This free platform offers unofficial, independently written practice questions covering the 5 core modules the Association of Data Scientists (ADaSci) publicly lists for its Certified Forward Deployed Engineer (CFDE) certification: foundations of forward deployed engineering, agentic AI paradigms and frameworks (including LangGraph, CrewAI, PydanticAI, and MEM0), cloud-native architecture and DevOps automation (including Docker, Jenkins, and Kubernetes on Minikube), security, observability and compliance (including the OWASP Top 10 for LLM applications, zero-trust microservices, Trivy, and Arize Phoenix), and customer-centric engineering and solution design (including Solution Design Documents, C4 diagrams, and STRIDE threat modeling). ADaSci's real CFDE certification includes a 30-hour self-paced course and a 60-question proctored exam; ADaSci does not publicly list the exam's time limit or passing score, and no official ADaSci question bank was used to build this page — every question here is original, written to match the publicly listed curriculum. Built and maintained by Isha Training Solutions. This is unofficial, independently built study material and is not affiliated with, endorsed by, or sponsored by the Association of Data Scientists (ADaSci) or AIM Media House.