ParallelCS Start here

Start here

Pick one track. Ship one product.

Every track stands alone. Start your first 30 days with a cohort, then keep building until you deploy a real product. Begin with our pick, join a cohort, or choose any path below. There's no wrong door.

Two ways to begin

Together, or solo.

Same track either way. The only question is whether you start your first 30 days with a cohort, or go solo from day one.

The roadmap

A suggested climb.

Start anywhere, each track stands alone. This is simply the gentlest order: foundations first, capstone last.

  1. Agentic Systems Engineering Start here Orchestrate fleets of autonomous agents that ship real work. 10 concepts · week by week
  2. AI Infrastructure & Inference Serve frontier models fast, cheap, and at scale. 9 concepts · week by week
  3. Applied ML & Model Engineering Take a base model and make it yours. 10 concepts · week by week
  4. Multimodal AI & Embodied World Modeling Build models that see, hear, and physically model the world. 8 concepts · week by week
  5. Production AI Products Ship AI products that survive real users and real attackers. 8 concepts · week by week
  6. Frontier Systems Build the distributed, real-time substrate AI runs on. 8 concepts · week by week
  7. AI Safety, Alignment & Interpretability Make powerful models honest, transparent, and governable. 9 concepts · week by week
  8. Land the Elite AI Role Capstone Turn frontier skill into a frontier offer. 7 concepts · week by week

See how every concept connects