/**
 * Topic Detector — auto-classify observations into topics.
 *
 * Uses keyword matching against known topic categories,
 * entity types, and auto-tagger output to assign topics.
 */
import type { StoragePlugin } from './types.js';
export interface DetectedTopic {
    name: string;
    confidence: number;
}
/**
 * Detect topics from content text.
 */
export declare function detectTopics(content: string, tags?: string[], entityNames?: string[]): DetectedTopic[];
/**
 * Store detected topics in the database, creating topic entries as needed.
 */
export declare function storeTopics(storage: StoragePlugin, observationId: string, topics: DetectedTopic[]): void;
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