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

Key Takeaways

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

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

CLI vs API vs MCP Explained | Key Differences for AI Engineers
CLI vs API vs MCP Explained | Key Differences for AI Engineers
Pavithra’s Podcast
Saner.ai Tutorial | Build Smarter Workflows with AI (Step-by-Step Guide)
Saner.ai Tutorial | Build Smarter Workflows with AI (Step-by-Step Guide)
Pavithra’s Podcast
Domain-Specific Chatbot Architecture with Security Gateway | Enterprise AI Design
Domain-Specific Chatbot Architecture with Security Gateway | Enterprise AI Design
Pavithra’s Podcast
Build a Code Review AI Agent with LangGraph | Review GitHub PRs Automatically
Build a Code Review AI Agent with LangGraph | Review GitHub PRs Automatically
Pavithra’s Podcast
CrewAI Crash Course for Beginners | Agents, Tasks, Tools & Crews Explained from Scratch
CrewAI Crash Course for Beginners | Agents, Tasks, Tools & Crews Explained from Scratch
Pavithra’s Podcast
Why Jenkins is Getting a Massive Upgrade in 2026? #agenticai #coding #aiagents #programming #crewai
Why Jenkins is Getting a Massive Upgrade in 2026? #agenticai #coding #aiagents #programming #crewai
Pavithra’s Podcast