*   <li>Filters dependencies to include only those with transitive scopes (compile/runtime)</li>
 *   <li>Applies managed dependency metadata (version, scope, optional flag, exclusions) to direct dependencies</li>
 *   <li>Removes managed dependencies that are not used by direct dependencies</li>
 *   <li>Retains only managed dependencies that appear in the resolved dependency tree</li>
 * </ul>
 * <p>

        include:
          - os: macos-latest
            python-version: "3.10"
            coverage: coverage
            uv-resolution: lowest-direct
          - os: windows-latest
            python-version: "3.12"
            coverage: coverage
            uv-resolution: lowest-direct
          - os: ubuntu-latest
            python-version: "3.13"
            coverage: coverage
            uv-resolution: highest

Try to avoid using bitter sarcasm or potentially passive-aggressive comments. If something is wrong, it's better to be direct (try to be gentle) than sarcastic.

Try to be as specific and objective as possible, avoid generalizations.

For conversations that are more difficult, for example to reject a PR, you can ask me (@tiangolo) to handle it directly.

 4. If it's a new route, it connects by building either a direct socket connection, a TLS tunnel (for HTTPS over an HTTP proxy), or a direct TLS connection. It does TLS handshakes as necessary. This step may be retried for tunnel challenges and TLS handshake failures.
 5. It sends the HTTP request and reads the response.

@GwtIncompatible
@J2ktIncompatible
public class ServiceTest extends TestCase {

  /** Assert on the comparison ordering of the State enum since we guarantee it. */
  public void testStateOrdering() {
    // List every valid (direct) state transition.
    assertLessThan(NEW, STARTING);
    assertLessThan(NEW, TERMINATED);

    assertLessThan(STARTING, RUNNING);
    assertLessThan(STARTING, STOPPING);
    assertLessThan(STARTING, FAILED);

            LlmStreamCallback callback);

    /**
     * Generates an FAQ answer using document content (streaming).
     * Uses a prompt optimized for direct, concise FAQ-style answers.
     *
     * @param userMessage the user's message
     * @param documents the documents with content
     * @param history the conversation history

      other entities that control, are controlled by, or are under common
      control with that entity. For the purposes of this definition,
      "control" means (i) the power, direct or indirect, to cause the
      direction or management of such entity, whether by contract or
      otherwise, or (ii) ownership of fifty percent (50%) or more of the

@GwtIncompatible
@J2ktIncompatible
public class ServiceTest extends TestCase {

  /** Assert on the comparison ordering of the State enum since we guarantee it. */
  public void testStateOrdering() {
    // List every valid (direct) state transition.
    assertLessThan(NEW, STARTING);
    assertLessThan(NEW, TERMINATED);

    assertLessThan(STARTING, RUNNING);
    assertLessThan(STARTING, STOPPING);
    assertLessThan(STARTING, FAILED);

}

abstract class DefaultExistingThing implements ExistingThing {
    private String otherProperty
    public String getOtherProperty() ...
    public void setOtherProperty(String s) ...

    // NOTE: No direct implementation of getSomeProperty
}
```

This is acceptable when the implementation type is public and/or has been extended by something outside gradle/gradle:

```groovy
public interface ExistingThing {

        }
        return faqAnswerSystemPrompt;
    }

    /**
     * Gets the system prompt for direct answer generation.
     *
     * @return the direct answer system prompt
     */
    protected String getDirectAnswerSystemPrompt() {
        if (directAnswerSystemPrompt == null) {