Challenge
Swing research workflows can become fragile when market-data sync, indicator freshness, candidate scanning, paper-trade deployment, and trade lifecycle tracking live in separate tools. The goal was to make every entry decision traceable to data readiness, scan context, and safety validation before the system creates a paper position.