Competency signal

Readiness is uneven—and actionable.

Knowledge
64
Implementation
52
Evaluation
38
Performance
18
Communication
46

Practice map

Interview tracks

3 recurring gaps
CodingGraph traversal and dynamic programming12 / 40
ML depthMetric selection and experiment design7 / 24
AI system designEvaluation and failure recovery3 / 12
BehavioralInfluence without authority4 / 10
CUDA & systemsUnlocks in Phase 20 / 20