The Monitor | Datadog Official Blog

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State of AI Engineering

State of AI Engineering

For our 2026 State of AI Engineering report, we analyzed data from thousands of AI agent environments to assess trends in agent development, architecture, and operations.

How we made a SQL query optimization agent 59% more accurate using autoresearch and LLM Observability

How we made a SQL query optimization agent 59% more accurate using autoresearch and LLM Observability

An AI agent autonomously ran 23 experiments to improve a query optimization agent from P=0.54 to P=0.86. LLM Observability Experiments tracked every hypothesis, result, and failure along the way.


Explore Datadog metrics with Natural Language Queries

Explore Datadog metrics with Natural Language Queries

Use Natural Language Queries (NLQ) to explore Datadog metrics in plain English and get answers faster without writing query syntax.

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