Measure whether a model or prompt change really brings an improvement. A practical test plan that tracks cost per successful task, error types and latency together.

For AI that works with enterprise documents, source accuracy, document permissions and freshness must be designed together. Test scenarios to use when starting a RAG project.

How should you design task boundaries, tool permissions, human approval and rollback steps before putting an AI agent into a live system? A practical pilot plan.

AI agents that take on tasks, make decisions and run processes end to end are now moving beyond pilot projects. From test automation to workflows, the questions organizations should ask when moving to an agentic architecture.

How are AI-assisted development tools shortening the software lifecycle? Observations from our team’s daily practice and choosing the right tools.