Accelerating
Frontier Tech

Boosting the best university frontier labs path to commercialization. $1M+ for each research project, university-approved, IP-encumbrance free. For nerds by nerds.

System.out

> Target: Researchers, Lab Directors, Postdocs, Grad Students.
> Objective: Commercialize deep tech.
> Status: Compiled. Running...
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For nerds
By nerds.

We were researching adversarial training on imbalanced multi-modal classes in 2010. We built hardware-software codesigned AI infra before that was cool (spoiler alert: it wasn’t unicorn seed rounds, but it had lots of FPGAs and CPUs and some GPUs). Some of what we built went big, some failed. A lot of our research hit a wall or remains a what-if.

Research is not linear. Neither are brilliant minds. That’s just not how it works when inventing the algos, middleware, ledgers & databases, system and software architectures, hardware of the future. We believe that the best way to unleash your brain is to bring you the right resources in large enough quantity while you retain the flexibility and freedom from inside your lab.

What problems you see worth solving and how you think through solving them is all that matters to us.

Focus Areas

01

Artificial Intelligence

AI EfficiencySynthetic DataAdversarial LearningAgentic CybersecurityHardware Software CodesignVertical Foundational ModelsCompute InfraVertical Post-TrainingDatacenter Infra
02

Blockchain

Confidential ComputingCryptographyDecentralized MoEDecentralized DataGenDePINAgentic Watermarking

Program Resources

We provide university-approved capital and infrastructure to transition from academic research to a commercial entity. $1.15M+ per project. No incorporation, no IP encumbrance, incentive-aligned with your university

$500k
Research Funding
Hivemind Capital

Direct investment to fund PIs, researchers, and ancillary research operations.

$350k
Compute Credits
Google Cloud

Guaranteed cloud-based resources hosted by Google Cloud.

$150k
Legal Credits
Gunderson Dettmer|Goodwin Procter

Top-tier innovation-economy counsel for IP strategy, incorporation, immigration, and commercial structuring through Gunderson Dettmer and Goodwin Procter.

$150k
Software & Perks
Berkeley Skydeck

Access to offices, software and tooling packs, and the broader Skydeck ecosystem network.