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

# Examples

> Eight end-to-end Flash distillation examples across SFT, GRPO, and OPD.

The [flash-example repository](https://github.com/freesolo-co/flash-example)
contains eight small, self-contained end-to-end examples that show the full
Flash workflow. They distill Kimi K2.6, or GLM-5.2 where Kimi K2.6 was
low-yield, into 2B-9B models that match or near-match GPT-5.5 on each task's
held-out set at a fraction of the parameter footprint. The shipped recipes span
pure SFT, single-stage OPD, SFT-to-GRPO warm starts, and SFT-to-OPD warm starts,
with exact configs and results in each example README and the repository's
`RESULTS.md`.

<Card title="Explore the flash-example repository" icon="github" href="https://github.com/freesolo-co/flash-example">
  Browse the environments, training configs, held-out evaluations, and final
  results.
</Card>