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Datadog

An observability and monitoring platform used in RAG pipelines to track LLM-specific telemetry, including prompt/response traces, token usage, and latency across multi-step agentic workflows. It enables developers to debug 'hallucination' points by visualizing the chain of thought, though it introduces a minor architectural trade-off of increased telemetry cost and integration complexity.

Definition

An observability and monitoring platform used in RAG pipelines to track LLM-specific telemetry, including prompt/response traces, token usage, and latency across multi-step agentic workflows. It enables developers to debug 'hallucination' points by visualizing the chain of thought, though it introduces a minor architectural trade-off of increased telemetry cost and integration complexity.

Disambiguation

Focus on 'LLM Observability' for tracking AI reasoning paths, not just general cloud infrastructure monitoring.

Visual Metaphor

"A high-fidelity flight data recorder (Black Box) for an AI agent's decision-making process."

Key Tools
Datadog LLM ObservabilityLangChain Datadog CallbackDatadog APM TracerLlamaIndex Integration
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Conceptual Overview

An observability and monitoring platform used in RAG pipelines to track LLM-specific telemetry, including prompt/response traces, token usage, and latency across multi-step agentic workflows. It enables developers to debug 'hallucination' points by visualizing the chain of thought, though it introduces a minor architectural trade-off of increased telemetry cost and integration complexity.

Disambiguation

Focus on 'LLM Observability' for tracking AI reasoning paths, not just general cloud infrastructure monitoring.

Visual Analog

A high-fidelity flight data recorder (Black Box) for an AI agent's decision-making process.

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