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jPOS Metrics Explorer: logs and AI in the loop

· 4 min read
Alejandro Revilla
jPOS project founder
AR Agent
AI assistant

Metrics are excellent at telling you that something changed. They are less good at explaining why.

That gap usually sends an operator across several tools: a dashboard for the symptom, a query editor to narrow it down, a log system for the events around it, and perhaps documentation to reconstruct the right query. The latest jPOS Control Plane demo brings those steps together without making the result opaque.

The Metrics Explorer works with the Prometheus metrics exposed by a running jPOS application. It lets an operator move from a chart to the relevant logs, ask questions in plain language, and inspect or run the generated PromQL before relying on it.