jason810496 opened a new pull request, #71151:
URL: https://github.com/apache/airflow/pull/71151

   ## Why
   
   The [Language SDK conformance 
spec](https://github.com/apache/airflow/blob/main/contributing-docs/30_new_language_sdk.rst)
 (#70717) defines which TaskInstance states and capabilities a Language SDK may 
declare, but nothing lets an SDK say what it actually supports. 
   
   This PR makes that support machine-readable and generates the docs from it.
   
   ## How 
   
   ```
   conformance.Capabilities            <- the only file you edit
   (java-sdk/.../conformance/Capabilities.kt)
     |
     |  generate: ./gradlew :sdk:dumpCapabilities
     |  hook: check-java-sdk-capabilities-in-sync
     v
   java-sdk/generated/lang-sdk/capabilities.json
     |
     |  render: scripts/ci/prek/lang_sdk_compat_matrix.py
     |  hook: update-java-sdk-readme-matrix
     |
     +--> java-sdk/README.md            (contributor-facing)
     |
     +--> java-sdk/sdk/module.md        (Dokka module doc -> the published API 
reference)
     |
     +--> airflow-core/docs/authoring-and-scheduling/language-sdks/index.rst
          (consolidated cross-SDK matrix — TODO, not generated yet)
   ```
   
   Both hooks *regenerate* their target and exit non-zero when it was stale, so 
a drifted table fails the
   build and the fix is to re-stage the regenerated file. A capability landing 
in the runtime becomes a
   one-line edit to the Kotlin constant instead of three tables to update by 
hand.
   
   ## Verification
   
   <img width="1512" height="830" alt="Screenshot 2026-08-05 at 1 24 37 PM" 
src="https://github.com/user-attachments/assets/1291386f-dc5f-4412-ac1e-707942a09a60";
 />
   
   
   ---
   
   ##### Was generative AI tooling used to co-author this PR?
   
   - [X] Yes — Claude Code (Opus 4.8)
   
   Generated-by: Claude Code (Opus 4.8) following [the 
guidelines](https://github.com/apache/airflow/blob/main/contributing-docs/05_pull_requests.rst#gen-ai-assisted-contributions)
   


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