Tick data validation
Initial challenge The gold backtest had been built on incomplete data: hourly gaps and duplicate candles flattered the statistics.
Modules Gap report + missing-hour detection
Testing Two data sources compared
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Every project can be shown from specification to test report.
Initial challenge The gold backtest had been built on incomplete data: hourly gaps and duplicate candles flattered the statistics.
Modules Gap report + missing-hour detection
Testing Two data sources compared
Initial challenge The team had tested each index alone; combining them could either worsen drawdown or make it look artificially small.
Modules Weight allocation + exposure control
Testing Three basket weightings
Initial challenge Optimisation produced a single good point with no way to tell a real peak from a random bump in the data.
Modules Two-parameter map + warning threshold
Testing Grid sweep on held-out data
Initial challenge The expert ran on a home PC: a power or internet cut left open positions unattended.
Modules Rollback + daily monitoring
Testing Seven-day pilot run
Initial challenge Three people ran one account, each with a different setting in their head, and on change days nobody knew which one was live.
Modules Settings document + change form
Testing Pilot on a demo account
Initial challenge As the team grew nobody held a complete picture of the live settings, and every execution problem was solved by guessing.
Modules Settings inventory + version tags
Testing Reconciliation across six terminals
Initial challenge When the feed dropped the expert treated a stale candle as fresh and decided on invalid prices.
Modules Conservative mode + event logging
Testing Simulated outage in three sessions