Roadmap: Next-Gen Features & Research Directions

[OnePunchMonk]

AgentQuant Future Roadmap

Full roadmap with 30+ ideas organized by category and priority: see ROADMAP.md

TL;DR: Top Categories

🔴 Credibility & Safety (must-dos before live trading)

• Monte Carlo path analysis
• Kelly criterion position sizing
• Regime change detection
• Real-time Sharpe monitoring

🟠 Hypothesis Intelligence (research agent enhancements)

• Skepticism scoring
• Seasonal patterns
• Hypothesis aging
• Mutation engine

🟢 Multi-Strategy & Portfolio (scaling)

• Portfolio optimizer
• Strategy regime router
• Correlation analysis
• Hedging logic

🟢 Research & Benchmarking

• Public baseline comparison
• Ablation studies
• Cross-market generalization
• Uncertainty quantification

💡 Explainability

• Strategy rationale generation
• Decision tree extraction
• Backtest visualization
• Failure archival

🚀 Live Trading (when production-ready)

• Paper trading simulator
• Broker API integration
• Risk limits framework
• Alert system

📊 Better Metrics

• Calmar, Sortino, Omega
• Drawdown analysis
• VaR metrics
• Information ratio

🧠 Advanced Techniques

• Self-critique loop
• Contrastive learning
• Retrieval-augmented generation
• Multi-turn refinement

How to Engage

👍 React on this issue to vote for what you care about most
💬 Comment with ideas, variants, or concerns
🔗 Link from ROADMAP.md when ready to open implementation issues

Next Steps

1. Read ROADMAP.md in full
2. Vote on what matters
3. We'll open detailed issues for top-voted items

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See ROADMAP.md for full descriptions, effort estimates, acceptance criteria, and rationale.