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AI Knowledge Continuity Agent – A prototype AI assistant for IT teams that stores solved issues, generates intelligent responses using Google Gemini 2.5 Pro, and ensures knowledge continuity. Combines a memory system with AI-powered generation to provide context-aware solutions and reduce repetitive queries.

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AI Knowledge Continuity Agent

AI-powered knowledge continuity assistant for IT teams. This system helps IT teams store, retrieve, and generate solutions to common issues, ensuring that knowledge is preserved and easily accessible.

This project combines a memory-based knowledge system with AI-powered responses using Google Gemini 2.5 Pro, providing context-aware solutions and reducing repetitive problem-solving.


Features

  • Automated Learning: Stores solved issues and their solutions automatically.
  • AI-Generated Responses: Uses Gemini AI to generate answers for new issues.
  • Context Awareness: Provides relevant answers based on the specific problem.
  • Team Continuity: Ensures all IT knowledge is centralized and accessible.

Architecture & Workflow

  1. Backend (FastAPI) handles storing issues/solutions in a JSON-based memory, processes AI queries, and exposes endpoints /query and /add_memory.
  2. Frontend (React + TailwindCSS) provides the user interface for interacting with the AI agent, displaying chat, memory addition, and settings.
  3. When a user asks a question, the agent first checks stored memory. If no match is found, it generates a response using Gemini AI.

Technologies Used

  • Backend: Python, FastAPI, Pydantic
  • Frontend: React, TypeScript, TailwindCSS, Lucide Icons
  • AI: Google Gemini 2.5 Pro
  • Database: JSON file-based memory (prototype)
  • Other: CORS support, environment variables for API key

Future Development

  • Automatic logging of IT issues from ticketing systems.
  • Advanced search and filtering in the knowledge base.
  • Multi-user collaboration and role-based access.
  • Integration with IT monitoring tools for proactive problem-solving.
  • Real-time learning: automatically capture the problem-solving procedure without manual input.
  • Analytics dashboard to track frequent issues, AI response accuracy, and team performance.

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AI Knowledge Continuity Agent – A prototype AI assistant for IT teams that stores solved issues, generates intelligent responses using Google Gemini 2.5 Pro, and ensures knowledge continuity. Combines a memory system with AI-powered generation to provide context-aware solutions and reduce repetitive queries.

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