LLMs & Models6 min read
Agentic Finance
Why returns alone lie: NextFund opens the black box on AI trading agents
NextFund records every decision an AI trading agent makes in live markets, letting users compare models, inspect rationales, and diagnose failures. An eight-LLM test across US, China, and Hong Kong equities shows that similar intermediate signals can diverge into starkly different portfolio behaviors, and that quarterly rankings flip depending on which metric matters most.
2026-07-27