No Priors: Artificial Intelligence | Technology | Startups Erik Bernhardsson on Creating Tools That Make AI Feel Effortless
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Jan 9, 2025 In a lively conversation, Erik Bernhardsson, founder and CEO of Modal Labs and former Spotify ML lead, unveils his journey into simplifying ML workflows. He discusses the shift to serverless AI infrastructures and the importance of flexible GPU resource management. Erik emphasizes the balance between training custom models and using off-the-shelf solutions. He also highlights AI's revolutionary influence across coding, physics, and music, underscoring the need for innovative data storage approaches in the AI era.
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Early Infrastructure Work
- Erik Bernhardsson built Spotify's recommender system and infrastructure, including a workflow scheduler (Luigi) and a vector database (Annoy).
- These tools, though innovative at the time, are now largely unused.
Modal's Origin
- Erik Bernhardsson's frustration with existing cloud infrastructure led him to found Modal.
- Modal aims to make cloud development as seamless as local development, prioritizing fast feedback loops.
Modal's Offerings
- Modal offers a serverless platform with a large, multi-tenant GPU pool, simplifying capacity planning for AI engineers.
- It also provides a Python SDK that handles containerization and infrastructure, allowing engineers to focus on code.