CONTRIBUTING: How to Audit Our Strategies

[michaeljiangmingfeng-debug]

Want to contribute? Start by auditing.

Step-by-Step Audit Guide

1. Pick a strategy (let's say DIP-US — the simplest to verify)
2. Get the mechanism: Go to AI Hall and read the full description
3. Use your own data source: Yahoo Finance VIX data, CBOE historical data, whatever you trust
4. Implement the logic: "Buy TQQQ when VIX exceeds extreme threshold, sell after recovery"
5. Backtest from 2008 to today
6. Report your findings: Open an issue or PR with your results

Using AI for Verification

The AI Hall has full mechanism descriptions in machine-readable format. Feed them to your preferred AI:

"Read https://www.quanttogo.com/ai/ and independently verify the mechanism 
for DIP-US. Does the logic make economic sense? Can you implement it 
with public data and reproduce similar results?"

We've tested this with 6 AI platforms (Grok, ChatGPT, Claude, DeepSeek, Kimi, Doubao). Results vary, but none found data fabrication.

Using the MCP Server

For programmatic access:

npx quanttogo-mcp

This gives you live access to:

• Current positions and signals for all 8 strategies
• Historical NAV data
• Strategy metadata and mechanism descriptions

What We're Looking For

• Discrepancy reports: If your backtest doesn't match, tell us why
• Alternative implementations: Different data sources, different languages
• Factor validation: Independent research on the macro factors we use
• Edge case analysis: What happens to CNH-CHAU during capital control changes? What about DIP-A during trading halts?

Every audit makes our strategies stronger. That's the whole point of transparency.