//                                                                              ======
    public void insert(FailureUrl entity) {
        doInsert(entity, null);
    }

    public void insert(FailureUrl entity, RequestOptionCall<IndexRequestBuilder> opLambda) {
        entity.asDocMeta().indexOption(opLambda);
        doInsert(entity, null);
    }

    //                                                                              ======
    public void insert(RequestHeader entity) {
        doInsert(entity, null);
    }

    public void insert(RequestHeader entity, RequestOptionCall<IndexRequestBuilder> opLambda) {
        entity.asDocMeta().indexOption(opLambda);
        doInsert(entity, null);
    }

    //                                                                              ======
    public void insert(ThumbnailQueue entity) {
        doInsert(entity, null);
    }

    public void insert(ThumbnailQueue entity, RequestOptionCall<IndexRequestBuilder> opLambda) {
        entity.asDocMeta().indexOption(opLambda);
        doInsert(entity, null);
    }

    //                                                                              ======
    public void insert(Role entity) {
        doInsert(entity, null);
    }

    public void insert(Role entity, RequestOptionCall<IndexRequestBuilder> opLambda) {
        entity.asDocMeta().indexOption(opLambda);
        doInsert(entity, null);
    }

    //                                                                              ======
    public void insert(ClickLog entity) {
        doInsert(entity, null);
    }

    public void insert(ClickLog entity, RequestOptionCall<IndexRequestBuilder> opLambda) {
        entity.asDocMeta().indexOption(opLambda);
        doInsert(entity, null);
    }

    //                                                                              ======
    public void insert(WebAuthentication entity) {
        doInsert(entity, null);
    }

    public void insert(WebAuthentication entity, RequestOptionCall<IndexRequestBuilder> opLambda) {
        entity.asDocMeta().indexOption(opLambda);
        doInsert(entity, null);
    }

        final IntentDetectionResult result = IntentDetectionResult.faq(query, "faq intent");

        assertEquals(ChatIntent.FAQ, result.getIntent());
        assertEquals(query, result.getQuery());
        assertNull(result.getDocumentUrl());
        assertEquals("faq intent", result.getReasoning());
    }

    @Test
    public void test_faq_withEmptyQuery() {

import org.gradle.api.tasks.TaskAction
// Using star import to workaround https://youtrack.jetbrains.com/issue/KTIJ-24390
import org.gradle.kotlin.dsl.*
import org.gradle.workers.WorkerExecutor
import javax.inject.Inject


@CacheableTask
abstract class IncubatingApiReportTask : DefaultTask() {

    private val additionalClasspath = project.objects.fileCollection().apply {

import japicmp.model.JApiMethod
import me.champeau.gradle.japicmp.report.AbstractContextAwareViolationRule
import me.champeau.gradle.japicmp.report.Violation
import org.gradle.api.Incubating

import javax.inject.Inject

import static gradlebuild.binarycompatibility.upgrades.UpgradedProperties.SEEN_OLD_REMOVED_ACCESSORS_OF_UPGRADED_PROPERTIES
import static gradlebuild.binarycompatibility.upgrades.UpgradedProperty.AccessorKey

    boolean isAvailable();

    // RAG workflow methods

    /**
     * Detects the intent of a user message.
     *
     * @param userMessage the user's message
     * @return the detected intent with extracted keywords
     */
    IntentDetectionResult detectIntent(String userMessage);

    /**
     * Detects the intent of a user message with conversation history context.
     *
     * @param userMessage the user's message