https://finance-agents.dev/appendix2026-10-11T00:00:00.000Zhttps://finance-agents.dev/zh/appendix2026-10-11T00:00:00.000Zhttps://finance-agents.dev/chapters/1-data-and-tools2026-10-11T00:00:00.000Zhttps://finance-agents.dev/zh/chapters/1-data-and-tools2026-10-11T00:00:00.000Zhttps://finance-agents.dev/chapters/10-backtesting-replay-and-leakage-control2026-10-11T00:00:00.000Zhttps://finance-agents.dev/zh/chapters/10-backtesting-replay-and-leakage-control2026-10-11T00:00:00.000Zhttps://finance-agents.dev/chapters/2-investment-research-and-deep-research2026-10-11T00:00:00.000Zhttps://finance-agents.dev/zh/chapters/2-investment-research-and-deep-research2026-10-11T00:00:00.000Zhttps://finance-agents.dev/chapters/3-multi-agent-research-and-decision-systems2026-10-11T00:00:00.000Zhttps://finance-agents.dev/zh/chapters/3-multi-agent-research-and-decision-systems2026-10-11T00:00:00.000Zhttps://finance-agents.dev/chapters/4-trading-execution-and-portfolio-management2026-10-11T00:00:00.000Zhttps://finance-agents.dev/zh/chapters/4-trading-execution-and-portfolio-management2026-10-11T00:00:00.000Zhttps://finance-agents.dev/chapters/5-quantitative-research-automation2026-10-11T00:00:00.000Zhttps://finance-agents.dev/zh/chapters/5-quantitative-research-automation2026-10-11T00:00:00.000Zhttps://finance-agents.dev/chapters/6-finance-operations-and-accounting2026-10-11T00:00:00.000Zhttps://finance-agents.dev/zh/chapters/6-finance-operations-and-accounting2026-10-11T00:00:00.000Zhttps://finance-agents.dev/chapters/7-risk-compliance-and-audit2026-10-11T00:00:00.000Zhttps://finance-agents.dev/zh/chapters/7-risk-compliance-and-audit2026-10-11T00:00:00.000Zhttps://finance-agents.dev/chapters/8-personal-finance2026-10-11T00:00:00.000Zhttps://finance-agents.dev/zh/chapters/8-personal-finance2026-10-11T00:00:00.000Zhttps://finance-agents.dev/chapters/9-evaluation-benchmarks-and-arenas2026-10-11T00:00:00.000Zhttps://finance-agents.dev/zh/chapters/9-evaluation-benchmarks-and-arenas2026-10-11T00:00:00.000Zhttps://finance-agents.dev/2026-10-11T00:00:00.000Zhttps://finance-agents.dev/zh/2026-10-11T00:00:00.000Z