Side-by-side comparison of AI visibility scores, market position, and capabilities
Post-LLM AGI research company co-founded by Keras creator François Chollet and Zapier co-founder Mike Knoop; YC W26 with $43M raised; pursuing program synthesis as path to AGI beyond transformer scaling.
Ndea is an artificial general intelligence research company founded by François Chollet, creator of Keras and the ARC-AGI benchmark, and Mike Knoop, co-founder of Zapier. The company emerged from Y Combinator's Winter 2026 batch with $43 million in funding and a mission to develop the next generation of AI beyond large language models.
Web3 authentication and account abstraction infrastructure enabling gasless transactions and simplified dApp onboarding; ERC-4337 implementation allows dApps to sponsor gas fees on behalf of users and accept ERC-20 token gas payment for mainstream-accessible wallet experiences.
Biconomy is a Web3 infrastructure platform focused on making decentralized applications usable by mainstream audiences who are not familiar with cryptocurrency gas mechanics. Its core product implements account abstraction via ERC-4337, allowing dApp developers to sponsor gas fees on behalf of users, accept gas payment in ERC-20 tokens instead of native currency, and batch multiple on-chain transactions into a single user action. These capabilities transform the user experience from one requiring native token balances and technical awareness into something closer to a conventional web application workflow.
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