Ampere

You fine-tuned an open-weight model. Now how does anyone actually talk to it? Dedicated GPUs vs serverless inference, and the math that decides it.

One chat turn isn't one model call. It's moderation, PII filtering, a tone-based router, and activation classifiers — here's the documented graph.

You don't need 10,000 examples to make a model sound like you. The real number is closer to 100 — if the edits are opinionated.