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/**
* Example: Quality Profiles
*
* Demonstrates the different quality validation profiles:
* - strict(): Highest quality thresholds with semantic validation
* - forProduction(): Production-ready with multi-signal confidence
* - forDevelopment(): Lenient thresholds for development
* - forCascade(): Optimized for 50-60% acceptance rate
* - permissive(): Most lenient for maximum throughput
*
* Run: npx tsx examples/nodejs/quality-profiles.ts
*/
import { CascadeAgent, QualityValidator } from '@cascadeflow/core';
async function main() {
console.log('🎯 Quality Profiles Example\n');
const models = [
{
name: 'gpt-4o-mini',
provider: 'openai' as const,
cost: 0.00015,
},
{
name: 'gpt-4o',
provider: 'openai' as const,
cost: 0.00625,
},
];
// ============================================================================
// 1. Strict Mode - Maximum Quality
// ============================================================================
console.log('📊 1. Strict Mode (Maximum Quality)');
console.log(' - Highest thresholds');
console.log(' - Semantic validation enabled');
console.log(' - Production confidence estimator\n');
const strictAgent = new CascadeAgent({
models,
quality: {
useProductionConfidence: true,
strictMode: true,
useSemanticValidation: true,
minConfidence: 0.85,
provider: 'openai',
},
});
try {
const strictResult = await strictAgent.run(
'What is TypeScript and why should I use it?'
);
console.log(` ✅ Response accepted (${strictResult.modelUsed})`);
console.log(` 💰 Cost: $${strictResult.totalCost.toFixed(6)}`);
console.log(` 📈 Quality: ${strictResult.qualityCheckPassed !== undefined ? (strictResult.qualityCheckPassed ? 'PASSED' : 'REJECTED') : 'N/A'}${strictResult.qualityScore !== undefined ? ` (score: ${strictResult.qualityScore.toFixed(2)})` : ''}`);
} catch (error) {
console.log(` ❌ Error: ${error instanceof Error ? error.message : error}`);
}
console.log();
// ============================================================================
// 2. Production Mode - Balanced Quality
// ============================================================================
console.log('🏭 2. Production Mode (Balanced Quality)');
console.log(' - Moderate to high thresholds');
console.log(' - Multi-signal confidence estimation');
console.log(' - Alignment scoring enabled\n');
const prodAgent = new CascadeAgent({
models,
quality: {
useProductionConfidence: true,
minConfidence: 0.73,
provider: 'openai',
},
});
try {
const prodResult = await prodAgent.run(
'Explain the benefits of static typing.'
);
console.log(` ✅ Response accepted (${prodResult.modelUsed})`);
console.log(` 💰 Cost: $${prodResult.totalCost.toFixed(6)}`);
console.log(` 📈 Quality: ${prodResult.qualityCheckPassed !== undefined ? (prodResult.qualityCheckPassed ? 'PASSED' : 'REJECTED') : 'N/A'}${prodResult.qualityScore !== undefined ? ` (score: ${prodResult.qualityScore.toFixed(2)})` : ''}`);
} catch (error) {
console.log(` ❌ Error: ${error instanceof Error ? error.message : error}`);
}
console.log();
// ============================================================================
// 3. Development Mode - Lenient Quality
// ============================================================================
console.log('🔧 3. Development Mode (Lenient Quality)');
console.log(' - Lower thresholds for faster iteration');
console.log(' - Good for testing and development\n');
const devAgent = new CascadeAgent({
models,
quality: {
minConfidence: 0.60,
requireMinimumTokens: 5,
},
});
try {
const devResult = await devAgent.run('What is a compiler?');
console.log(` ✅ Response accepted (${devResult.modelUsed})`);
console.log(` 💰 Cost: $${devResult.totalCost.toFixed(6)}`);
console.log(` 📈 Quality: ${devResult.qualityCheckPassed !== undefined ? (devResult.qualityCheckPassed ? 'PASSED' : 'REJECTED') : 'N/A'}${devResult.qualityScore !== undefined ? ` (score: ${devResult.qualityScore.toFixed(2)})` : ''}`);
} catch (error) {
console.log(` ❌ Error: ${error instanceof Error ? error.message : error}`);
}
console.log();
// ============================================================================
// 4. Cascade Mode - Optimized Acceptance Rate
// ============================================================================
console.log('⚡ 4. Cascade Mode (50-60% Acceptance)');
console.log(' - Optimized for cascade performance');
console.log(' - Semantic validation disabled for speed');
console.log(' - Relaxed thresholds\n');
const cascadeAgent = new CascadeAgent({
models,
quality: {
minConfidence: 0.55,
requireMinimumTokens: 5,
useSemanticValidation: false,
},
});
try {
const cascadeResult = await cascadeAgent.run(
'What are the key features of modern programming languages?'
);
console.log(` ✅ Response accepted (${cascadeResult.modelUsed})`);
console.log(` 💰 Cost: $${cascadeResult.totalCost.toFixed(6)}`);
console.log(` 📈 Quality: ${cascadeResult.qualityCheckPassed !== undefined ? (cascadeResult.qualityCheckPassed ? 'PASSED' : 'REJECTED') : 'N/A'}${cascadeResult.qualityScore !== undefined ? ` (score: ${cascadeResult.qualityScore.toFixed(2)})` : ''}`);
console.log(` 🎯 Draft accepted: ${cascadeResult.draftAccepted}`);
} catch (error) {
console.log(` ❌ Error: ${error instanceof Error ? error.message : error}`);
}
console.log();
// ============================================================================
// 5. Permissive Mode - Maximum Throughput
// ============================================================================
console.log('🚀 5. Permissive Mode (Maximum Throughput)');
console.log(' - Lowest thresholds');
console.log(' - Accept almost all responses');
console.log(' - Best for high-volume scenarios\n');
const permissiveAgent = new CascadeAgent({
models,
quality: {
minConfidence: 0.40,
requireMinimumTokens: 3,
useSemanticValidation: false,
},
});
try {
const permissiveResult = await permissiveAgent.run('Define API.');
console.log(` ✅ Response accepted (${permissiveResult.modelUsed})`);
console.log(` 💰 Cost: $${permissiveResult.totalCost.toFixed(6)}`);
console.log(` 📈 Quality: ${permissiveResult.qualityCheckPassed !== undefined ? (permissiveResult.qualityCheckPassed ? 'PASSED' : 'REJECTED') : 'N/A'}${permissiveResult.qualityScore !== undefined ? ` (score: ${permissiveResult.qualityScore.toFixed(2)})` : ''}`);
console.log(` 🎯 Draft accepted: ${permissiveResult.draftAccepted}`);
} catch (error) {
console.log(` ❌ Error: ${error instanceof Error ? error.message : error}`);
}
console.log();
// ============================================================================
// 6. Using Factory Methods
// ============================================================================
console.log('🏗️ 6. Using QualityValidator Factory Methods\n');
const strictValidator = QualityValidator.strict();
const prodValidator = QualityValidator.forProduction();
const devValidator = QualityValidator.forDevelopment();
const cascadeValidator = QualityValidator.forCascade();
const permissiveValidator = QualityValidator.permissive();
console.log(' Validator Configs:');
console.log(` - Strict: minConfidence=${strictValidator.getConfig().minConfidence}`);
console.log(` - Production: minConfidence=${prodValidator.getConfig().minConfidence}`);
console.log(` - Development: minConfidence=${devValidator.getConfig().minConfidence}`);
console.log(` - Cascade: minConfidence=${cascadeValidator.getConfig().minConfidence}`);
console.log(` - Permissive: minConfidence=${permissiveValidator.getConfig().minConfidence}`);
console.log('\n✅ Example complete!');
}
main().catch(console.error);