Stuck shipping ML or AI agents to production?

I help engineering teams turn prototypes into systems that actually work. ML pipelines, AI agents, team building, and technical leadership.

Director-level engineer · 10+ years in production · Limited availability

Who I help

  • Engineering teams stuck between an agent demo that works and a production system that doesn't break.
  • Startups shipping their first ML or AI feature and figuring out the architecture.
  • ML/AI leads who want a senior second opinion before committing to a direction.

Areas of expertise

  • AI Agents. Agent architecture, RAG, tool orchestration, multi-agent design, and evals.
  • ML Systems. Production ML pipelines, model serving, MLOps, and data infrastructure.
  • Cloud Architecture. Serverless and edge computing with AWS and Cloudflare.
  • Team Building. Structuring and growing high-performing engineering and ML teams.
  • Technical Leadership. Coaching engineering managers and tech leads.

How engagements work

  • Discovery call. Free, 15 minutes. Bring a real problem.
  • Architecture review. Short-term engagement to pressure-test a system or decision.
  • Ongoing retainer. Senior advisor on call for your engineering or ML team.

Engagements scoped to your situation. I work with both technical teams and leadership.

Got a hard ML or AI problem?

Let's talk it through. 15 minutes, no decks, no pitch.

Prefer email? me@kayhan.dev · LinkedIn