Questions to ask before adding complexity
Complexity should buy operational leverage. If it only adds motion, it is a cost.
- Do not add bots faster than you can supervise them.
- Do not let AI-generated ideas skip validation because they sound sophisticated.
- Do not confuse activity growth with edge growth.
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.