import type { UnderstandingCandidate, UnderstandingReviewResult } from '../agent/memory/understanding/types.js';
import type { MemoryManager } from '../agent/memory/manager.js';
import type { KnowledgeSourceItem } from './types.js';
export type ClaimObservation = {
    class: 'relationship' | 'project' | 'routine';
    key: string;
    value: Record<string, unknown>;
    items: KnowledgeSourceItem[];
    windowDays: number;
};
export declare function deriveConnectedClaimObservations(items: KnowledgeSourceItem[]): ClaimObservation[];
export declare function renderConnectedObservation(observation: ClaimObservation): UnderstandingCandidate;
export declare class ConnectedUnderstandingPipeline {
    private readonly memoryManager;
    constructor(memoryManager: MemoryManager);
    process(sourceInstanceId: string, connectorId: string, agentId: string): Promise<UnderstandingReviewResult>;
}