Simple Trading

Strategy 1 is a simple trading strategy where we task the model with buying and selling MSFT stock at predetermined times. We take Databento's market-by-price L10 data for MSFT. We then randomize the volume available at each price level to enforce correct synthetic-book reservation. If we schedule a trade for 10 shares and only 8 exist in the book, the model must only take 8. This caps the max volume available in the book.

The strategy tracks: Cash and MSFT position; Realized P&L using FIFO accounting; Unrealized P&L based on raw-book mid-prices; An equity curve and maximum drawdown; Synthetic-book statistics such as total size available and bid/ask VWAP post model trades.

Total Account Value

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Single-Stock Scheduled Execution

ModelMean MAEBest Run MAEExecutable Passes
gemini-3-pro-preview14.8314.835
claude-sonnet-4.516.3616.355
claude-opus-4.5111.407.183
grok-4121.857.224
deepseek-v3.2139.197.265
command-a184.90153.101
nova-premier-v1242.34153.102
mistral-large-2512361.8723.015
gpt-5.1-codex-max844.740.0025
gpt-5.21,545.89153.105
qwen3-max2,015.6616.395
llama-3.1-nemotron-ultra2,511.13111.633
llama-4-maverick4,137.62170.065