Adept CEO David Luan on Upleveling Human Work

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Commoditization
The commoditization of AI models is reshaping the landscape of AI development. argues that the space is rapidly becoming a cost-driven game, with many companies focusing solely on training models without long-term defensibility. He believes that the future belongs to those who can integrate unique data generation methods with base models, creating a competitive edge.
There's no real long-term defensibility in ideas in that space because they diffuse within order of months.
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This shift emphasizes the importance of cost efficiency and innovative data strategies for sustained success in AI 1.
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Open Source
Open source is gaining momentum in the AI sector, challenging traditional commercial models. highlights how open source is advancing rapidly, with companies like Meta investing heavily, setting a high standard for AI models. He notes that businesses must find alternative revenue streams beyond just superior models to remain viable.
Open source is getting really good really fast.
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This evolution suggests that open source could redefine competitive dynamics in AI, pushing companies to innovate beyond model development 1.
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