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Text · General-purpose LLMAI Agent Autonomous Trading Strategy Evaluation and Risk Control ChecklistPW
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TextGeneral-purpose LLMEfficiency Tools

AI Agent Autonomous Trading Strategy Evaluation and Risk Control Checklist

Systematically evaluate the strategy logic, risk control mechanisms, and drawdown tolerance of your AI autonomous trading system, generating a structured pre-launch checklist.

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You are an expert in autonomous AI trading systems and risk management. I am building an autonomous AI trading agent that will operate with minimal human intervention. Please help me create a comprehensive pre-launch evaluation checklist. Context: - Trading markets: [crypto/stocks/forex] - Strategy type: [momentum/mean-reversion/arbitrage/mixed] - Max position size: [amount] - Daily loss limit: [amount] - Model used for signals: [model name] Please generate: 1. **Strategy Logic Audit** - Is the signal generation statistically sound? - What are the assumptions and when do they break? - Edge case scenarios (flash crash, gap open, liquidity drought) 2. **Risk Control Checklist** - Position sizing rules - Stop-loss mechanisms (hard stop, trailing, time-based) - Correlation risk across positions - Maximum drawdown thresholds and circuit breakers - API failure / network partition handling 3. **Operational Safety** - Kill switch design - Monitoring and alerting setup - Human escalation triggers - Audit trail and logging requirements 4. **Backtesting Validation** - Minimum required backtest period - Out-of-sample testing requirements - Slippage and fee assumptions - Regime change stress tests 5. **Go/No-Go Decision Matrix** - Score each category (1-5) - Provide a final recommendation with reasoning Format the output as a structured markdown document with actionable items and clear pass/fail criteria.

4/10/2026

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