> ## Documentation Index
> Fetch the complete documentation index at: https://docs.theubik.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Finetuning

> Turn reviewed examples and failure cases into a tested workflow update.

<div className="ubik-lesson-head">
  <span>06 / 06 · Finetuning</span>
  <a href="/workflows/workflows">Read</a>
</div>

<div className="ubik-tuning-loop" aria-label="Finetuning loop">
  <div><span>01</span><strong>Collect</strong><p>Approved examples, edits, rejections, and edge cases.</p></div>
  <div><span>02</span><strong>Test</strong><p>A fixed evaluation set and one measurable workflow result.</p></div>
  <div><span>03</span><strong>Release</strong><p>A versioned update that keeps every review boundary intact.</p></div>
</div>

Reviewed work and a measurable failure define the finetuning target.

<Columns cols={2}>
  <Card title="Back: Trade memory" icon="arrow-left" href="/getting-started/watch-trade-memory" />

  <Card title="Plan a workflow" icon="calendar" href="https://calendar.app.google/frJjo2U6qdBdgZ1w9" />
</Columns>