@@ -461,30 +461,246 @@ Security is built into the architecture at multiple levels:
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462462---
463463
464- * This architecture enables @DevilsDev/rag-pipeline-utils to scale from simple prototypes to enterprise-grade production systems while maintaining flexibility and extensibility. Continue to [ Usage] ( ./Usage.md ) for practical implementation examples, or explore [ Plugins] ( ./Plugins.md ) to learn about creating custom components.*
465- interface Loader {
466- load(path: string): Promise<{ chunk(): string[ ] }[ ] >;
464+ ## 🏢 Enterprise Architecture Components
465+
466+ ### ** Dependency Injection Container**
467+
468+ The enterprise-grade dependency injection system provides IoC (Inversion of Control) for modular, testable architecture:
469+
470+ ``` typescript
471+ // src/core/dependency-injection.js
472+ class DependencyContainer {
473+ private services: Map <string , ServiceDefinition > = new Map ();
474+ private instances: Map <string , any > = new Map ();
475+
476+ register<T >(name : string , factory : ServiceFactory <T >, options ? : ServiceOptions ): void {
477+ this .services .set (name , {
478+ factory ,
479+ lifecycle: options ?.lifecycle || ' singleton' ,
480+ dependencies: options ?.dependencies || []
481+ });
482+ }
483+
484+ resolve<T >(name : string ): T {
485+ if (this .instances .has (name )) {
486+ return this .instances .get (name );
487+ }
488+
489+ const service = this .services .get (name );
490+ if (! service ) {
491+ throw new ServiceNotFoundError (` Service ${name } not registered ` );
492+ }
493+
494+ // Resolve dependencies
495+ const dependencies = service .dependencies .map (dep => this .resolve (dep ));
496+
497+ // Create instance
498+ const instance = service .factory (... dependencies );
499+
500+ if (service .lifecycle === ' singleton' ) {
501+ this .instances .set (name , instance );
502+ }
503+
504+ return instance ;
505+ }
467506}
507+ ```
468508
469- interface Embedder {
470- embed(chunks: string[ ] ): Vector[ ] ;
471- embedQuery(prompt: string): Vector;
509+ ### ** SLO Monitoring System**
510+
511+ Built-in Service Level Objectives tracking with error budgets and alerting:
512+
513+ ``` typescript
514+ // src/observability/slo-monitor.js
515+ class SLOMonitor {
516+ private slos: Map <string , SLODefinition > = new Map ();
517+ private measurements: TimeSeriesDB = new TimeSeriesDB ();
518+
519+ defineSLO(name : string , definition : SLODefinition ): void {
520+ this .slos .set (name , {
521+ ... definition ,
522+ errorBudget: this .calculateErrorBudget (definition )
523+ });
524+ }
525+
526+ recordMeasurement(sloName : string , success : boolean , latency ? : number ): void {
527+ const measurement = {
528+ timestamp: Date .now (),
529+ success ,
530+ latency ,
531+ slo: sloName
532+ };
533+
534+ this .measurements .record (measurement );
535+ this .checkSLOViolation (sloName , measurement );
536+ }
537+
538+ getErrorBudgetStatus(sloName : string ): ErrorBudgetStatus {
539+ const slo = this .slos .get (sloName );
540+ const recentMeasurements = this .measurements .getRecent (sloName , slo .window );
541+
542+ return {
543+ remaining: this .calculateRemainingBudget (slo , recentMeasurements ),
544+ burnRate: this .calculateBurnRate (recentMeasurements ),
545+ alerting: this .shouldAlert (slo , recentMeasurements )
546+ };
547+ }
472548}
549+ ```
550+
551+ ### ** External API Mocking Infrastructure**
473552
474- interface Retriever {
475- store(vectors: Vector[ ] ): Promise<void >;
476- retrieve(query: Vector): Promise<Context[ ] >;
553+ Deterministic test infrastructure with network simulation for reliable CI/CD:
554+
555+ ``` typescript
556+ // __tests__/mocks/external-apis.js
557+ class ExternalAPIMocker {
558+ private mocks: Map <string , MockDefinition > = new Map ();
559+ private networkSimulator: NetworkSimulator ;
560+
561+ mockAPI(service : string , config : MockConfig ): void {
562+ this .mocks .set (service , {
563+ responses: config .responses ,
564+ latency: config .latency || { min: 100 , max: 500 },
565+ errorRate: config .errorRate || 0.05 ,
566+ rateLimiting: config .rateLimiting
567+ });
568+ }
569+
570+ async simulateRequest(service : string , request : APIRequest ): Promise <APIResponse > {
571+ const mock = this .mocks .get (service );
572+
573+ // Simulate network conditions
574+ await this .networkSimulator .delay (mock .latency );
575+
576+ // Simulate errors
577+ if (Math .random () < mock .errorRate ) {
578+ throw new MockNetworkError (' Simulated network failure' );
579+ }
580+
581+ // Return mock response
582+ return this .generateResponse (mock , request );
583+ }
477584}
478585```
479586
480587---
481588
482- ## DAG Support
589+ ## 🚀 Advanced AI Architecture
590+
591+ ### ** Multi-Modal Processing Engine**
483592
484- The `dag-engine.js` module supports chaining multiple components:
485- - Example: Summarize → Retrieve → Rerank → LLM
486- - Enables more complex workflows than linear ingestion/query
593+ Handle text, images, and structured data in unified pipelines:
594+
595+ ``` typescript
596+ // src/ai/multimodal/multi-modal-processor.js
597+ class MultiModalProcessor {
598+ private processors: Map <string , ModalityProcessor > = new Map ();
599+
600+ async process(input : MultiModalInput ): Promise <ProcessedContent > {
601+ const results = await Promise .all (
602+ input .modalities .map (async (modality ) => {
603+ const processor = this .processors .get (modality .type );
604+ return processor .process (modality .content , modality .metadata );
605+ })
606+ );
607+
608+ return this .fuseResults (results , input .fusionStrategy );
609+ }
610+ }
611+ ```
612+
613+ ### ** Federated Learning Coordinator**
614+
615+ Distributed model training with privacy-preserving aggregation:
616+
617+ ``` typescript
618+ // src/ai/federation/federated-learning-coordinator.js
619+ class FederatedLearningCoordinator {
620+ async coordinateTraining(participants : FederatedNode []): Promise <GlobalModel > {
621+ // Distribute training tasks
622+ const localUpdates = await this .distributeTraining (participants );
623+
624+ // Aggregate updates with differential privacy
625+ const aggregatedUpdate = await this .aggregateWithPrivacy (localUpdates );
626+
627+ // Update global model
628+ return this .updateGlobalModel (aggregatedUpdate );
629+ }
630+ }
631+ ```
632+
633+ ### ** Adaptive Retrieval Engine**
634+
635+ Dynamic retrieval strategies with performance optimization:
636+
637+ ``` typescript
638+ // src/ai/retrieval/adaptive-retrieval-engine.js
639+ class AdaptiveRetrievalEngine {
640+ async adaptiveRetrieve(query : Query , context : RetrievalContext ): Promise <RetrievalResult > {
641+ // Analyze query complexity
642+ const strategy = await this .selectStrategy (query , context );
643+
644+ // Execute retrieval with chosen strategy
645+ const results = await this .executeStrategy (strategy , query );
646+
647+ // Learn from results for future optimization
648+ await this .updateStrategyPerformance (strategy , results );
649+
650+ return results ;
651+ }
652+ }
653+ ```
654+
655+ ---
656+
657+ ## 🔧 Enhanced Developer Tools
658+
659+ ### ** CLI Doctor Diagnostics**
660+
661+ Comprehensive system health checking and troubleshooting:
662+
663+ ``` typescript
664+ // src/cli/doctor-command.js
665+ class DoctorCommand {
666+ async runDiagnostics(): Promise <DiagnosticReport > {
667+ const checks = [
668+ this .checkNodeVersion (),
669+ this .checkDependencies (),
670+ this .checkConfiguration (),
671+ this .checkPluginHealth (),
672+ this .checkExternalServices (),
673+ this .checkPerformanceBottlenecks ()
674+ ];
675+
676+ const results = await Promise .allSettled (checks );
677+ return this .generateReport (results );
678+ }
679+ }
680+ ```
681+
682+ ### ** Plugin Marketplace**
683+
684+ Certified plugin ecosystem with discovery and installation workflows:
685+
686+ ``` typescript
687+ // src/core/plugin-marketplace/marketplace.js
688+ class PluginMarketplace {
689+ async discoverPlugins(criteria : SearchCriteria ): Promise <PluginListing []> {
690+ const plugins = await this .searchRegistry (criteria );
691+ return plugins .filter (plugin => this .meetsCertificationStandards (plugin ));
692+ }
693+
694+ async installPlugin(pluginId : string ): Promise <InstallationResult > {
695+ // Verify plugin certification
696+ await this .verifyCertification (pluginId );
697+
698+ // Install with security scanning
699+ return this .secureInstall (pluginId );
700+ }
701+ }
702+ ```
487703
488704---
489705
490- Next → [Evaluation ](./Evaluation .md)
706+ * This enterprise-grade architecture enables @ DevilsDev/rag-pipeline-utils to scale from simple prototypes to mission-critical production systems while maintaining flexibility, security, and observability. Continue to [ Usage ] ( ./Usage .md ) for practical implementation examples, or explore [ Plugins ] ( ./Plugins.md ) to learn about creating custom components. *
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