Atlas · GenAI 2026
Kubernetes
Kubernetes (concepts, deployment, autoscaling)
toolPeak: 2019OrchestrationAI consensus: 2/3
Prerequisites
- hardDocker
Kubernetes orchestrates containers — you must understand what a container is before orchestrating thousands of them
Recommended reference
Burns et al. (2022) Kubernetes: Up and Running, 3rd ed. — O'Reilly; by K8s co-founders
Notes from AI deep research
Anthropic Opus
28.5% adoption. 90%+ oczekuje wzrostu AI na K8s. Essential dla skalowania inference
OpenAI Deep Research
Skalowanie + HPA [OA#51+#52]
Related skills
- → is an instance of: Container Orchestration(3/3)
- → is an instance of: MLOps(2/3)
- → is part of: Data Engineering(2/3)