MateriaChemistries

Materia Chemistries was a startup based in the Bay Area building AI to accelerate the discovery of new materials. Over two years we joined UC Berkeley SkyDeck Pad-13 and the Climate Collective AI Accelerator, assembled a team of scientists, engineers, and advisors, and worked on climate and energy problems from direct air capture to nuclear fusion.

This is the story of how it unfolded.

Our technology is now open source Scroll
01 — Origin

The Climatebase Fellowship

In March 2024, Aajan Quail presented his capstone project to Climatebase Cohort 5 and Kyle joined to co-lead it. After several months and many iterations, we had the conviction to build the company. By June we had a working prototype, a graph-based autoencoder that could generate novel inorganic crystals from a target band gap.

We announced Materia Chemistries in September 2024, and Kyle went straight back to Climatebase to pitch a second capstone. Fifty people signed up to help us build. From that talent pool we assembled a Science Advisory Board and found our first teammates. In January 2025 we incorporated as a Delaware C-Corp.

Climatebase
02 — Programs

Becoming a Berkeley Startup

In October 2024 we were accepted into Batch 19 of the UC Berkeley SkyDeck Pad-13 incubator, a program with a 2% acceptance rate. Eight months after meeting virtually, Kyle and Aajan met in person for the first time during welcome week in Berkeley.

In March 2025 we were one of nine startups chosen from more than 400 applicants for the Climate Collective AI Accelerator. Climatebase stayed close: Aajan taught fellows, and Kyle returned to the Startups & Capstones panels for Cohorts 8 and 9. After Batch 19, Berkeley invited us back to join Batch 20 and continue working with the incredible network of mentors and advisors.

UC Berkeley SkyDeck Climate Collective
Kyle and Aajan at SkyDeck welcome week, Berkeley, November 2024
Kyle and Aajan, welcome week for Batch 19 · Berkeley, November 2024
03 — The Team

The people who built it

Andreana Rosnik, Cyrus Anderson and Greg Billington formed the core team around the two founders — generating synthetic materials data, sharpening the go-to-market, and driving the commercial pathway. Su Salinas designed the logo and built the brand, and SkyDeck brought Berkeley talent onto the team.

Taylor Sparks and Michael Tonks joined as our science advisors, with SkyDeck and Climate Collective advisors shaping our strategy, the fundraise, and the design-partner program. We built the culture on purpose: a virtual office in Kumospace, standups in the common area, and the occasional office prank.

04 — Technology

Learning more from less data

Materials science is starved of data, so everything we built was about learning from less of it. Bayesian sampling (SWAG, SGHMC) cut error sharply on small zeolite datasets. A pore-based graph neural network generalized to zeolite topologies it had never seen — early evidence that global features can anchor a materials foundation model. And our NIPV process, building on research from Taylor Sparks' lab at Utah, showed that datasets for generative models can be built from the ground up.

We worked our way through customer discovery and market validation taking a path through three markets: scratch-resistant coatings for solar panels, zeolite sorbents with lower water retention for direct air capture, and finally settling in materials for nuclear fusion and advanced fission.

When we pitched VCs in late 2025 nobody doubted the team, market, or timing, but our technology was still too early for seed investment.

05 — SF Climate Week

The world's stage

In April 2025 the whole team gathered in San Francisco for SF Climate Week. We co-hosted the Molecules & Materials Meetup with Azulene Labs for 150 registrants, Kyle spoke on the Climate & AI panel at the Global Climate Solutions Summit, and gave a lightning talk to a room full of founders at Crusoe HQ.

It was the first time most of us had been in the same room, and it was the result of an amazing team chasing a big vision.

The Molecules & Materials Meetup during SF Climate Week 2025
Molecules & Materials Meetup with Azulene Labs · SF Climate Week, April 2025
What's next

We're open-sourcing our technology

In March 2026 we wrapped up Materia Chemistries. It was a fun ride.

We believe the future of materials science should be open. The core code behind our AI-driven materials discovery platform is being released — free for researchers, startups, and anyone building a better future.

H2O & CO2 Adsorption in Zeolites Live Materials Discovery Algorithms Coming soon
The full record

Every moment, in order

Here are some memorable moments of our adventure, as they happened.