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.

   * syntax</a>.
   *
   * @return a new, empty {@code HashMap}
   */
  @SuppressWarnings("NonApiType") // acts as a direct substitute for a constructor call
  public static <K extends @Nullable Object, V extends @Nullable Object>
      HashMap<K, V> newHashMap() {
    return new HashMap<>();
  }

  /**

   * syntax</a>.
   *
   * @return a new, empty {@code HashMap}
   */
  @SuppressWarnings("NonApiType") // acts as a direct substitute for a constructor call
  public static <K extends @Nullable Object, V extends @Nullable Object>
      HashMap<K, V> newHashMap() {
    return new HashMap<>();
  }

  /**

        final SearchLog searchLog = searchLogHelper.searchLogQueue.poll();
        assertEquals(Constants.SEARCH_LOG_ACCESS_TYPE_WEB, searchLog.getAccessType());
    }

    // ===== determineAccessType direct tests =====

    @Test
    public void test_determineAccessType_json() {
        assertEquals(Constants.SEARCH_LOG_ACCESS_TYPE_JSON, searchLogHelper.determineAccessType(Constants.SEARCH_LOG_ACCESS_TYPE_JSON));
    }

**We use [GitHub Issues](https://github.com/tensorflow/tensorflow/issues) for
tracking requests and bugs, please see
[TensorFlow Forum](https://discuss.tensorflow.org/) for general questions and
discussion, and please direct specific questions to
[Stack Overflow](https://stackoverflow.com/questions/tagged/tensorflow).**

The TensorFlow project strives to abide by generally accepted best practices in
open-source software development.

        public Integer hotThread;

        /**
         * Default constructor for Options.
         * Protected to allow subclassing while preventing direct instantiation.
         */
        protected Options() {
            // nothing
        }

        /**
         * Parses the web configuration IDs string into a list.
         *

        -  The API may be available in the public Keras API under a different name, so make sure to look for it on keras.io or TensorFlow docs and switch to the public version.

	</li>
</ul>

<p>
A comparison of two interface values with identical dynamic types
causes a <a href="#Run_time_panics">run-time panic</a> if that type
is not comparable.  This behavior applies not only to direct interface
value comparisons but also when comparing arrays of interface values
or structs with interface-valued fields.
</p>

<p>
Slice, map, and function types are not comparable.

* 📝 Micro-tweak help docs. PR [#5960](https://github.com/tiangolo/fastapi/pull/5960) by [@tiangolo](https://github.com/tiangolo).
* 🔧 Update new issue chooser to direct to GitHub Discussions. PR [#5948](https://github.com/tiangolo/fastapi/pull/5948) by [@tiangolo](https://github.com/tiangolo).