Dev Friction vs Automation Simulator

Interactive Delivery Pipeline DAG

Click stages to toggle friction

Deterministic (Passed)

Flaky / Bottleneck

Maintenance Drag

Bypassed / Muted

Active Pipeline Gates & Test Suites

Lint & Static Unit Contracts E2E & Integration Security & Policy External Manual Gate

Flakiness & False Alarm Rate 35%

Frequency of non-deterministic CI test failures requiring re-runs and triage.

CI Feedback Latency 45m

Time developers wait before knowing whether a pull request passed all suites.

Maintenance Overhead 14h / wk

Hours per dev team spent fixing brittle test harnesses, selectors, & pipelines.

Developer Pipeline Ownership 20%

Degree of control devs have over test infrastructure vs external siloed mandates.

System Friction Telemetry

Developer Friction Index

82 /100

Critical Resistance

Net Velocity Impact -42%

Avg Cycle Drag +3.2h

Pipeline Determinism 65%

Alert Fatigue Score High (8.4)

Diagnostic Remediation Playbook