100% Free • First-Principles AI Readiness Diagnostic
How AI Engineer Ready Are You?
Take the free 10-minute assessment. Test your first-principles knowledge across 8 core tracks and get your personalized AI engineering profile.
16 Curated Questions (~10 mins)8 Core AI Engineering TracksDetailed Proficiency Profile
What the Assessment Evaluates
Rigorous, non-trivial questions calibrated to actual senior AI engineer interviews
Python Concurrency
GIL, multiprocessing, async event loops
Mathematical Stats
MLE vs MAP, Bayes theorem, p-values
Classical ML
Bias-variance, random forests, recall vs precision
Deep Learning
Residual backprop, scaled attention math
Large Language Models
LoRA adapters, KV cache decoding
RAG Engineering
Hybrid search, BM25, lost-in-the-middle
AI Agent Systems
ReAct loops, autonomous tool error recovery
AI System Design
vLLM PagedAttention, upstream guardrails