Typical engagements run four to twelve weeks and stay hands-on. The goal is not a slide deck. The goal is a reference implementation, documented decisions, known failure modes, and a team that can maintain the system after handoff.

I bias toward design clarity early: architecture decisions, evaluation coverage, permission boundaries, and operational ownership before complexity compounds.