AI Agents and the Microservices Testing Gap
How explicit service contracts and integration checks can help teams evaluate agent-generated changes.
Systematic methods, architectural decisions, and engineering practices that distinguish sustainable software from ad-hoc coding
How explicit service contracts and integration checks can help teams evaluate agent-generated changes.
AI-generated tests can reference nonexistent packages or stale APIs. What the evidence says, and does not say, about the causes....
How to assess customer risk when migration deadlines put pressure on testing.
Flaky tests consume engineering time and make failures harder to trust. What published case studies can and cannot tell us....
How internal developer portals can support onboarding and reduce friction, and what teams should measure.
Platform engineering can struggle to deliver value when tooling, team needs and expectations are misaligned.
AI-assisted development changes the work of coding, reviewing and maintaining software.
AI coding tools raise questions about productivity and maintainability. A closer look at a METR trial and the limits of...
How governance, integration, skills and customer outcomes influence digital transformation.