Guide

4 min read

Connect over SSH and Jupyter

Written by

Molten

Make a key, add it once, and every GPU you rent takes it. Jupyter rides on the same connection.

It’s the pipeline, not the model

Most inconsistency comes from retrieval returning different context, prompts drifting between versions, and tools failing silently.

Pin everything

Version your prompts, your retrieval settings and your tool schemas together, so a change in one is visible in your evals.

Measure variance directly

Run the same input ten times. If the answers differ in ways your users would notice, you have found your next fix.

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Next step

Have a model that needs a GPU?

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