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When You Don't Need an LLM: Splitting Work Between Device, Classifier and Big Model
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When You Don't Need an LLM: Splitting Work Between Device, Classifier and Big Model

DEV Community: laravelΒ·Gabriele PierettiΒ·about 6 hours ago
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In version 1.0 of the Laravel AI SDK , classification becomes a capability of its own, alongside text, images, audio and embeddings. That is not a catalogue detail: it is the framework saying out loud something anyone running an AI product has already paid to learn β€” that "answer a closed question" and "generate something" are two different jobs, with different costs and different risk profiles. In Miraviso that split was not an optimisation that arrived later. It is the reason the product can claim that hair colour never leaves the device.

What it looks like in the SDK

The API is deliberately narrow.…

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