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@Shulyaka Shulyaka commented Nov 9, 2025

Proposed change

Add AI Task for Anthropic integration.

A note about structured output:

Although Anthropic API does not support native JSON output, several methods exist. For instance:

  1. Add the JSON schema to the prompt and ask the model to respond with the requested schema, then prefill the response with '{' to skip any preamble. This method is explained in the docs here: https://docs.claude.com/en/docs/test-and-evaluate/strengthen-guardrails/increase-consistency
  2. Add a new tool and have the model call this tool for the output. This method is described by Anthropic here: https://docs.claude.com/en/docs/agents-and-tools/tool-use/overview#tool-use-examples

This PR implements the second method.

Type of change

  • Dependency upgrade
  • Bugfix (non-breaking change which fixes an issue)
  • New integration (thank you!)
  • New feature (which adds functionality to an existing integration)
  • Deprecation (breaking change to happen in the future)
  • Breaking change (fix/feature causing existing functionality to break)
  • Code quality improvements to existing code or addition of tests

Additional information

Checklist

  • I understand the code I am submitting and can explain how it works.
  • The code change is tested and works locally.
  • Local tests pass. Your PR cannot be merged unless tests pass
  • There is no commented out code in this PR.
  • I have followed the development checklist
  • I have followed the perfect PR recommendations
  • The code has been formatted using Ruff (ruff format homeassistant tests)
  • Tests have been added to verify that the new code works.
  • Any generated code has been carefully reviewed for correctness and compliance with project standards.

If user exposed functionality or configuration variables are added/changed:

If the code communicates with devices, web services, or third-party tools:

  • The manifest file has all fields filled out correctly.
    Updated and included derived files by running: python3 -m script.hassfest.
  • New or updated dependencies have been added to requirements_all.txt.
    Updated by running python3 -m script.gen_requirements_all.
  • For the updated dependencies - a link to the changelog, or at minimum a diff between library versions is added to the PR description.

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Copilot encountered an error and was unable to review this pull request. You can try again by re-requesting a review.

@Shulyaka Shulyaka requested a review from Copilot November 10, 2025 08:43
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@joostlek joostlek merged commit 326b8f2 into home-assistant:dev Nov 10, 2025
46 of 48 checks passed
@Shulyaka Shulyaka deleted the anthropic_ai_task branch November 10, 2025 13:02
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Anthropic integration does not create AI Task entity

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