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Reality Check: Why Today’s LLM Agents Break Cost, Novelty, Scaling
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Classroom Contents
Next-Generation AI Agents - Orchestrating Technological Evolution
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- 1 Who I Am + What We’ll Cover: Next-Gen AI Agents Beyond the Hype
- 2 The Agent Boom: Hype, Market Growth, and What’s Still Missing
- 3 Reality Check: Why Today’s LLM Agents Break Cost, Novelty, Scaling
- 4 Enter Active Inference: The First-Principles Framework Free Energy Principle
- 5 How Active Inference Works: Action–Perception Loop & Expected Free Energy
- 6 Why It Matters: Adaptivity, Curiosity, Efficiency, and Explainability
- 7 Scaling Up: From Single Agents to Multi-Agent Teams & Emergent Orchestration
- 8 Big Picture: Active Inference as a Path to Tech Evolution & Enterprise Systems
- 9 Key Takeaways: The Next Frontier for Agents and What to Do Next
- 10 Resources & Getting Started: Books, Libraries, Institute + Contact
