Paper trading that behaves like a live venue
Build paper trading that models queues, partial fills, fees and rejects. Compare simulated fills with venue mechanics before an agent risks live capital.
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Broker sandboxes expose a compliance gap in live trading
Broker sandboxes validate API calls, not live execution. Learn to test fills, permissions, audit trails and fail-safe controls before unattended orders.
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Backtesting vs forward testing for autonomous strategies
Compare backtesting vs forward testing for agent strategies, measure execution gaps, and set gates before an unattended system sends live orders.
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What an agent needs from a broker API: a 30-day plan
Map broker API capabilities, order states, limits and recovery tests into a 30-day build plan, then validate safe order placement before live trading.
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Backtesting vs forward testing for agent strategies
Compare backtesting vs forward testing for trading agents, with practical checks for data leakage, fills, latency, risk limits and live order behaviour.
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Broker sandboxes test requests, not live trading behaviour
Broker sandboxes validate API wiring but often fake fills, liquidity and risk. Compare paper feeds, simulators and small live tests before unattended deployme
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