Livoa LogoLivoa
User Input Task
Task Orchestration
RAG System
Knowledge Base
Agent Manager
Memory Systems
Short-term Memory
Working Context
Long-term Memory
Vector Database
Episodic Memory
Past Interactions
Planner Agent
Task Decomposition
Goal Setting
Executor Agent
Action Execution
Tool Calling
Tool Ecosystem
APIs & Services
Database Access
File Systems
Code Execution
Web Scraping
External Integrations
Monitor Agent
Progress Tracking
Error Handling
Feedback Loop
RLHF Training
Performance Metrics
Safety Guards
Alignment Filters
Multi-Agent Communication
Message Passing
AUTOMATION CAPABILITIES
• Basic Agents:
- Simple Q&A
- Basic calculations
- Static responses

• Advanced Agents:
- Complex task automation
- Dynamic planning
- Multi-step workflows
- Self-correction
- Continuous learning
WORKFLOW COMPARISON
Basic: Linear Processing
Input → Process → Output

Advanced: Cyclical Processing
Plan → Execute → Monitor → Learn
BASIC AI AGENT
User Input
Input Processing
Simple Memory
Session Context
Basic Tools
Calculator/Search
LLM Core Engine
GPT, Claude, Llama
Prompt Template
System Instructions
Response Generator
Output Formatting
User Response

aiagent

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