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Adaption

Adaption Labs develops adaptive AI systems that continuously learn and adapt to individual users, industries, languages, and specializations, challenging the dominant paradigm of monolithic, one-size-fits-all AI models that are frozen in training data and updated in slow expensive cycles. The company is betting against brute-force scaling, instead building efficient AI that continually learns through on-the-fly…

📍 San Francisco, United States · AI Infrastructure,

Funding snapshot

Last roundSeed
Amount$50M
Date6 February 2026
Total raised$50M
Team size31

About

Adaption Labs develops adaptive AI systems that continuously learn and adapt to individual users, industries, languages, and specializations, challenging the dominant paradigm of monolithic, one-size-fits-all AI models that are frozen in training data and updated in slow expensive cycles. The company is betting against brute-force scaling, instead building efficient AI that continually learns through on-the-fly malleable datasets, gradient-free learning, and continual learning algorithms. Adaption's thesis is that intelligence should not arrive preconfigured—users should not need to become prompt engineers to get value from AI. The company is developing three core areas: Adaptive Data (dynamically shaping data at scale to target new objectives and rapidly scale quality), Adaptive Intelligence (next-generation adaptive intelligence evolved for any industry, language, or specialization), and Adaptive Interfaces (an innovation hub focused on reimagining the human-AI interaction interface). The platform addresses the fundamental limitation of current AI systems: they work well until a use case doesn't fit the average, at which point users must rephrase, contort requests, or compensate for AI limitations. By building adaptability-first systems that interact with the world rather than relying on pre-trained parameters, Adaption aims to deliver extremely efficient intelligence that extends human capability. Founded and headquartered in San Francisco, United States, Adaption Labs has raised approximately $50 million at the Seed stage from investors including Emergence Capital, Mozilla Ventures, Fifty Years, Threshold, E14 Fund, Neo, and AIC.

Business model

AI Infrastructure > Machine Intelligence Systems > Artificial General Intelligence

Team background

College Wise > IIT Kharagpur, Cornell University

Institutional investors

Emergence Capital Mozilla Ventures Fifty Years Threshold AIC E14 Fund Neo

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