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CrowdBrain

Crowdsourcing robot data to train Physical AI

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CrowdBrain is a vertically-integrated robotics DePIN network built on Solana, designed to crowdsource real-world training data for Physical AI models. It coordinates a distributed contributor fleet through token incentives, covering the full pipeline from hardware and data collection to model training rewards. The project is a Grand Champion of the Colosseum Frontier Hackathon and accelerator member, sitting at the intersection of DePIN, robotics, and AI.

Founded:
2026

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About CrowdBrain

CrowdBrain is a decentralized robotics network on Solana that connects trained human operators with real-world robots. Its core business is threefold: collecting targeted physical-world data for AI models, teleoperating robots remotely, and providing failure recovery services. Operators are first screened through simulation training and QA certification before being assigned to real hardware, ensuring quality control.

The core narrative is "crowdsourced physical intelligence" — instead of a single lab collecting robot training data, CrowdBrain coordinates a distributed fleet of contributors who are rewarded with token incentives. This vertically-integrated approach spans hardware, data pipelines, and incentive mechanisms.

The market pain point is that embodied AI and robotics models require enormous volumes of real-world interaction data, which is expensive and slow to collect centrally. CrowdBrain addresses this by crowdsourcing data collection and teleoperation from a global operator pool, making the process scalable and cost-effective.

In the past six months (March to September 2026), CrowdBrain won the Grand Champion title at the Solana Frontier Hackathon (announced June 26, 2026), beating over 10,000 participants and 2,857 projects. It was also admitted to Colosseum's Accelerator Cohort 5. The project's social activity has been active, with recent updates in September 2026. The website reports 57 hours of collected and verified operator data with 84.48% average accuracy. No significant negative events were found in the past two years.

Updated: Sep 12, 2026

Over the past six months, CrowdBrain's most significant milestone was winning the grand prize at the Solana Frontier Hackathon in June 2026, the largest crypto hackathon to date with over 10,000 participants and 2,857 submissions. The team won with its vertically integrated robotic DePIN network, which provides remote operation, data collection, and fault-recovery services for real robots, and was admitted to Colosseum's Accelerator Cohort 5.

Officially stated future development focuses on building the "human and operating layer for Physical AI," advancing the convergence of Solana and robotics. It plans to use simulation training and QA certification to select operators, while token incentives coordinate distributed contributors supplying real-world data and compute. The roadmap emphasizes scaling real-robot deployment, accumulating physical-world training data for embodied AI, and further maturing its decentralized infrastructure.

Updated: Sep 13, 2026

Nika Oniani, co-founder of CrowdBrain. Previously founded computer vision company Unleash AI (exited) and game studio Kind Knight Studio. Holds a BS in Computer Science from Free University of Tbilisi and worked as Senior Business Analyst at TBC Bank.

Erwin (@PrimeErwin), co-founder. Founded GameFi project $DFL (DeFi Land) in 2021, backed by NGC, Solana Ventures, and Jump.

Updated: Sep 12, 2026