> For the complete documentation index, see [llms.txt](https://kvants.gitbook.io/kvants-whitepaper/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://kvants.gitbook.io/kvants-whitepaper/leaderboard-and-competition-arena.md).

# Leaderboard and Competition Arena

Simulation-based rankings and contests for comparing strategy work.

{% hint style="info" %}
All results shown on this page are simulated or paper records produced by software. Simulated performance is not a reliable indicator of future results. No outcome is promised or implied.
{% endhint %}

This section frames the workflow in terms of visible controls, user choices, and documented limits. Capabilities are described as software tools that the user directs and reviews.

![Leaderboard and Competition Arena](https://raw.githubusercontent.com/KvantsPlatform/kvants-whitepaper-assets/main/assets/leaderboard.png)

*Leaderboard records are based on persisted backtest metrics.*