--- title: KCNA Interactive Learning Lab emoji: ☸️ colorFrom: green colorTo: blue sdk: docker app_port: 7860 pinned: true short_description: Learn, practice and prepare for the CNCF KCNA exam models: - Qwen/Qwen3-4B-Instruct-2507 - unsloth/Qwen3-4B-Instruct-2507-GGUF --- # KCNA Interactive Learning Lab Interactive Kubernetes and Cloud Native Associate (KCNA) study platform with a grounded AI tutor. **This Space is deployed automatically from GitHub — do not edit files here.** Source, docs and issue tracker: https://github.com/MHHamdan/KCNA - Runs on free CPU hardware. The AI tutor uses an open-weight model through llama.cpp inside this container: no paid inference, no API keys. - Free Spaces sleep when idle; the first visit after a pause takes a minute or two to wake up. - Progress is stored in your browser only. Use *Progress & settings → Export* to back it up. - All practice questions are original and unofficial. Not affiliated with CNCF or the Linux Foundation.