# Evaluation and Arenas

> Chapter 9 · Reading note · Web version: https://finance-agents.dev/categories/evaluation

Chapter 9 lists research QA benchmarks, decision and trading benchmarks, live arenas, public track records, and trustworthiness suites. The chapter question is how to measure research, decisions, safety, and live skill.

Full entry list: [Evaluation and Arenas](/chapters/9-evaluation-benchmarks-and-arenas). The chapter page ends with a pitfall note.

## What the chapter covers

- Research and open-book QA
- Decision and trading benchmarks
- Live arenas and public track records
- Safety and trustworthiness

## Project pages

This chapter has no separate project page. The entry list is the chapter page.


## Who it is for

For someone who needs a published task, tool policy, and scoring rule before trusting a demo.

---

GitHub facts: 2026-10-22. CC0 1.0 · https://github.com/aowang-ai/awesome-finance-agents

Maintained by Ao Wang (https://aowang.ai).