pragmatist.

AI agent ROI comes from an operating model: scoped roles, accountable owners, clean inputs, risk-based controls, and metrics that prove work moved rather than noise increased.

Most engineering organisations skip three foundations before chasing AI productivity.

A rewrite proposal is not a technical plan.

Technical debt is the wrong metaphor.

A mis-hire costs €150-200k and a year of lost progress.

Detailed roadmaps create the illusion of control while burning time you don't have.

Green dashboards hide failing teams.

Compress months of circular debate into weeks of action.