*
 * Orchestrates the multi-phase RAG workflow including session management,
 * document search, and delegation to LlmClientManager for LLM operations.
 * Prompt construction and LLM-specific logic is handled by LlmClient implementations.
 *
 * @author FessProject
 */
public class ChatClient {

    private static final Logger logger = LogManager.getLogger(ChatClient.class);

- Fixes an issue affecting log rotation with CRI runtimes where kubelet tries to compress Windows logs before closing file handles ([#112482](https://github.com/kubernetes/kubernetes/pull/112482), [@ibabou](https://github.com/ibabou)) [SIG Node and Windows]

// toAPIErrorCode - Converts embedded errors. Convenience
// function written to handle all cases where we have known types of
// errors returned by underlying layers.
func toAPIErrorCode(ctx context.Context, err error) (apiErr APIErrorCode) {
	if err == nil {
		return ErrNone
	}

	// Errors that are generated by net.Conn and any context errors must be handled here.

## Changes by Kind

### Bug or Regression

- Fix an ephemeral port exhaustion bug caused by improper connection management that occurred when a large number of objects were handled by kubectl while exec auth was in use. ([#112339](https://github.com/kubernetes/kubernetes/pull/112339), [@enj](https://github.com/enj)) [SIG API Machinery and Auth]

    /** The key of the message: File Name */
    public static final String LABELS_FILE_NAME = "{labels.fileName}";

    /** The key of the message: Handler Name */
    public static final String LABELS_HANDLER_NAME = "{labels.handlerName}";

    /** The key of the message: Parameter */
    public static final String LABELS_HANDLER_PARAMETER = "{labels.handlerParameter}";

- Fix race in alpha aggregated discovery handler

 * names to avoid confusing characters. This includes basic case folding: transforming shouting
 * `SQUARE.COM` into cool and casual `square.com`. It also handles more exotic characters. For
 * example, the Unicode trademark sign (™) could be confused for the letters "TM" in
 * `http://ho™ail.com`. To mitigate this, the single character (™) maps to the string (tm). There

私たち人間は常に**間違い**を犯します。ソフトウェアには、ほとんど常に**バグ**があらゆる箇所に隠されています。🐛

そして私たち開発者は、それらのバグを見つけたり新しい機能を実装したりしながらコードを改善し続けます（新しいバグも追加してしまうかもしれません😅）。

### 小さなエラーは自動的に処理される { #small-errors-automatically-handled }

FastAPIでWeb APIを構築する際に、コードにエラーがある場合、FastAPIは通常、エラーを引き起こした単一のリクエストにエラーを含めます。🛡

クライアントはそのリクエストに対して**500 Internal Server Error**を受け取りますが、アプリケーションは完全にクラッシュするのではなく、次のリクエストのために動作を続けます。

	}

	s.adm, err = madmin.New(s.endpoint, s.accessKey, s.secretKey, s.secure)
	if err != nil {
		c.Fatalf("error creating admin client: %v", err)
	}
	// Set transport, so that TLS is handled correctly.
	s.adm.SetCustomTransport(s.TestSuiteCommon.client.Transport)

	s.client, err = minio.New(s.endpoint, &minio.Options{
		Creds:     credentials.NewStaticV4(s.accessKey, s.secretKey, ""),
		Secure:    s.secure,

import jakarta.annotation.PostConstruct;
import jakarta.servlet.http.HttpServletRequest;
import jakarta.servlet.http.HttpSession;

/**
 * Microsoft Entra ID SSO authenticator implementation.
 * Handles OAuth2/OpenID Connect authentication flow with Entra ID.
 */
public class EntraIdAuthenticator implements SsoAuthenticator {

    private static final Logger logger = LogManager.getLogger(EntraIdAuthenticator.class);