Unveiling AI Agents

Victor Nitu

AI Engineer

@ IMTF

RegTech Solutions

AI Agents for AML

Agenda

  • Introduction
  • Evolution of GenAI
    1. Model
    2. Application
    3. Chat
    4. Agent
  • Questions

Introduction

Model
Application
Chat
Agent

Small/Large Language Model

  • Text-to-Text
    • GPT-4o, Mistral, Llama 3, DeepSeek V3, ...
Modality Text Image Speech
Text Mistral Midjourney Kokoro
Image LLaVA Stable Diffusion LLaVA + Kokoro
Speech Whisperer Whisperer + Stable Diffusion SpeechT5

Model
Application
Chat
Agent

  • Prompt Engineering
    • Few-Shot
    • Chain-of-Thought
    • ...
  • Retrieval-Augmented Generation
    • Basic RAG
    • Web Search RAG
    • Knowledge Graphs
    • ...

Model
Application
Chat
Agent

Model
Application
Chat
Agent

  • Goal-Oriented: no human required
  • Autonomous and Adaptive
  • Tools: Persistance / Memory / RAG / ...
  • Dynamic Inputs & Outputs

Questions?