Useful context
What to include
- The role or project you are reaching out about.
- The current bottleneck (speed, reliability, cost, team scale, etc.).
- What success looks like in the next 3–12 months.
- Any timeline or links that add context.
Contact
Email is best.
I reply fastest to messages about ML platform engineering, MLOps, and engineering leadership roles.
Open to
Conversations I prioritize
- ML engineering leadership roles
- ML platform and MLOps architecture work
- Production ML delivery and platform modernization
- Technical advisory conversations with clear scope
A short message with real context is enough.