ShelterCode AI
Insights
Reference material for technical leaders evaluating AI-assisted engineering practices.
Quality Engineering
Mutation Testing + AI: Finding the Tests Your Tests Are Missing
How mutation testing exposes weak test suites and where AI can accelerate remediation.
Jul 28, 2026 · 11 min read
Case Study
How This Website Was Built: An AI-Assisted Engineering Case Study
Why we rebuilt the ShelterCode AI website with Astro, Tailwind v4, MDX collections, and strict guardrails.
Jul 17, 2026 · 8 min read
Engineering Process
The AI-Assisted Code Review Protocol We Use on Every Project
A concrete protocol for combining AI triage with senior engineering judgment in pull request review.
Jul 9, 2026 · 9 min read