LiminalML
Provides six-stage study sessions on ML and SWE topics, including intuition, derivation, code, and retrieval checks, with resume-based questioning.
Launch screenshots from Product Hunt, Jul 2026
LiminalML is an interview preparation platform that offers structured, six-stage study sessions on machine learning and software engineering topics. It solves the problem of shallow, passive learning by requiring active retrieval and code implementation. The product targets executives, operations professionals, and individual learners in B2B and B2C markets, with a free tier. It differentiates by pausing after each stage, providing motivated derivations, running code, and personalized retrieval checks based on the user's resume.
Key features
- Six-stage study sessions
- Pauses after each stage
- Motivated derivations
- Running code with tests
- Retrieval checks
- Resume-based questioning
- Practice lab with code review
- Session progress saved
- X0.1/day
- LinkedIn<0.1/day
GTM channels
- Referral program
ICP
- Executives founders
- Operations teams
- Students