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Field notes on observability

How we think about watching a whole stack — services, data, models, and cost — and handing the answer to a human or an agent instead of a dashboard to dig through.

Why cost belongs in a ledger, not a metricCloud and AI bills restate themselves after you first record them. That single fact is why byteshift stores spend as a FOCUS-shaped ledger instead of a time series.EngineeringJuly 8, 2026·4 min readBlast radius: turning eleven alerts into one incidentThe call graph already knows which alerts are the same problem. Walking it backwards is how byteshift collapses a storm of pages into a single, ranked incident.ProductJune 24, 2026·4 min read
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