Pipeline Punks exists for people who build real systems under real constraints. We document how data, automation, and AI systems are actually wired together—and we teach you to build them.
This is not a bootcamp, a platform, or theater designed to sell you motivation. It's documentation-driven technical education that ships working systems.
Clear explanations of how systems are built in practice. No abstractions without justification.
Reference implementations, patterns, and modules meant to be forked, adapted, and broken.
Honest discussion of constraints, failure modes, and design decisions that don’t fit on slides.
Self-paced challenges where you fork, build, and submit working systems. Real requirements, real tests, real feedback.
1-2 day intensive sessions where you ship a working system to production. No slides. No theory. Just building.
4-8 week programs with other operators, engineers, and builders. Code reviews, live sessions, systems that run after you're done.