🎓 Incubated at the Hong Kong University of Science and Technology (Guangzhou), we're a research-driven team building toward financial agents evaluation, analysis & optimization — closing the last mile of financial Agent deployment.

🤔 Most benchmarks test textbooks. Finance needs markets and visible decisions — generic scores rarely show whether an Agent can handle volatility, respect compliance gates, and make robust investment decisions.

🏦 We deliver a standardized framework grounded in real business: deep evaluation beyond generic benchmarks, flexible tuning (hallucination detection, prompt & model routing, tool-call optimization), and full-chain analysis that turns traces into reusable data assets.

🤝 From NextFund leaderboards to project-based consulting, we help institutions deploy financial agents they can trust. Scan the QR code below to learn more about our work and how you can get involved.