export class DummyIntentMap { async query(prompt: string): Promise<{ confidence: number; action: string }> { const intents: Record = { analyze: { confidence: 0.9, action: 'analysis' }, process: { confidence: 0.8, action: 'processing' }, transform: { confidence: 0.7, action: 'transformation' }, validate: { confidence: 0.85, action: 'validation' }, clean: { confidence: 0.85, action: 'cleaning' }, }; const matchedIntent = Object.entries(intents).find(([key]) => prompt.toLowerCase().includes(key) ); return matchedIntent ? matchedIntent[1] : { confidence: 0.1, action: 'unknown' }; } } export class WorkflowOperator { name: string; operation: (state: any) => Promise; constructor(name: string, operation: (state: any) => Promise) { this.name = name; this.operation = operation; } async execute(state: any): Promise { return await this.operation(state); } } export class ManifoldRegion { name: string; operators: WorkflowOperator[]; adjacentRegions: Set; constructor(name: string, operators: WorkflowOperator[] = []) { this.name = name; this.operators = operators; this.adjacentRegions = new Set(); } addOperator(operator: WorkflowOperator): void { this.operators.push(operator); } connectTo(region: ManifoldRegion): void { this.adjacentRegions.add(region); region.adjacentRegions.add(this); } async getValidOperators(_state: any): Promise { return this.operators; } } export class NestedManifoldRegion extends ManifoldRegion { nestedManifold: WorkflowFunctionManifold; constructor(name: string, nestedManifold: WorkflowFunctionManifold) { super(name); this.nestedManifold = nestedManifold; } async getValidOperators(state: any): Promise { if (!this.nestedManifold.currentRegion) { return []; } return await this.nestedManifold.currentRegion.getValidOperators(state); } async navigate(prompt: string): Promise { return await this.nestedManifold.navigate(prompt); } async executeWorkflow(prompt: string): Promise { const result = await this.nestedManifold.executeWorkflow(prompt); return result; } } export class WorkflowFunctionManifold { intentMap: DummyIntentMap; regions: Map; currentRegion: ManifoldRegion | null; state: any; constructor(intentMap: DummyIntentMap) { this.intentMap = intentMap; this.regions = new Map(); this.currentRegion = null; this.state = {}; } addRegion(region: ManifoldRegion): void { this.regions.set(region.name, region); if (!this.currentRegion) { this.currentRegion = region; } } async navigate(prompt: string): Promise { try { if (this.currentRegion instanceof NestedManifoldRegion) { const nestedNavigated = await this.currentRegion.navigate(prompt); if (nestedNavigated) { return true; } } const intent = await this.intentMap.query(prompt); if (intent.confidence <= 0.5) { return false; } const nextRegion = Array.from(this.currentRegion.adjacentRegions).find(region => region.name.toLowerCase().includes(intent.action) ); if (nextRegion) { this.currentRegion = nextRegion; return true; } return false; } catch (error) { return false; } } async executeWorkflow(prompt: string): Promise { try { if (this.currentRegion instanceof NestedManifoldRegion) { const nestedResult = await this.currentRegion.executeWorkflow(prompt); return nestedResult; } const intent = await this.intentMap.query(prompt); const operators = await this.currentRegion?.getValidOperators(this.state); const matchedOperator = operators.find(op => op.name.toLowerCase().includes(intent.action) ); if (matchedOperator && intent.confidence > 0.5) { this.state = await matchedOperator.execute(this.state); return true; } return false; } catch (error) { return false; } } }