oracle-ai-data-platform-workbench-engineer-agent

A comprehensive agent for the Oracle AI Data Platform (AIDP) Workbench that translates natural language into accurate Spark SQL, manages the full lakehouse lifecycle, and orchestrates data pipelines. Use it to discover catalogs, author and repair pipelines, provision clusters, govern platform access, and deploy AI agents with built-in guardrails.

• Execute full lakehouse SQL lifecycle (CREATE/INSERT/UPDATE/DELETE/MERGE/OPTIMIZE/VACUUM) and time-travel queries on Spark/Delta
• Discover catalog metadata into grounding cache with FK/join hints and value dictionaries for accurate SQL generation
• Ingest files, profile data, and set quality rules with automated data quality checks
• Author, repair, and schedule cron pipelines with cluster provisioning (Compute/AI Compute)
• Govern platform access via roles, per-resource permissions, credential store, and audit logs
• Deploy Agent Flows across 13 node types with content moderation, prompt-attack prevention, and PII detection