One artifact · Three reading lenses

The Agents Were Never the Bottleneck

Three materially different teaching systems. One locked 1,103-word article. Choose architecture, diagnosis, or lived transition without changing the argument.

01

Architectural

The Workbench

An exploded operating substrate assembles around capable agent execution.

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02

Diagnostic

Fault Isolation

A failure-attribution system separates model problems from operating-system failures.

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03

Experiential

Regaining Control

A before, transition, and after narrative shows control moving from touch to governance.

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