On-Device AI: What Your Phone Can Actually Run Locally
A breakdown of what on-device AI models can handle on a modern smartphone, and where they still hand off to the cloud.
Emergent Wire
Author
Technical Writer, Frontier AI Coverage
8+ years experience
Priya Nakamura started as a developer relations engineer at two developer-tooling companies before moving into full-time technical journalism. She spends most of her working week with API documentation, model cards, and changelogs that most outlets skip past, and she is the person on staff most likely to have actually run the eval a press release is citing. At Emergent Wire she covers developer-facing AI tooling, agent frameworks, and the practical gap between a model's stated capabilities and what shows up in a production integration.
A breakdown of what on-device AI models can handle on a modern smartphone, and where they still hand off to the cloud.
Priya Nakamura · · 6 min read
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Priya Nakamura · · 6 min read
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Priya Nakamura · · 6 min read
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Priya Nakamura · · 5 min read
AI code review tools genuinely catch real bugs before they ship, but they’re reliable for specific categories of problems and weak for others worth knowing in advance.
Priya Nakamura · · 5 min read
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Priya Nakamura · · 5 min read
AI image generators have gotten dramatically better at text rendering, hands, and following detailed instructions, though specific weaknesses remain.
Priya Nakamura · · 6 min read
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Priya Nakamura · · 5 min read
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Tool-using AI agents can browse the web, run code, and call outside services on their own — but "on their own" still comes with real limits worth understanding.
Priya Nakamura · · 6 min read
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