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Notes from the workbench.

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How I red-team an AI agent

My loop: map the surface, plant the trap, measure the bite.

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Red teaming · 3 min

How I red-team an AI agent

My loop: map the surface, plant the trap, measure the bite.

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Annotation · 3 min

From annotation to adversarial evals

What labeling thousands of outputs taught me about breaking models.

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Craft · 2 min

A CV verified by code, not eyeballs

Every text item machine-checked inside the page frame.

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