Consulting
I help teams scope hard problems into concrete, validated, measured, and automated workflows.
Where I can help
AI and LLM evaluation
Find out whether your model, agent or classifier actually works. I build ground-truth sets, benchmarks and launch checks that measure precision and recall, so you're deciding from evidence.
AI-native engineering
Bring coding agents, automated code review and AI tooling into how your team ships, with measurement that shows what it changes.
Experiments and causal inference
Design A/B tests and pilots that are sized to detect what matters, and measure incrementality when a clean trial isn't possible.
Data and ML systems
Turn a promising analysis into a pipeline that runs every day: data pipelines, ML training workflows and data provenance.
Resume reviews and mock interviews
For data scientists and ML engineers going after their next role: a detailed review of your resume, and mock interviews with specific, honest feedback, covering programming puzzles, SQL and data manipulation, ML system design, and AI engineering.
How we can work together
Advising. Scoping a problem, reviewing an approach, or a second opinion before you commit.
Hands-on builds. I design and build the thing with your team, and leave it documented and running.
Mentoring. Ongoing support for data scientists and ML engineers.