Module 03 · Checklist

Questions to ask before adding complexity

Complexity should buy operational leverage. If it only adds motion, it is a cost.

Safe scaling rules

Know how each additional bot changes aggregate exposure.
Keep environments and capital buckets clearly separated.
Expand only when monitoring capacity keeps up with system count.

Where AI genuinely helps

Summarizing analytics and performance drift.
Comparing strategy variants before formal testing.
Highlighting operational anomalies for human review.

Signals you are scaling too fast

You can no longer explain why each bot exists.
Health monitoring turns into reactive firefighting.
You need AI output because the desk logic is already too complex to audit manually.

In this lesson

Safe scaling rules
Where AI genuinely helps

Try it — forecast confidence

A model output isn't a single line — it's a range. Higher confidence narrows the cone; lower confidence widens it. Treat the width as the honest uncertainty of the call.

Model confidence 70%

Central call

+4.0%

Range

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Read

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Advanced workflow warning

Do not add bots faster than you can supervise them.

Strategy Creator

Backtesting Engine

Chart Analysis

Analytics Workspace

Portfolio & Live Trading

All features

Questions to ask before adding complexity