Skip to content

Quick Intro

I’m Jason Liu — independent consultant, ML engineer, angel scout for a16z, and creator of Instructor. I help teams ship and improve AI features that work in production.

  • Consult · AI strategy, RAG architecture, evaluation
  • Teach · Cohort courses & workshops on RAG
  • Write · Practical essays on building AI systems

Subscribe to my newsletter


Consulting

I partner with startups and scale‑ups to move get their production deployments in order.

Client Contact Industry
Zapier VP of Product Automation
HubSpot GM Sales & Marketing
Enterpret CTO Analytics
Tensorlake CEO Data
Limitless AI CTO AI
Trunk Tools VP Eng Construction
Naro CTO Sales & Marketing

More on services}](./services.md){ .md-button .md-button--primary


Course: Systematically Improve Your RAG

A 6‑week, hands‑on program that teaches you to: 1. Pinpoint bottlenecks
2. Build repeatable eval loops
3. Ship measurable gains fast

Next cohort: May 2025 · Applications open

Past Students (selection)

Org Industry
OpenAI AI Research
Anthropic AI Research
Google Search & Cloud
Microsoft Software & Cloud
Salesforce SaaS CRM
Amazon E‑commerce & Cloud

Free 6‑day crash course
Full syllabus


What Others Say

“Jason’s frameworks turned theory into repeatable practice.” — Anthropic
“Full‑stack AI‑business guidance in a box.” — Dunbar
“Gave our product the horsepower it needed.” — Zapier


AI Job Board

Well‑funded startups hiring ML & AI engineers:

Browse jobs


Connect

YouTube · Twitter · GitHub


Less hype, more results.