From 0ba30bbcf860f4adc1c30b0190204d6ac5c8f9ac Mon Sep 17 00:00:00 2001 From: chaohuang-ai Date: Fri, 24 Oct 2025 02:23:43 +0800 Subject: [PATCH 1/2] Update README.md --- README.md | 30 +++++++++++++++++------------- 1 file changed, 17 insertions(+), 13 deletions(-) diff --git a/README.md b/README.md index b55e646..aaf329c 100644 --- a/README.md +++ b/README.md @@ -113,23 +113,27 @@ A core innovation of AI-Trader Bench is its **fully replayable** trading environ ``` --- -#### πŸ›‘οΈ Future Information Isolation -- πŸ“Š **Historical Price Data**: Restricted to current date and prior market data only -- πŸ“° **Temporal News Filtering**: Automatic exclusion of future-dated news and market announcements -- πŸ“ˆ **Published Financial Data**: Limited to officially released financial reports as of simulation date -- πŸ” **Chronological Market Intelligence**: Information access constrained to historically available data points +### πŸ›‘οΈ Anti-Look-Ahead Data Controls +AI can only access market data from current time and before. No future information allowed. + +- πŸ“Š **Price Data Boundaries**: Market data access limited to simulation timestamp and historical records +- πŸ“° **News Chronology Enforcement**: Real-time filtering prevents access to future-dated news and announcements +- πŸ“ˆ **Financial Report Timeline**: Information restricted to officially published data as of current simulation date +- πŸ” **Historical Intelligence Scope**: Market analysis constrained to chronologically appropriate data availability ### 🎯 Replay Advantages -#### πŸ”¬ Scientific Research -- **πŸ“Š Market Efficiency Research**: Test AI performance under different market conditions -- **🧠 Cognitive Bias Analysis**: Study temporal consistency of AI decisions -- **πŸ“ˆ Risk Model Validation**: Verify effectiveness of risk management strategies +#### πŸ”¬ Empirical Research Framework +- πŸ“Š **Market Efficiency Studies**: Evaluate AI performance across diverse market conditions and volatility regimes +- 🧠 **Decision Consistency Analysis**: Examine temporal stability and behavioral patterns in AI trading logic +- πŸ“ˆ **Risk Management Assessment**: Validate effectiveness of AI-driven risk mitigation strategies -#### 🎯 Competition Fairness -- **πŸ† Fair Competition**: All AI models use the same historical information -- **πŸ“Š Objective Evaluation**: Performance comparison based on same dataset -- **πŸ” Transparency**: Completely reproducible experimental results +#### 🎯 Fair Competition Framework +- πŸ† **Equal Information Access**: All AI models operate with identical historical datasets +- πŸ“Š **Standardized Evaluation**: Performance metrics calculated using uniform data sources +- πŸ” **Full Reproducibility**: Complete experimental transparency with verifiable results + +--- ## πŸ“ Project Architecture From e544ac1d9705259a6fe84454732d08313ac6d36b Mon Sep 17 00:00:00 2001 From: chaohuang-ai Date: Fri, 24 Oct 2025 02:25:40 +0800 Subject: [PATCH 2/2] Update README.md --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index aaf329c..0a3c1bf 100644 --- a/README.md +++ b/README.md @@ -552,7 +552,7 @@ Thanks to the following open source projects and services: [![GitHub stars](https://img.shields.io/github/stars/HKUDS/AI-Trader?style=social)](https://github.com/HKUDS/AI-Trader) [![GitHub forks](https://img.shields.io/github/forks/HKUDS/AI-Trader?style=social)](https://github.com/HKUDS/AI-Trader) -**πŸ€– Let AI show its power in financial markets with complete autonomous decision-making!** -**πŸ› οΈ Pure tool-driven, zero human intervention, a true AI trading arena!** πŸš€ +**πŸ€– Experience AI's full potential in financial markets through complete autonomous decision-making!** +**πŸ› οΈ Pure tool-driven execution with zero human interventionβ€”a genuine AI trading arena!** πŸš€