Work With Me

Clear paths to collaborate. Start by choosing your intent.

Select a Channel

I like Tech Twirls

Mentorship & Community

I like Scarcity

Research & Engineering

Connect on LinkedIn

Professional Network

Engagement Models

High Impact

Consulting & Freelance

Designing and delivering ML systems where data is limited or regulated. I provide a constraint ledger, a testable plan, and transparency on risks.

Architecture Reviews
System Design

1:1 Guidance

I can Mentor You

For engineers and researchers who want to ship under constraints. We focus on reliable engineering instincts and surviving hype cycles.

Career Direction
Experiment Design

Research

Collaboration

I am drawn to hard, "cool" problems in ML and Systems. If you are working on interesting research—Scarcity-aligned or not—let's build something together.

Growth

Be My Mentor

I am always looking to learn from people smarter than me. If you enjoy discussing complex system architecture or engineering philosophy, I’d love to listen.

Standard Operating Procedure

Calm, no-hype communication.
Pushback when assumptions are weak.
Written summaries after sessions.
Measurable outcomes and debriefs.