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Omni Core Integration – Staging Tree (Beta) Enhancements & Fixes

📌 Overview

This PR introduces key enhancements, optimizations, and fixes to the Omni Core integration in the staging tree (Beta). The focus is on improving AI model learning, real-time transaction handling, WebSocket efficiency, and overall code stability.

🔹 Key Updates & Fixes

1️⃣ AI Learning Model Expansion for Improved Transaction Accuracy

Enhanced AI-driven transaction validation to minimize discrepancies.

Integration of anomaly detection for suspicious Omni Layer activities.

Optimized historical data training to refine transaction pattern recognition.

Implemented federated learning to ensure adaptive model updates with decentralized training.


📖 Reference Documentation:

Omni Layer Specification

Bitcoin Core Mempool Policy

AI Model Training & Evaluation Guide


📌 Related Issues & Discussions:

Omni Core AI Integration Discussion

Bitcoin ML-Based Transaction Analysis

AI Training Performance Benchmarking



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2️⃣ WebSocket Optimization for Real-Time Responsiveness

Improved WebSocket handling to reduce latency in transaction updates.

Auto-reconnect mechanism for persistent real-time data streaming.

Load balancing improvements for scalable and stable WebSocket connections.

Optimized event-driven processing for efficient data updates.


📖 Reference Documentation:

WebSocket Integration in Omni

WebSocket API for Real-Time Transactions

Bitcoin Core P2P Networking

Node.js WebSocket Best Practices


📌 Related Issues & Discussions:

Fixing WebSocket Connection Drops

WebSocket Latency Optimization

Bitcoin Core Network Propagation Delay Fix



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3️⃣ UI/UX Enhancements for Better Data Visualization

Redesigned transaction monitoring dashboard with real-time insights.

Graphical representation of Omni Layer token movements.

Customizable alert settings for better user experience.

Performance improvements for mobile users with optimized UI components.


📖 Reference Documentation:

Omni Layer GUI Design Guidelines

Charting Library for Real-Time Data

OmniExplorer API

React.js UI Performance Optimization


📌 Related Issues & Discussions:

Omni UI Redesign Proposal

Transaction Visualization Enhancements

Bitcoin Explorer UI Refresh Discussion



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4️⃣ Core Stability & Performance Enhancements

Fixed potential memory leaks in transaction handling logic.

Refactored smart contract execution flow for efficiency.

Security enhancements to prevent unauthorized transaction broadcasts.

Code cleanup & modularization for better maintainability.


📖 Reference Documentation:

Bitcoin Core Performance Tuning

Omni Core Security Best Practices

Transaction Processing Pipeline


📌 Related Issues & Discussions:

Omni Core Memory Optimization

Fixing Transaction Broadcast Delays

Bitcoin Mempool Bottleneck Analysis



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📍 Next Steps

Further stress testing & debugging under high network loads.

Extending AI-based fraud detection for Omni transactions.

Enhancing API integrations for improved external service compatibility.



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🚀 Quick Access to WebSocket-Related Files:

For faster reference and updates, here are the direct links to WebSocket-related files in the Omni Core repo:

📂 WebSocket Implementation:

websocket.cpp

websocket.h


📂 WebSocket API Handlers:

api_websocket.cpp

api_websocket.h


📂 WebSocket Event Handlers & Load Balancing:

event_handler.cpp

load_balancer.cpp


📂 WebSocket Client Connection & Auto-Reconnect:

client_connection.cpp

client_connection.h


📂 WebSocket Latency Fixes & Optimizations:

latency_fix.cpp

latency_fix.h

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| Header | Header |
|--------|--------|
| Cell | Cell | ✅ Final Checklist for PR Reviewers:

☑ Review WebSocket performance enhancements.
☑ Test AI anomaly detection for Omni transactions.
☑ Verify UI/UX improvements on the monitoring dashboard.
☑ Benchmark AI model improvements against previous transaction validation accuracy.


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```[om_js_content.txt](https://github.com/user-attachments/files/19047209/om_js_content.txt)
[NIST_Cybersecurity_Framework_CSF_Jan_2025 (1).pdf](https://github.com/user-attachments/files/19047210/NIST_Cybersecurity_Framework_CSF_Jan_2025.1.pdf)
[lambda-dg (1).pdf](https://github.com/user-attachments/files/19047211/lambda-dg.1.pdf)
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[Update - November 2023 Mail Direction Files (MDF).pdf](https://github.com/user-attachments/files/19047214/Update.-.November.2023.Mail.Direction.Files.MDF.pdf)
[general-api-developer-guide.pdf](https://github.com/user-attachments/files/19047215/general-api-developer-guide.pdf)
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