Basics

What advanced automation should do for the desk

The advanced layer should increase throughput and clarity, not blur responsibility.

Concepts Advanced goal: Scale without losing control AI role: Assist, compare, summarize Desk rule: Stability before expansion

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Key Takeaways What to take from this lesson

Scale templates, not accidents Give each bot a job

Risk Frame Advanced workflow warning

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.

Reuse

Scale templates, not accidents

Expand a process only after one version has proven understandable, testable, and operable under normal stress.

Separation

Give each bot a job

Multiple bots should represent distinct roles, universes, or conditions. Cloning vague overlap increases correlation without adding resilience.

Use machine help where it is auditable

Summaries, comparisons, signal review, and pattern triage are useful AI roles because a human can still evaluate the output before it touches capital.