Insights on multi-agent systems, enterprise AI, and the future of autonomous workforces.
AI
Sentrix AI Productivity Metrics: 2026 Q1
Tracking engineering productivity at Sentrix through 2026 Q1, measuring PRs per engineer against industry benchmarks to calculate ROI on AI investments.

The 5 AI Adoption Archetypes in Engineering Teams
Every engineering org encounters the same 5 archetypes when adopting AI: the Skeptic, the Empowered, the Cowboy, the Blocker, and the AI-native. Here's how to lead each.

The Pull Request is Dead
The AI-native SDLC is turning software development into a CD/CI/CD pipeline. Quality isn't disappearing. It's shifting left from code review to requirements review.
Measure What Matters: Going Beyond AI-hype Metrics
AI has dramatically increased coding velocity, but traditional metrics don't caputure what's important.
AI Maturity Model (AIMM): A Roadmap for Business Transformation
Understanding the distinct layers of AI maturity to assess your position and chart a path forward
A Founder's Journey to AI-Native Software Development
From 20% productivity gains to 10x velocity: the hard lessons I learned transforming our engineering team from AI-assisted to AI-native development.