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Working notes on automated operations reporting and the engineering behind the pipeline.

2026-10-01

Why four agents beat one prompt for weekly reporting

A single model call that “summarises the week” fails silently: you cannot tell whether a number was wrong, missing, or invented. Splitting collect, clean, analyze and report into separate agents makes every failure attributable.

2026-10-01

Anomaly detection that admits uncertainty

Z-scores and consecutive-drift checks catch the movements that matter. The hard part is honest language: a flagged drop has candidate causes, not a confirmed one.

2026-10-01

WoW vs YoY: which change actually deserves your Monday

Week-over-week tells you what moved. Year-over-year tells you whether it matters. Reporting both, with the base period stated, stops the seasonal false alarms.

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