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AI Engineering Platform Blueprint

Treat AI systems like any other production platform — with identity, observability, evaluation, and cost controls.

What you will learn

  • Model serving versus retrieval versus agents
  • Evaluation harnesses and regression gates
  • Data boundaries and prompt or tool injection risks
  • FinOps for inference and embedding workloads

Production scenarios

  • Internal developer assistants with audited tool access
  • Customer-facing RAG with private corpora
  • Agent workflows that call cloud APIs safely