System Architecture Overview
Core System Modules
demo.py
Complete system demonstration showcasing all ResonanceOS v6 capabilities including HRV extraction, content generation, profile management, and API integration.
system_runner.py
Comprehensive system orchestration with diagnostics, performance benchmarking, and complete test suite execution.
test_runner.py
Automated testing framework for validating system components and integration points.
Generation Architecture
human_resonant_writer.py
Primary content generation engine coordinating planner, sentence, and refiner layers with real-time HRV feedback.
planner_layer.py
Strategic content structure planning with paragraph-level HRV target assignment.
sentence_layer.py
HRV-guided sentence generation with linguistic pattern matching and emotional resonance optimization.
refiner_layer.py
Iterative content refinement based on HRF feedback for optimal human resonance.
hrf_model.html
Human-Resonant Feedback model predicting engagement and emotional response patterns.
Profile & Identity Systems
hrv_extractor.py
Multi-dimensional Human-Resonant Value vector extraction from text corpus with 8-dimensional analysis.
multi_tenant_hr_profiles.py
Enterprise-grade multi-tenant profile management for scalable brand voice and identity handling.
hrv_constants.py
Defines the 8 fundamental HRV dimensions that quantify human response to written content.
hrv_types.py
Type system definitions ensuring type safety and code clarity across the HRV ecosystem.
API & Integration Systems
fastapi_server.py
Production-grade FastAPI server with async support, automatic documentation, and enterprise monitoring.
endpoints.py
Advanced API endpoint definitions with progressive generation, profile cloning, and similarity analysis.
hr_server.py
HRV server implementation with HTTP endpoints, WebSocket support, and real-time updates.
hr_main.py
Main HRV application entry point with configuration loading, service initialization, and graceful shutdown.
Evolution Systems
resonance_reward_model.py
Reinforcement learning reward model for optimizing content generation through feedback loops.
hr_rl_trainer.py
Reinforcement learning trainer for HRV-based content optimization and policy improvement.
train_hr_rl.py
HRV reinforcement learning training with policy optimization, reward modeling, and performance tracking.
Data Processing
batch_processor.py
High-performance batch processing engine with parallel execution for large-scale operations.
corpus_analyzer.py
Advanced linguistic analysis engine with HRV integration and content classification.
data_processing.py
Text corpus processing with HRV extraction and quality analysis capabilities.
profile_generator.py
Advanced HRV profile creation, blending, adaptation, and similarity analysis tools.
data_corpus_analysis.py
Comprehensive corpus analysis with HRV extraction, quality assessment, and pattern detection.
corpus_analysis.py
Corpus-level HRV analysis with statistical insights, pattern detection, and quality metrics.
Examples & Tutorials
getting_started.py
Comprehensive tutorial guide for beginners to get started with ResonanceOS v6.
hrv_extraction.py
Comprehensive HRV vector extraction examples with detailed analysis and quality assessment.
basic_hrv_extraction.py
Basic HRV extraction example demonstrating fundamental vector extraction from text.
basic_profile_creation.py
HRV profile creation and management with 8-dimensional control and adaptive profiles.
basic_simple_generation.py
Simple content generation example demonstrating basic text generation with HRV guidance.
api_hr_example.py
Simple API integration example demonstrating HTTP POST requests to ResonanceOS endpoints.
basic_api_hr_example.py
Simple API integration with HTTP POST requests, JSON payload, and HRV feedback extraction.
cli_hr_example.py
Command-line interface example demonstrating HRV operations through CLI commands.
basic_cli_hr_example.py
Basic CLI example demonstrating fundamental command-line operations for HRV processing.
Advanced Examples
story_generation.py
Creative story generation with multi-genre support, character development, and world building.
creative_story_generation.py
Advanced creative story generation with character development, plot structures, and narrative arcs.
content_marketing.py
Content marketing applications with multi-platform campaigns, email sequences, and brand storytelling.
business_content_marketing.py
Business content marketing with B2B strategies, professional tone, and lead generation focus.
api_integration.py
REST API integration with HTTP client, authentication, error handling, and webhook notifications.
integration_api_integration.py
Advanced API integration with rate limiting, retry logic, caching, and comprehensive error handling.
live_hrv_simulation.py
Real-time HRV simulation with multi-tenant profiles, visualization, and reinforcement learning optimization.
simulation_live_hrv.py
Live HRV simulation with dynamic profile adaptation, real-time feedback, and performance monitoring.
batch_processing.py
Advanced batch processing with parallel execution, multi-tenant support, and quality filtering.
advanced_batch_processing.py
Advanced batch processing with parallel execution, multi-tenant support, quality filtering, and performance optimization.
processing_batch_advanced.py
Advanced batch processing framework with parallel execution, performance optimization, enterprise scalability, and comprehensive monitoring capabilities.
profile_creation.py
HRV profile creation from text corpus with 8-dimensional analysis and adaptive profile generation.
testing_unit_tests.py
Comprehensive unit testing framework for validating system components, integration points, and edge cases.
simple_generation.py
Simple generation example demonstrating basic content creation with HRV guidance.