Side-by-side comparison of AI visibility scores, market position, and capabilities
YC W26. $43M raised. Founded by François Chollet (Keras creator) and Mike Knoop (Zapier co-founder). Post-LLM AGI research.
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.
Adept AI raised $415M to pioneer computer-use AI agents; its core research and agent team moved to Amazon in 2024 in a landmark talent acquisition while the company continues developing ACT-1 for enterprise automation.
Adept AI was founded in 2022 by a team of former OpenAI, DeepMind, and Google Brain researchers to build AI that can take actions on computers — navigating software interfaces, filling forms, and executing multi-step workflows in any application. Its ACT-1 model demonstrated the ability to control web browsers and desktop applications through natural language instructions, pioneering the computer-use agent paradigm that Anthropic later commercialized with Claude's computer use feature.
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