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Add Agent Observability Insights documentation - #39959

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@lu-zhengda lu-zhengda commented Sep 15, 2026

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What does this PR do? What is the motivation?

Adds a product-focused overview of Agent Observability Insights, including supported cost and reliability findings, impact and evidence, the review workflow, and product surfaces. Documents the four Insights tools available through the llmobs MCP toolset: list Insights, get Insight details, update status, and submit feedback.

Merge readiness

  • Ready for merge

For Datadog employees:

AI assistance

Used Codex to research the implemented product, draft the page, and run independent adversarial and overengineering reviews. Claims, UI terminology, and MCP tool contracts were checked against the release brief and current implementation.

Additional notes

Trace-based Insights require no additional configuration. Evaluator-detected failure patterns use existing managed evaluation results.

Validation: Vale reports no findings on the new or changed lines. Menu YAML parsing, MCP tool-name checks, and git diff checks pass.

@github-actions github-actions Bot added the Architecture Everything related to the Doc backend label Sep 15, 2026
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github-actions Bot commented Sep 15, 2026

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@lu-zhengda
lu-zhengda marked this pull request as ready for review September 15, 2026 17:55
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lu-zhengda requested a review from a team as a code owner September 15, 2026 17:55
@buraizu buraizu added the editorial review Waiting on a more in-depth review label Sep 15, 2026 — with ddtool CLI

buraizu commented Sep 15, 2026

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Created DOCS-15721 for the editorial review.

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