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Wait, Training AI with Swift Instead of Python? Here's Why Developers Are Paying Attention

Training AI with Swift? At first, even I thought, "Does that make sense?" But after seeing the MLX framework Apple released last year, I changed my mind. It's now possible to fine-tune models directly with Swift on Apple Silicon—on an M2 MacBook.

GRINDA AI
May 11, 2026
1 min read
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You know that feeling when reviewing a buyer's email and thinking, "Is this a scam?" I faced that exact situation last year.

✉️ That’s when I started integrating on-device AI into my email analysis. Since data never leaves the device, I feel much more secure pasting confidential transaction terms or draft contracts into it.

🔑 It’s now actually possible to run LLMs locally on an M2 MacBook using Apple's MLX framework — there are quite a few demos on GitHub. I'm currently using it to quietly review localized buyer contracts without relying on the cloud.

⚡ It’s not perfect yet. Trade-specific terminology still trips it up occasionally. But the simple fact that you can use it without data being leaked externally is a very compelling feature for international sales tasks.

Has anyone else tried using AI tools for buyer communication? I'm curious what you're using them for 👇

#Export #InternationalSales #LeadGeneration #OnDeviceAI

ExportInternational SalesLead GenerationOn-device AI