// Simulated LLM Service export class DummyLlmService { async query(prompt) { // Simulate LLM response with basic intent matching const intents = { 'analyze': { confidence: 0.9, action: 'analysis' }, 'process': { confidence: 0.8, action: 'processing' }, 'transform': { confidence: 0.7, action: 'transformation' } }; const matchedIntent = Object.entries(intents) .find(([key]) => prompt.toLowerCase().includes(key)); return matchedIntent ? matchedIntent[1] : { confidence: 0.1, action: 'unknown' }; } } // Interface for workflow operators export class WorkflowOperator { constructor(name, operation) { this.name = name; this.operation = operation; } async execute(state) { return await this.operation(state); } } // Interface for manifold regions export class ManifoldRegion { constructor(name, operators = []) { this.name = name; this.operators = operators; this.adjacentRegions = new Set(); } addOperator(operator) { this.operators.push(operator); } connectTo(region) { this.adjacentRegions.add(region); region.adjacentRegions.add(this); } async getValidOperators(state) { return this.operators; } } // Main manifold implementation export class WorkflowFunctionManifold { constructor(llmService) { this.llmService = llmService; this.regions = new Map(); this.currentRegion = null; this.state = {}; } addRegion(region) { this.regions.set(region.name, region); if (!this.currentRegion) { this.currentRegion = region; } } async navigate(prompt) { try { const intent = await this.llmService.query(prompt); // Find the best matching adjacent region const nextRegion = Array.from(this.currentRegion.adjacentRegions) .find(region => region.name.toLowerCase().includes(intent.action)); if (nextRegion && intent.confidence > 0.5) { this.currentRegion = nextRegion; return true; } else { console.warn(`No valid region found for prompt: "${prompt}"`); return false; } } catch (error) { console.error(`Error during navigation for prompt "${prompt}":`, error); return false; } } async executeWorkflow(prompt) { try { const operators = await this.currentRegion.getValidOperators(this.state); const intent = await this.llmService.query(prompt); const matchedOperator = operators.find(op => op.name.toLowerCase().includes(intent.action)); if (matchedOperator) { this.state = await matchedOperator.execute(this.state); return true; } else { console.warn(`No matching operator found for intent: ${intent.action}`); return false; } } catch (error) { console.error(`Error during workflow execution for prompt "${prompt}":`, error); return false; } } }