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Causal Labs Raises $6M Seed Funding to Build AI for Weather Prediction and Control

News

Causal Labs Raises $6M Seed Funding to Build AI for Weather Prediction and Control
News

News

Causal Labs Raises $6M Seed Funding to Build AI for Weather Prediction and Control

2025-03-12 20:29 Last Updated At:20:40

SAN FRANCISCO--(BUSINESS WIRE)--Mar 12, 2025--

Today, Causal Labs, the AI company pioneering physics-based models to address civilization-scale challenges, is announcing it has raised $6 million in seed funding, led by Kindred Ventures with participation from Refactor, BoxGroup, Factorial, Otherwise, Karman Ventures, and a select group of angel investors. Causal Labs plans to use the funds to expand its team, further develop its initial model, including safety and transparency mechanisms, and initiate robust pilot programs across critical industries.

This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20250312474306/en/

Causal Labs is rethinking how we understand and respond to weather. Unlike existing approaches, which rely on expensive supercomputers that are slow to produce timely forecasts, Causal Labs uses AI physics models to simulate how the atmosphere will behave to create more accurate forecast predictions in minutes. More than just forecasting, the model redefines how weather-related decisions are made—whether through direct interventions in atmospheric conditions or operational responses to climate risks. The model will provide the tools needed to anticipate and respond to the increasing threats posed by climate change, including extreme weather events and natural disasters.

Beyond weather, Causal Labs is building towards a general, large-scale physics foundation model. At its core, the model understands cause-and-effect relationships in physical domains to determine the optimal course of action. By encoding physics-driven decision-making at scale, the model represents a step toward predicting and shaping real-world dynamics with unparalleled accuracy. Causal Labs plans to generalize this approach beyond atmospheric physics, applying it to other domains such as aviation, agriculture, energy, space, climate change, and government that rely on physics simulations, ultimately creating a versatile AI system for tackling complex, physics-based challenges across industries.

“Our model will be informed by the laws of physics, opening a world of possibilities for future use cases in the physical world,” said Dar Mehta, co-founder and CEO of Causal Labs. “We see a unique opportunity to shift the current paradigm of AI research from LLMs to physics-based models, beginning with weather—a critical and universal challenge that touches every individual, business, and community.”

“Causal Labs’ AI-driven physics model research represents a major leap forward in decision-making technology in the real world,” said Steve Jang of Kindred Ventures. “We’re thrilled to support their mission to transform how industries operate and thrive with greater intelligence and autonomy in the face of complex, physics-based challenges across many industries and regions around the planet.”

Causal Labs was founded by Kelsie Zhao and Dar Mehta, experts in building safety-critical, multi-modal AI models. Kelsie is a self-driving car veteran who built foundational components of Cruise’s core self-driving stack, while Dar has worked across Google Research, Meta, Cruise, and a YC-backed robotics startup. As Stanford and Waterloo graduates with extensive experience leading technical teams, they bring a proven track record of applying AI to solve complex, physics-driven challenges.

About Causal Labs

Causal Labs builds AI-powered physics models to transform complex data into insights that inform decisions. The company is pioneering a new paradigm in AI by integrating physics-based models to solve civilization-scale challenges. By combining cutting-edge artificial intelligence with a deep understanding of physical systems, Causal Labs is creating models that transform how industries adapt to dynamic and complex conditions. Starting with hyper-local, real-time weather forecasting, Causal Labs is redefining decision-making in sectors such as agriculture, renewable energy, and aviation—delivering optimal operations actions that empower businesses and communities to thrive in an uncertain world. Headquartered in San Francisco, CA, Causal Labs is backed by Kindred Ventures and other visionary investors. Learn more at getcausal.ai.

Causal Labs co-founders Dar Mehta and Kelsie Zhao. (Photo: Business Wire)

Causal Labs co-founders Dar Mehta and Kelsie Zhao. (Photo: Business Wire)

BALTIMORE (AP) — Cyclist Barnaby Wickham has collected more than 700 lost hubcaps, mostly on bike rides around Baltimore. They have inspired a quest to turn litter into art, including Christmas wreaths, a giant fish and a large head of Snoopy.

It is a hobby that developed nearly two years ago from his love of cycling and the joy of making something out of the junk he has collected.

“I think it’s sort of the excitement of the hunt, for one thing," Wickham said. "I love to cycle. I love Baltimore. I love to go out in Baltimore, and there’s just enough hubcaps and other things like car grills to be interesting, but not so many that it’s too easy.”

Wickham, 54, says he can't quite explain it, but one day while cycling in early 2024 he decided to bring home a lost hubcap. Since then, he has started stringing hubcaps he comes across to his backpack.

“I keep track of them, and I have a Google map," he said. "I pin locations where I find each of them.”

Others in his community who have taken an interest in his projects let him know when they see hubcaps by the road. Now, Wickham keeps a list of them that he refers to as “hubcaps in the wild.”

He wants to do the collecting himself. That is part of the joy.

Wickham also gets a hand from his wife, Kate, who helps hold materials during construction and offers opinions.

“I’m just support team, and occasionally the cautious person who says, you can’t drive on this road, you can’t bike on this road or whatever. So I’m just more kind of supporting his love of trying new things,” she said.

It might seem like an odd pastime, but Baltimore has been known to celebrate its quirky side. The city is known for director John Waters, whose offbeat films earned him the moniker of the “Pope of Trash.” Baltimore is also home to the American Visionary Art Museum, which is nationally recognized as a repository for the work of self-taught artists and intuitive art.

Wickham, who works in marketing for a defense technology company, stores his finds in his garage and works in his front yard. He uses expanded metal as a framework, with sheet metal with holes and wiring to hold the sheets in place. He uses zip ties to link the hubcaps on the sheet metal.

“It’s all held together with zip ties," he said. "Hubcaps are filled with slots or holes, and so it’s easy to get a hold of them to hold them in place.”

His works are big. The head of Snoopy is 16 feet (4.9 meters) tall and about 21 feet (6.4 meters) wide.

While most of the hubcaps he uses were found in Baltimore, Wickham expands his range when he travels. Visits to see his son at Kent State University have added a few hubcaps with Ohio origins. A business trip to Italy, which included a bike tour in Rome, yielded a find. Wickham had to explain to his guide why he bothered to pick it up.

“And I was like, oh, I collect these. I’m just going to take this back with me. And I showed her a photo of the wreath, and she was like: ‘Oh, OK.’ Whenever anyone hears about it and understands it, they’re onboard," Wickham said.

Wickham donated two Christmas wreaths he made last year, one to the city and another to a nonprofit.

Wickham said the hobby has led to interactions with city residents. On one ride, a man who saw him pick up a hubcap, insistently signaled for him to come over to him. He wanted to let him know there was another hubcap nearby.

“It was clear to him that I was collecting these things, and all he wanted to do was help, to point one out for me. And there’s a lot of that,” Wickham said.

“It starts a lot of conversations, and it’s just something that people love to talk about," he said.

Cyclist Barnaby Wickham sorts through his collection of hubcaps stored in his garage, Thursday, Dec. 11, 2025, at his home in Baltimore. (AP Photo/Stephanie Scarbrough)

Cyclist Barnaby Wickham sorts through his collection of hubcaps stored in his garage, Thursday, Dec. 11, 2025, at his home in Baltimore. (AP Photo/Stephanie Scarbrough)

With hubcaps fastened to his backpack, cyclist Barnaby Wickham pedals through a neighborhood on his journey home, Thursday, Dec. 11, 2025, in Baltimore. (AP Photo/Stephanie Scarbrough)

With hubcaps fastened to his backpack, cyclist Barnaby Wickham pedals through a neighborhood on his journey home, Thursday, Dec. 11, 2025, in Baltimore. (AP Photo/Stephanie Scarbrough)

Cyclist Barnaby Wickham steps down and dismounts his bike after spotting a lost hubcap on the side of the road, Thursday, Dec. 11, 2025, in Baltimore. (AP Photo/Stephanie Scarbrough)

Cyclist Barnaby Wickham steps down and dismounts his bike after spotting a lost hubcap on the side of the road, Thursday, Dec. 11, 2025, in Baltimore. (AP Photo/Stephanie Scarbrough)

Cyclist Barnaby Wickham mounts his bike before riding off to collect lost hubcaps, Thursday, Dec. 11, 2025, in Baltimore. (AP Photo/Stephanie Scarbrough)

Cyclist Barnaby Wickham mounts his bike before riding off to collect lost hubcaps, Thursday, Dec. 11, 2025, in Baltimore. (AP Photo/Stephanie Scarbrough)

Cyclist Barnaby Wickham poses for a portrait in front of his art structure made from hubcaps, Thursday, Dec. 11, 2025, at his home in Baltimore. (AP Photo/Stephanie Scarbrough)

Cyclist Barnaby Wickham poses for a portrait in front of his art structure made from hubcaps, Thursday, Dec. 11, 2025, at his home in Baltimore. (AP Photo/Stephanie Scarbrough)

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