Notes from delivery
Written by the people who run the engagements, about decisions, trade-offs and measurement rather than trends.
Where AI actually reduces delivery time — and where it does not
An honest operational breakdown of AI productivity gains in software engineering, separating boilerplate acceleration from architectural decision-making.
Choosing the first process to automate
A systematic evaluation framework for identifying high-ROI operational processes to automate without disrupting day-to-day operations.
Modernization without a rewrite
How to incrementally replace brittle monolithic backends using the strangler fig pattern, automated regression harnesses, and zero downtime.
Human-in-the-loop agent architectures for operational workflows
Designing agentic decision systems that empower human operators rather than creating unmonitored autonomous failure points.
Measuring software delivery in business outcomes, not hours billed
Why traditional time-and-materials billing misaligns engineering incentives, and how milestone-gated outcome delivery creates shared accountability.
Designing for operational ergonomics: B2B UX that works under pressure
Principles for designing back-office and operations software that warehouse operators, dispatchers, and underwriters can use quickly with zero fatigue.