Incident loop
Incident, RCA, action items, and regression checks
Core loop
From signal to review
Each stage captures a different operational responsibility and feeds the next cycle.
- SignalCollect logs, metrics, events, and user feedback
- DiagnoseAnalyze, attribute, correlate, and explain root cause
- ActFix, optimize, automate, or add operational rules
- ReviewRetrospect with regression checks and long-term monitoring
Components
Three primitives for platform feedback.
- GPulseGate: Ingestion and signal collection
- RPulseRCA: Attribution, correlation, and explanation
- WPulseWatch: Continuous watch for regression, drift, and alerting
System shape
Evidence in, action out, review back in.
Loop is intentionally built around closure: every detected pattern should lead to an explanation, a change, or a decision to monitor.
Scenarios
Reusable operating cycles
The same loop pattern applies across reliability, cost, and developer productivity.
Cost loop
Spend, attribution, optimization, and guardrails
Dev productivity loop
Cycle time, bottleneck, automation, and measurement