Lesson Context Market Feed
SPY $746.20 +0.47%
QQQ $719.30 +0.67%
AAPL $309.62 +1.52%
MSFT $418.28 -0.19%
NVDA $217.16 -1.07%
XLK $180.82 +1.24%
Practical Understanding

Questions that keep optimization honest

These filters help distinguish productively refining a strategy from merely rescuing it.

Checklist Main question: What caused the result? Best output: Diagnose or retire Screen: Analytics dashboard
Key Takeaways What to take from this lesson
Metrics to watch weekly Signs you should not optimize yet
Risk Frame Optimization warning
  • Do not optimize to erase normal drawdown.
  • Do not compare strategies that operate under different capital realities.
  • Do not keep a bot alive just because the dashboard is interesting.
Checklist

Metrics to watch weekly

  • Expectancy and trade quality trend.
  • Drawdown duration relative to plan.
  • Exposure concentration by symbol or strategy family.
Checklist

Signs you should not optimize yet

  • You cannot explain what specifically changed in behavior.
  • The review is driven only by recent pain or recent euphoria.
  • The proposed adjustment rewrites the thesis instead of refining it.
Checklist

Strong review outcomes

  • Leave the strategy unchanged and keep monitoring.
  • Tighten capital rules without altering the signal logic.
  • Retire the bot because the thesis no longer earns desk space.