Stefan Simik stefansimik

TASK: PROMPT OPTIMIZATION

Optimize the following prompt. Goal: Maximum signal-to-noise ratio - every word must carry information.

⚠️ CRITICAL RULE: LANGUAGE PRESERVATION

Original prompt in Slovak → Optimized in Slovak
Original prompt in English → Optimized in English
Language is NEVER changed. Content is optimized, language remains the same.

PROMPT TO OPTIMIZE:

🔄 Current System Analysis & Limitations

The current backtesting system handles many order-fill scenarios effectively, particularly with L2 data. While the existing probabilistic FillModel serves its purpose for basic scenarios, there are several significant limitations that prevent realistic simulation of market dynamics:

Key Limitations

Can't Simulate Competition for Liquidity

The system cannot model how market participants compete for available liquidity, treating all visible volume as fully accessible.

	from datetime import datetime, timezone

	import pandas as pd
	from nautilus_trader.backtest.engine import BacktestEngine
	from nautilus_trader.backtest.models import MakerTakerFeeModel
	from nautilus_trader.config import BacktestEngineConfig, LoggingConfig, StrategyConfig
	from nautilus_trader.core.datetime import dt_to_unix_nanos
	from nautilus_trader.model.currencies import USD
	from nautilus_trader.model.data import Bar, BarSpecification, BarType
	from nautilus_trader.model.enums import (