Kristian Fagerlie demonstrates an AI-assisted workflowWorkflow automation uses software or AI to complete a connected sequence of routine steps with less manual effort. for researching Bitcoin trading strategies, collecting historical data and setting up backtests on Hyperliquid. He describes each strategy as a separate trading pod.
An initially promising backtest fails a subsequent robustness checkEvaluation is the systematic assessment of a system's behaviour or results against explicit criteria., illustrating how a short data window can exaggerate performance. A later candidate also has a short history and a meaningful risk of loss.
Despite those limitations, Fagerlie builds a small live experiment and tests that the system can open and close a position. He says he will monitor the result and report back, rather than claiming the strategy is proven profitable.
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