SRE
Every DataAgent post tagged SRE: 6 articles.
Engineering11 minIs AI Making Your SRE Team Better? Ask the Scale, Not the Mirror
AI makes engineers faster at producing changes and makes production less stable. Which effect wins depends on your platform. Four production numbers tell you whether AI is actually making your SRE team better.
Shahar Harap • Oct 11, 2026
Engineering13 minLeft of Boom, Right of Boom: Prevention and Remediation Are One Loop
The industry split reliability into two disciplines: prevent it, and survive it. Both ask the same causal question — which change produces which failure — and neither can answer it alone. Why the postmortem is a broken transfer mechanism.
Nati Shalom • Aug 26, 2026
Engineering14 minThe Great Inversion: AI Writes the Code, Production Pays the Review Bill
Generation got two orders of magnitude cheaper; human verification capacity did not move. GitClear's 2026 data shows duplication at its highest recorded level while refactoring falls — and the defects that reach production are structural, not syntactic.
Nati Shalom • Aug 26, 2026
Engineering12 minPrecision vs. Recall: Why Observability Costs So Much
Observability bills are shaped by one unstated assumption: a human might need to scroll back. That is collection optimized for recall. An agent present at the moment of the fault optimizes for precision — and precision scales with your incident rate, not your estate.
Nati Shalom • Aug 26, 2026
Engineering11 minWhat Is Remediation in Production Systems? Mitigation, Remediation and Resolution, Defined
Remediation means correcting the condition that caused a fault — not reducing its impact, not restoring service, not closing the ticket. The difference between mitigation, remediation, resolution and recovery, and what makes an action safe to automate.
Nati Shalom • Aug 26, 2026
Engineering13 minAutonomy Is a Body Problem, Not a Data Problem
In 2026 the biggest observability vendors conceded that fixing, not watching, is the point. But an agent bolted onto a billed-by-ingestion data lake inherits the lake's ceiling. Autonomy is a harness problem: tools, state, guardrails, and verification. Not a data problem.
Nati Shalom • Aug 24, 2026