CMPSBL® Capability — Neural Arbiter

Drop 1: Neural Arbiter | Memory Stream Discovery | Development Value: $2.9M | Your Price: Free from your friends at CMPSBL - https://CMPSBL.com — Discover Software Free at CMPSBL | Hacker News Gift | 3/29/2026 1237AM CST

Welcome to the Memory Stream — Devs Welcome — NPM with persistent memory ONLINE.

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import { NeuralArbiter } from './neural-arbiter';
const engine = new NeuralArbiter();
const result = await engine.execute({ your: 'data' });
console.log(result.confidence);
console.log(result.pipelineTrace);


// ════════════════════════════════════════════════════════
// CMPSBL® Capability — Neural Arbiter
// Rank: #0 | CJPI: 100 | Module: ANALYTICS
// ID: disc-319c04fc
// Coordinates intelligent decision-making with governance oversight.
//
// Type: Canonical Runtime | Full CJPI, tiering, pipeline orchestration
// Generated by CMPSBL® Universal Export Adapter
// Language: TypeScript | Zero external dependencies
// ════════════════════════════════════════════════════════

export interface NeuralArbiterConfig {
  maxRetries: number;
  timeoutMs: number;
  confidenceThreshold: number;
  errorStrategy: 'retry';
  telemetry: boolean;
  onStageComplete?: (stage: string, result: StageResult) => void;
  onError?: (error: Error, stage: string) => void;
}

export interface StageResult {
  stage: string;
  module: string;
  success: boolean;
  data: Record<string, unknown>;
  confidenceDelta: number;
  durationMs: number;
  metadata: Record<string, unknown>;
}

export interface NeuralArbiterResult<T = unknown> {
  success: boolean;
  data?: T;
  error?: string;
  latencyMs: number;
  confidence: number;
  pipelineTrace: StageResult[];
  stagesCompleted: number;
  totalStages: number;
  entryPoint: string;
  exitPoint: string;
}

const DEFAULT_CONFIG: NeuralArbiterConfig = {
  maxRetries: 3,
  timeoutMs: 30000,
  confidenceThreshold: 0.6,
  errorStrategy: 'retry',
  telemetry: false,
};

export class NeuralArbiter {
  private config: NeuralArbiterConfig;
  private executionCount = 0;
  private totalLatencyMs = 0;
  private successCount = 0;

  constructor(config: Partial<NeuralArbiterConfig> = {}) {
    this.config = { ...DEFAULT_CONFIG, ...config };
  }

  async execute<T = unknown>(input: Record<string, unknown>): Promise<NeuralArbiterResult<T>> {
    this.executionCount++;
    const start = performance.now();
    const trace: StageResult[] = [];
    let confidence = 1.0;
    let currentData: Record<string, unknown> = { ...input };
    let stagesCompleted = 0;
    const stages = this.buildPipeline();

    for (const stage of stages) {
      const stageStart = performance.now();
      try {
        const result = await this.executeStage(stage, currentData, confidence);
        confidence = Math.min(1.0, Math.max(0, confidence + result.confidenceDelta));
        currentData = { ...currentData, ...result.data };
        stagesCompleted++;
        trace.push(result);
        this.config.onStageComplete?.(stage.name, result);
        if (confidence < this.config.confidenceThreshold) {
          return this.buildResult(false, currentData as T, `Confidence dropped below threshold at stage '${stage.name}' (${confidence.toFixed(3)})`, start, confidence, trace, stagesCompleted, stages.length);
        }
      } catch (err) {
        const error = err instanceof Error ? err : new Error(String(err));
        this.config.onError?.(error, stage.name);
        trace.push({ stage: stage.name, module: stage.module, success: false, data: {}, confidenceDelta: -0.2, durationMs: performance.now() - stageStart, metadata: { error: error.message } });
        return this.buildResult(false, currentData as T, `Stage '${stage.name}' failed: ${error.message}`, start, confidence * 0.5, trace, stagesCompleted, stages.length);
      }
    }

    this.successCount++;
    const latency = performance.now() - start;
    this.totalLatencyMs += latency;
    return this.buildResult(true, currentData as T, undefined, start, confidence, trace, stagesCompleted, stages.length);
  }

  private buildPipeline() {
    return [
      {
        name: 'aggregate_analytics', module: 'ANALYTICS',
        fn: async (data: Record<string, unknown>, confidence: number): Promise<StageResult> => {
          const start = performance.now();
          const metrics: Record<string, number> = {};
          let totalEntropy = 0;
          const entries = Object.entries(data);
          for (const [key, val] of entries) {
            const numVal = typeof val === 'number' ? val : String(val ?? '').length;
            metrics[`metric_${key}`] = numVal;
            totalEntropy += Math.log2(Math.max(numVal, 1));
          }
          const mean = entries.length > 0 ? Object.values(metrics).reduce((a, b) => a + b, 0) / entries.length : 0;
          const variance = entries.length > 0 ? Object.values(metrics).reduce((a, v) => a + Math.pow(v - mean, 2), 0) / entries.length : 0;
          return {
            stage: 'aggregate_analytics', module: 'ANALYTICS', success: true,
            data: { metrics, statistical_summary: { mean, variance, stddev: Math.sqrt(variance), entropy: totalEntropy }, anomaly_score: variance > mean * 2 ? 'high' : variance > mean ? 'medium' : 'low', observation_count: entries.length },
            confidenceDelta: 0.057, durationMs: performance.now() - start, metadata: { entryCapability: 'input' },
          };
        },
      },
      {
        name: 'analyze_brain', module: 'BRAIN',
        fn: async (data: Record<string, unknown>, confidence: number): Promise<StageResult> => {
          const start = performance.now();
          const inputKeys = Object.keys(data);
          const complexityScore = inputKeys.length * (confidence * 10);
          const analysisMap: Record<string, unknown> = {};
          for (const key of inputKeys) {
            const val = data[key];
            const valStr = typeof val === 'string' ? val : JSON.stringify(val ?? '');
            analysisMap[`${key}_analysis`] = { type: typeof val, length: valStr.length, entropy: valStr.split('').reduce((acc, c) => acc + c.charCodeAt(0), 0) / Math.max(valStr.length, 1), relevance: Math.min(1.0, valStr.length / 100) };
          }
          return {
            stage: 'analyze_brain', module: 'BRAIN', success: true,
            data: { complexity_score: complexityScore, analysis: analysisMap, cognitive_load: inputKeys.length / 20, reasoning_depth: Math.min(5, Math.ceil(complexityScore / 10)) },
            confidenceDelta: 0.030, durationMs: performance.now() - start, metadata: { phase: 1 },
          };
        },
      },
      {
        name: 'assess_ethics_conscience', module: 'CONSCIENCE',
        fn: async (data: Record<string, unknown>, confidence: number): Promise<StageResult> => {
          const start = performance.now();
          const inputEntries = Object.entries(data);
          const processedFields: Record<string, unknown> = {};
          for (const [key, val] of inputEntries) {
            processedFields[`conscience_${key}`] = { original: val, processed: true, module: 'CONSCIENCE', transform: 'assess_ethics' };
          }
          return {
            stage: 'assess_ethics_conscience', module: 'CONSCIENCE', success: true,
            data: { module: 'CONSCIENCE', operation: 'assess_ethics', fields_processed: inputEntries.length, output: processedFields },
            confidenceDelta: 0.023, durationMs: performance.now() - start, metadata: { phase: 2 },
          };
        },
      },
      {
        name: 'enforce_governance', module: 'GOVERNANCE',
        fn: async (data: Record<string, unknown>, confidence: number): Promise<StageResult> => {
          const start = performance.now();
          const auditTrail: Array<{field: string; rule: string; passed: boolean}> = [];
          const policies = ['non_empty', 'type_safe', 'bounded_length'];
          for (const [key, val] of Object.entries(data)) {
            for (const rule of policies) {
              let passed = true;
              if (rule === 'non_empty') passed = val != null && String(val).length > 0;
              if (rule === 'type_safe') passed = val !== undefined;
              if (rule === 'bounded_length') passed = String(val ?? '').length < 10000;
              auditTrail.push({ field: key, rule, passed });
            }
          }
          const complianceRate = auditTrail.filter(a => a.passed).length / Math.max(auditTrail.length, 1);
          return {
            stage: 'enforce_governance', module: 'GOVERNANCE', success: true,
            data: { compliance_rate: complianceRate, audit_trail: auditTrail, governance_verdict: complianceRate >= 0.8 ? 'compliant' : 'review_required', timestamp: new Date().toISOString() },
            confidenceDelta: 0.054, durationMs: performance.now() - start, metadata: { phase: 3 },
          };
        },
      },
      {
        name: 'classify_jurisdiction_sovereign', module: 'SOVEREIGN',
        fn: async (data: Record<string, unknown>, confidence: number): Promise<StageResult> => {
          const start = performance.now();
          const inputEntries = Object.entries(data);
          const processedFields: Record<string, unknown> = {};
          for (const [key, val] of inputEntries) {
            processedFields[`sovereign_${key}`] = { original: val, processed: true, module: 'SOVEREIGN', transform: 'classify_jurisdiction' };
          }
          return {
            stage: 'classify_jurisdiction_sovereign', module: 'SOVEREIGN', success: true,
            data: { module: 'SOVEREIGN', operation: 'classify_jurisdiction', fields_processed: inputEntries.length, output: processedFields },
            confidenceDelta: 0.033, durationMs: performance.now() - start, metadata: { exitCapability: 'output' },
          };
        },
      },
    ];
  }

  private async executeStage(stage: { name: string; module: string; fn: (data: Record<string, unknown>, confidence: number) => Promise<StageResult> }, data: Record<string, unknown>, confidence: number): Promise<StageResult> {
    let attempts = 0;
    const maxAttempts = this.config.errorStrategy === 'retry' ? this.config.maxRetries : 1;
    while (attempts < maxAttempts) {
      try {
        return await Promise.race([
          stage.fn(data, confidence),
          new Promise<never>((_, reject) => setTimeout(() => reject(new Error(`Stage '${stage.name}' timed out`)), this.config.timeoutMs)),
        ]);
      } catch (err) {
        attempts++;
        if (attempts >= maxAttempts) throw err;
        await new Promise(r => setTimeout(r, Math.min(1000 * Math.pow(2, attempts), 10000)));
      }
    }
    throw new Error(`Stage '${stage.name}' exhausted all retries`);
  }

  private buildResult<T>(success: boolean, data: T, error: string | undefined, startTime: number, confidence: number, trace: StageResult[], completed: number, total: number): NeuralArbiterResult<T> {
    return { success, data: success ? data : undefined, error, latencyMs: performance.now() - startTime, confidence, pipelineTrace: trace, stagesCompleted: completed, totalStages: total, entryPoint: 'input', exitPoint: 'output' };
  }

  getStats() {
    return { name: 'Neural Arbiter', cjpi: 100, category: 'governance', moduleChain: ["ANALYTICS","BRAIN","CONSCIENCE","GOVERNANCE","SOVEREIGN"], executionCount: this.executionCount, successRate: this.executionCount > 0 ? this.successCount / this.executionCount : 0, avgLatencyMs: this.executionCount > 0 ? this.totalLatencyMs / this.executionCount : 0 };
  }

  reset() { this.executionCount = 0; this.totalLatencyMs = 0; this.successCount = 0; }
}

export function createNeuralArbiter(config?: Partial<NeuralArbiterConfig>): NeuralArbiter {
  return new NeuralArbiter(config);
}


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