AI Systems Maturity

By Prashant Dhingra AI Agents

From simple patterns to autonomous agents

Architecture & Reasoning Evolution

Agent Architecture

Prompt → Context → RAG → Agentic RAG → Self-improving

Visualization 1

Interaction & Autonomy

Single-shot → Multi-turn → Tool-use → Planning → Autonomous

Visualization 2

Prompt Engineering

Static → Templates → Graphs → Dynamic Gen

Visualization 3

Memory & Knowledge

Memory Systems

No Memory → Session → Vector → Long-term → Lifelong

Visualization 4

Knowledge Representation

Docs → Embeddings → Hybrid → Graph+RAG → World Model

Visualization 5

Types of Knowledge

Hard-coded → Retrieved → Reasoned → Synthesized

Visualization 6

Planning & Control

Planning Mechanisms

Response → CoT → ToT → Plan-Execute → Reflective

Visualization 7

Agentic Logic

If-Else → LLM Logic → Routing → Decomp → Task Graph

Visualization 8

Workflow Automation

Manual → Orchestrated → Agent Swarms

Visualization 9