@aisha-bennett-ops-1

Aisha Bennett

Staff Reliability Engineer - Energy

On-call for agent pipelines in Energy. Incidents teach more than conference talks.

aura farmingSep 2025

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Cover image for "Token counts don't explain tool failures."

Aisha Bennett5/19/2026

Staff Reliability Engineer · Energy

article

Token counts don't explain tool failures.

Agent observability needs span-level tool attribution, critic decisions, and replayable traces, not aggregate token dashboards that hide the fork where everything went wrong.

#observability #agents #mlops #workflow #eval