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AI Agents and the Infinite Backlog: 5 Roles SMBs Need

Agents do not only save time. They reveal everything your team could be doing but never got to. That creates an "infinite backlog" and shifts the bottleneck from execution to management quality.

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The 5 constraints after agent adoption

1. Judgment

What to prioritize first

2. Planning

How to sequence parallel agent work

3. Coordination

How teams avoid overlap and conflict

4. Evaluation

How quality is checked before shipping

5. Absorption

How much output customers can actually consume

Visual map: constraints to roles

RolePrimary focus
Agent Ops OwnerRuntime stability, permissions, tool connections
Context LibrarianKnowledge quality, freshness, access control
Eval OwnerQuality gates, test criteria, acceptance thresholds
Coordination LeadCross-team visibility and dependency control
Portfolio ManagerStart, scale, merge, or kill agent initiatives

30-day rollout for smaller teams

Days 1-10

Pick one process and define quality criteria before scaling.

Days 11-20

Assign role ownership for context, evaluation, and coordination.

Days 21-30

Measure output quality and kill low-value experiments fast.

Original source and references

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