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ProactiveOS #167

Open Vinay152003 opened 2 months ago

Vinay152003 commented 2 months ago

Project Name

ProactiveOS: AI-Driven Autonomous OS Management

Description

Description: ProactiveOS is an advanced AI-driven operating system management solution designed to enhance system stability, performance, and security through real-time bug fixing, optimization, and proactive issue management. By leveraging cutting-edge technologies like LangChain, Semantic Kernel, AI agents, vision models, and Retrieval-Augmented Generation (RAG), ProactiveOS provides a comprehensive and intelligent approach to OS management.

Key Features:

  1. Proactive Application Warnings: o Risk Assessment: Assesses potential risks before installing or opening applications, providing detailed notifications about possible issues, bugs, or performance impacts. o Pre-Installation Analysis: Analyzes application compatibility and impact on the system to prevent potential disruptions.

  2. Real-Time Bug Fixing and Optimization: o Autonomous Issue Resolution: Utilizes AI agents and RAG to autonomously address and resolve system issues as they arise. o Dynamic Optimization: Automatically adjusts system settings and resources based on real-time performance data.

  3. Advanced Diagnostics: o Semantic Analysis: Analyzes system logs and error messages using Semantic Kernel for accurate detection and understanding of issues. o Visual Diagnostics: Employs vision models to interpret screenshots and visual elements of system errors or application behavior.

  4. Predictive Maintenance: o Resource Forecasting: Predicts future resource needs and potential issues, applying proactive optimizations based on historical data and usage patterns. o Maintenance Scheduling: Automatically schedules and performs maintenance tasks, such as disk cleanup and software updates, based on predictive analytics.

  5. Interactive Support and Guidance: o Natural Language Assistance: Provides user-friendly support through LangChain, offering detailed explanations and step-by-step troubleshooting guides. o Visual Reporting Tools: Allows users to report issues using screenshots or video captures, which are analyzed for immediate feedback and solutions.

  6. Advanced Security Measures: o Real-Time Threat Detection: Continuously monitors for security threats using AI-driven analysis and external threat intelligence. o Behavioral Anomaly Detection: Identifies unusual system behavior that may indicate malware or security breaches and takes appropriate action.

  7. Enhanced Resource Management: o Dynamic CPU/GPU Scaling: Adjusts CPU and GPU resources based on workload demands to optimize performance and energy efficiency. o Predictive Storage Management: Proactively manages disk space by forecasting storage needs and performing necessary cleanup or archiving.

  8. Data and Privacy Management: o Automated Backup and Recovery: Provides secure and automated backups of important files and system settings, with easy recovery options. o Advanced Data Encryption: Automatically encrypts sensitive files based on user-defined policies and context.

  9. Multi-Platform Integration: o Unified Management: Integrates with cloud services, IoT devices, and mobile platforms for a cohesive system management experience. o Virtual Environment Management: Handles virtual machines and containers, including resource allocation and performance monitoring.

  10. User Experience Enhancements: o Customizable UI/UX: Allows users to personalize the system interface based on their preferences, improving overall usability. o Educational Modules: Offers training and educational content to help users understand system features and optimize their settings.

Data Sources: • System Logs: Collected from OS diagnostic tools and performance monitoring. • Application Data: Information about installed applications, their behaviors, and historical performance metrics. • User Reports: Feedback and screenshots provided by users for troubleshooting. • External Knowledge Bases: Documentation, forums, and expert sources for up-to-date solutions and best practices.

Modifications: • Data Ingestion: Enhanced ingestion pipelines to handle system logs, user reports, and external knowledge efficiently. • Prompting Flows: Customized prompting flows using LangChain to provide detailed, context-aware recommendations and support.

Beneficiaries: • Individual Users: Those seeking a more stable, secure, and optimized computing experience. • IT Administrators: Professionals managing multiple systems who need efficient, autonomous management tools. • Enterprises: Organizations looking for comprehensive OS management solutions to improve system reliability and reduce manual intervention.

Technology & Languages: • JavaScript • Python • AI Studio • AI Search • Cosmos DB • Azure SQL

Technology & Languages

Project Repository URL

https://github.com/Vinay152003/ProactiveOS-AI-Driven-Autonomous-OS-Management

Deployed Endpoint URL

No response

Project Video

https://www.youtube.com/@e-20vinayhipparge90

Team Members

Vinay Hipparge

jaydestro commented 2 months ago

@Vinay152003 - There is no video, could you please upload to YouTube? Also do you have an endpoint URL?

multispark commented 1 month ago

Hello @Vinay152003, thank you for participating in RAG Hack!

The team is working hard to distribute badges. Please have each team member fill out this form: aka.ms/raghack/badge-dist

Thank you!