Grounded claim review
Multimodal packets, policy RAG, read-only tools, citations, approvals, injection resistance, evaluations, and safe rollout.
Full modern AI systems engineering assessment
78 decisions.
One coherent application.
Original single- and multiple-response scenarios spanning Spring AI 2, embeddings, RAG, Ollama, OpenAI, Gemini, agents, fine-tuning, evaluation, security, and production.
78 questions150 minutes75% skills target2 case studies
Multi-model production
Spring AI routing across OpenAI, Gemini, and Ollama with vector migrations, budgets, lifecycle control, traces, and rollback.
Important
Every question is original and based on public project documentation and production engineering practice. This is an independent skills assessment—not copied certification material and not an official Spring, OpenAI, Google, or Ollama exam.
Assessment complete
Your result
0%0 / 78 correct