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Production patterns for retrieval-augmented generation, LLM applications, evaluation and observability.

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AI Engineering

Building an Enterprise AI Observability Framework

A reference framework for observing LLM and RAG applications: signals, a Delta telemetry model, cost attribution, evaluation and governance on Databricks.

15 min read

In this article

  1. 01 Why LLM applications need more than APM
  2. 02 The signals to capture
  3. 03 A reference architecture
  4. 04 A telemetry data model
  5. 05 Token usage and cost attribution

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