Tutorials Practical By Samson Tanimawo, PhD Published Mar 28, 2025 4 min read

First Chaos Test

Litmus or Gremlin.

Overview

First Chaos Test: a practical look at the patterns that work and the trade-offs that matter.

Litmus or Gremlin. The full picture, in three sections.

Each pattern has a context where it wins. Understand the context before applying.

Tooling matters. Pick tools that fit the workflow; don't force-fit.

Healthy practice compounds year over year. Year 1 lays the foundation.

Year 2 and beyond: practices become habits; quality improves measurably.