Algorithmic trading
Signals, execution and supervision
An algorithm can automate an entire system or just screening, sizing, order handling or exits. An operator still defines rules and permissible changes. Mechanical execution can reduce some impulsive decisions, but it removes neither design errors nor emotionally driven parameter changes, and supervision remains necessary.
From testing to operation
Historical testing should reproduce signal availability, Bid/Ask prices, costs, permitted volume and rejected orders. Forward testing then compares signal and execution logs. Identical code can behave differently after changes to the symbol, contract specification, timezone or platform version. A successful compilation is not a profitability test.
Exceptional states
Define responses to duplicates, missing data, disconnections, unknown server responses and position discrepancies. Reconciling account state matters as much as identifying an entry. Exposure limits and an independent stopping procedure can contain damage; closing a local application does not itself close positions held on a trading server.