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fix changelog
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fern/products/docs/pages/ai/llms-txt/directives.mdx

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## Agent feedback
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The directive invites agents to submit feedback after consuming your documentation. Agents report **positive** sentiment when a page helped complete a task, or **negative** sentiment for errors, missing information, or confusing instructions. This is automatic, and no setup is required.
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The directive invites agents to submit feedback after consuming your documentation. Agents report **positive** sentiment when a page helped complete a task, or **negative** sentiment for errors, missing information, or confusing instructions. This surfaces where your documentation falls short for the AI tools your users rely on, so you can find and fix gaps you would otherwise miss. No setup is required.
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<Accordion title="Feedback endpoint reference">
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fern/products/docs/pages/changelog/2026-06-05.mdx

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## Agent feedback
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AI agents can now submit structured feedback about your documentation. Fern automatically includes a feedback endpoint in the [default page directive](/learn/docs/ai-features/agent-directives) and in `llms.txt` and `llms-full.txt`, so agents discover it without any setup.
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AI agents can now report back on your documentation after using it, flagging errors, missing information, or confusing instructions. This surfaces where your docs fall short for the AI tools your users rely on, so you can find and fix gaps you would otherwise never see.
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Agents report whether documentation was helpful (positive sentiment) or encountered issues like missing information or confusing instructions (negative sentiment). Feedback is collected per-domain with rate limiting.
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The feedback endpoint is included automatically in the [default page directive](/learn/docs/ai-features/agent-directives) and in `llms.txt` and `llms-full.txt`, so agents discover it with no setup on your part.
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<Button intent="none" outlined rightIcon="arrow-right" href="/learn/docs/ai-features/agent-directives#agent-feedback">Read the docs</Button>

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