Your System Is Not a State Machine

📰 Dev.to · Wes

Learn why state machines are insufficient for describing agentic AI systems and what alternatives can be used instead

intermediate Published 3 Apr 2026
Action Steps
  1. Recognize the limitations of state machines in describing agentic AI systems
  2. Identify the key characteristics of agentic AI systems that state machines cannot capture
  3. Explore alternative approaches to modeling agentic AI systems, such as agent-based modeling or graph-based methods
  4. Apply these alternative approaches to a real-world agentic AI system to see the differences in description and analysis
  5. Compare the results of using state machines versus alternative approaches to understand the trade-offs and benefits
Who Needs to Know This

AI engineers and researchers working on agentic AI systems can benefit from understanding the limitations of state machines and exploring alternative approaches

Key Insight

💡 State machines are insufficient for describing agentic AI systems due to their vast state space, non-stochastic behavior, and oversimplified flowcharts

Share This
🤖 State machines aren't enough for agentic AI systems! 📈 Explore alternative approaches to modeling complex AI behavior

Full Article

State machines can't describe agentic AI systems. The state space is too vast, the behavior isn't stochastic, and the flowchart is a lie. What replaces it?
Read full article → ← Back to Reads

Related Videos

AI Agents Are Starting to Talk to Each Other... Without Us.
AI Agents Are Starting to Talk to Each Other... Without Us.
PlivoAI
You Need to See Meta's New AI Agents #AI #Meta #TechNews
You Need to See Meta's New AI Agents #AI #Meta #TechNews
PlivoAI
Anthropic Built an AI So Dangerous They Won't Release It!
Anthropic Built an AI So Dangerous They Won't Release It!
PlivoAI
AI can support review workflows, but quality still needs human oversight | ARDEM Incorporated
AI can support review workflows, but quality still needs human oversight | ARDEM Incorporated
ARDEM Incorporated
How to Build Custom AI Agents
How to Build Custom AI Agents
AI Agents Podcast
How to Automate Content with AI Agents
How to Automate Content with AI Agents
AI Agents Podcast