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Stage 1
Foundations
Build strong software, systems, and debugging fundamentals.
Continue to next stage
Roadmap overview
Move from core technical foundations to applied delivery skills with a clear sequence of steps you can follow, measure, and build on.
Start with fundamentalsRoadmap
Follow each stage in order to build role-ready skills, proof of work, and interview confidence.
Stage 1
Build strong software, systems, and debugging fundamentals.
Stage 2
Learn to translate messy real-world needs into technical plans.
Stage 3
Get comfortable with implementation, integration, and delivery.
Stage 4
Understand how models fit into production workflows and products.
Stage 5
Practice system thinking, communication, and execution stories.
Stage 6
Map your experience to the companies and titles that fit.