tasq/node_modules/@claude-flow/embeddings/dist/neural-integration.d.ts

/**
 * Neural Substrate Integration
 *
 * Integrates agentic-flow's neural embedding features:
 * - Semantic drift detection
 * - Memory physics (hippocampal dynamics)
 * - Embedding state machine
 * - Swarm coordination
 * - Coherence monitoring
 *
 * These features treat embeddings as a synthetic nervous system.
 */
export interface DriftResult {
    distance: number;
    velocity: number;
    acceleration: number;
    trend: 'stable' | 'drifting' | 'accelerating' | 'recovering';
    shouldEscalate: boolean;
    shouldTriggerReasoning: boolean;
}
export interface MemoryEntry {
    id: string;
    embedding: Float32Array;
    content: string;
    strength: number;
    timestamp: number;
    accessCount: number;
    associations: string[];
}
export interface AgentState {
    id: string;
    position: Float32Array;
    velocity: Float32Array;
    attention: Float32Array;
    energy: number;
    lastUpdate: number;
}
export interface CoherenceResult {
    isCoherent: boolean;
    anomalyScore: number;
    stabilityScore: number;
    driftDirection: Float32Array | null;
    warnings: string[];
}
export interface SubstrateHealth {
    memoryCount: number;
    activeAgents: number;
    avgDrift: number;
    avgCoherence: number;
    lastConsolidation: number;
    uptime: number;
}
export interface NeuralSubstrateConfig {
    dimension?: number;
    driftThreshold?: number;
    decayRate?: number;
}
/**
 * Lazy-loaded Neural Substrate wrapper
 *
 * Wraps agentic-flow's NeuralSubstrate with graceful fallback
 */
export declare class NeuralEmbeddingService {
    private config;
    private substrate;
    private initialized;
    private available;
    constructor(config?: NeuralSubstrateConfig);
    /**
     * Initialize neural substrate
     */
    init(): Promise<boolean>;
    /**
     * Check if neural features are available
     */
    isAvailable(): boolean;
    /**
     * Detect semantic drift from baseline
     */
    detectDrift(input: string): Promise<DriftResult | null>;
    /**
     * Set baseline for drift detection
     */
    setDriftBaseline(context: string): Promise<void>;
    /**
     * Store memory with interference detection
     */
    storeMemory(id: string, content: string): Promise<{
        stored: boolean;
        interference: string[];
    } | null>;
    /**
     * Recall memories by similarity
     */
    recallMemories(query: string, topK?: number): Promise<Array<MemoryEntry & {
        relevance: number;
    }> | null>;
    /**
     * Consolidate memories (merge similar, forget weak)
     */
    consolidateMemories(): {
        merged: number;
        forgotten: number;
        remaining: number;
    } | null;
    /**
     * Register agent for state tracking
     */
    registerAgent(id: string, role: string): Promise<AgentState | null>;
    /**
     * Update agent state based on observation
     */
    updateAgentState(agentId: string, observation: string): Promise<{
        newState: AgentState;
        nearestRegion: string;
        regionProximity: number;
    } | null>;
    /**
     * Get agent state
     */
    getAgentState(agentId: string): AgentState | null;
    /**
     * Coordinate swarm for task
     */
    coordinateSwarm(task: string): Promise<Array<{
        agentId: string;
        taskAlignment: number;
        bestCollaborator: string | null;
        collaborationScore: number;
    }> | null>;
    /**
     * Add agent to swarm
     */
    addSwarmAgent(id: string, role: string): Promise<AgentState | null>;
    /**
     * Calibrate coherence monitor
     */
    calibrateCoherence(goodOutputs: string[]): Promise<{
        calibrated: boolean;
        sampleCount: number;
    } | null>;
    /**
     * Check output coherence
     */
    checkCoherence(output: string): Promise<CoherenceResult | null>;
    /**
     * Process input through full neural substrate
     */
    process(input: string, context?: {
        agentId?: string;
        memoryId?: string;
        checkCoherence?: boolean;
    }): Promise<{
        drift: DriftResult;
        state?: {
            nearestRegion: string;
            regionProximity: number;
        };
        coherence?: CoherenceResult;
        stored?: boolean;
    } | null>;
    /**
     * Get substrate health
     */
    health(): SubstrateHealth | null;
    /**
     * Full consolidation pass
     */
    consolidate(): {
        memory: {
            merged: number;
            forgotten: number;
            remaining: number;
        };
    } | null;
}
/**
 * Create neural embedding service
 */
export declare function createNeuralService(config?: NeuralSubstrateConfig): NeuralEmbeddingService;
/**
 * Check if neural features are available
 */
export declare function isNeuralAvailable(): Promise<boolean>;
/**
 * List available ONNX embedding models
 */
export declare function listEmbeddingModels(): Promise<Array<{
    id: string;
    dimension: number;
    size: string;
    quantized: boolean;
    downloaded: boolean;
}>>;
/**
 * Download embedding model
 */
export declare function downloadEmbeddingModel(modelId: string, targetDir?: string, onProgress?: (progress: {
    percent: number;
    bytesDownloaded: number;
    totalBytes: number;
}) => void): Promise<string>;
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