engineering-management
6 articles
Moving an engineering team to agent-driven delivery: six months of real numbers
What changed when I moved my engineering work onto Claude Code agents. Measured throughput, speed and quality, what I built, what broke, and what I'd tell another engineering leader.
Faster to What? The Four Ways to Build Software with AI
Waterfall, Agile, AI Build, Vibe Coding — AI promises a prototype in days. But most teams want a reliable car, not a supercar. How to pick your approach.
When AI Spend Becomes Waste: A Cost-Governance Framework
Enterprises will spend $665B on AI in 2026, yet 73% can't prove a return. A practical governance framework to stop experiments becoming budget leaks.
How to Measure ROI from AI in Engineering Teams
AI coding feels faster, but one study found developers 19% slower while feeling 20% faster. How to measure real AI ROI with DORA and SPACE.
Who Is the Engineering Manager, Really?
Untangling Indian IT's manager alphabet soup — Project, Program, Product, Delivery, and Engineering Manager. What the EM role really is in the AI era.
AI in Software Projects: The Reality Behind the Hype
Some devs have AI superpowers; others are locked out. Stakeholders expect 10x, costs balloon, the SDLC persists. What's really happening in AI delivery.