core innovation for the CAD era was the parametric model. The core innovation for the Agentic Era is Flow's Systems Graph.

The systems graph is a living model of every requirement, design model, test, analysis and every connection between them. It gives every agent the full context of the system, so every change stays consistent across the whole design.

Engineers and agents work side by side on the same system. Engineers get to focus on architecture - the decisions that matter -while thousands of agents churn through rewriting reports, rerunning analysis and simulation, and triggering tests.

Reusable rockets, self-driving cars, small modular reactors, robots that make decisions, the most complex machines ever built, are defined by millions of interconnected requirements, far beyond what any human team can keep aligned on its own.

Rivian, Joby, Astranis, Skydio, Radiant, and the most ambitious hardware programs already build on Flow. More on the launch in the comments.

@buildonfloweng

1hViews 4.6KLikes 22Bookmarks 5