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In the previous article "Developing a Replay System (Part 77): New Chart Trade (IV), I explained the subject as thoroughly as possible, while trying not to overcomplicate matters, even though this is often a rather complex topic. The question at hand is: how do you develop a communication protocol? This is essential if you want to transfer information between different applications or programs, whether they are running in the same environment or not. In our specific case, we want the Chart

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Market Profile is not a traditional technical indicator and it does not provide direct trading signals. But it complements a trading system, allowing traders to arrange the data and determine who controls the market, what fair value is, and what factors influence price movements.

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Price forecasting and market trend prediction are central tasks for successful trading and risk management. High-quality price movement forecasts enable traders to make timely decisions and avoid financial losses. However, in highly volatile markets, traditional machine learning models may be limited in their capabilities.

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The idea was to study a lot of historical data using an algorithm that would find repeating patterns and evaluate their performance. Sounds interesting? In reality, the implementation turned out to be not so simple.

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Let's sum it up. We have created a system that looks for arbitrage opportunities. Remember that the system does not solve all your financial problems.

We have sorted out backtesting. It works with time-based data, and even better, it allows us to see how our system would have worked in the past.

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