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AI Infra Interviews

The infrastructure behind intelligence

Deep preparation for the systems that make AI possible: GPU computing, kernels, distributed training, inference and the clusters under all of it, with the numbers worked through.

The AI Infra Interviews home page with its live memory-fit widget
  • 454worked interview questions
  • 110lessons in 7 courses
  • 24GPU Lab missions
  • 22hands-on build guides
  • 14Premium PDF guides
  • 47company interview guides

Counted from the published library on 9 November 2026.

Who it prepares.

  • Kernel and performance engineers
  • Training infrastructure engineers
  • Inference and serving engineers
  • GPU platform engineers and SREs
  • ML systems engineers

What it goes deep on.

  • Training & fine-tuning
  • Inference & serving
  • GPUs & accelerators
  • Cloud, Kubernetes & infrastructure
  • MLOps, DevOps & SRE
  • System design
  • Coding
  • Behavioral & customer rounds
  • LLMs & RAG
  • Agents & tool use
  • Evaluation
  • AI security & safety

A dedicated topic, course or trackCovered within other topics

Prepare for AI infrastructure interviews.

A look at what you work with on aiinfrainterviews.com.

GPU Lab: practise NVIDIA commands on an emulated eight-GPU node

GPU Lab: practise NVIDIA commands on an emulated eight-GPU node

The KV cache and memory-fit calculator

The KV cache and memory-fit calculator

13 interview topics

  1. GPU & accelerator architecture
  2. Hardware, cabling & cluster build-out
  3. CUDA, Triton & kernel engineering
  4. Distributed training & parallelism
  5. LLM inference & serving
  6. Open-weights models & serving engines
  7. Napkin math, cost & capacity
  8. Networking, interconnects & storage
  9. Kubernetes, Slurm & GPU scheduling
  10. GPU fleet reliability & observability
  11. AI infrastructure system design
  12. Coding for infra
  13. Behavioral & ownership

What Premium unlocks.

  • Every answer across all 13 topics, with interviewer follow-ups
  • All 184 concepts and all 110 course lessons
  • 21 Premium GPU Lab missions on a browser GPU emulator
  • 14 Premium PDF guides with companions
  • Mastery tracking by topic

Free answers and lessons in every topic stay free. Premium opens the rest.

AI Infra Interviews on its own$256 months
All 8 platforms, bought separately$40012 months: 2 terms on each platform
All-Access Pass$6912 months on all 8, AI Infra Interviews included. You save $331.
See the All-Access Pass Or buy AI Infra Interviews Premium on its own