Databricks Generative AI Engineer Associate practice questions.

A team building a RAG application on Databricks needs to keep a vector index synchronized with an updating Delta table of policy documents. Which Databricks feature is the canonical fit?

A team is chunking long PDF policy documents for retrieval. Their queries are typically about specific clauses. Which chunking strategy is most likely to surface the relevant clauses without bloating context?

A team needs to compare three foundation models on their internal RAG dataset before committing one to production. Which Databricks tool is the canonical fit?

A regulated-industry team needs PII redaction, rate limiting, and audit logging applied uniformly across multiple foundation-model endpoints. Which Databricks product fits?

A team needs to fine-tune a base foundation model on Databricks. Which Databricks managed service is the canonical fit?

A team wants their LLM application to call internal tools (database queries, customer-record lookups, action APIs) based on natural-language requests. Which Databricks framework fits?