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Why Local-First AI Workflows Are Becoming Strategic for Startups

Local-first AI workflows are gaining traction because startups need more than flashy demos. They need predictable costs, tighter data control, lower latency, and systems that keep working when external services fail. Here is why the shift matters and how to adopt it pragmatically.