AI2ML AI to Machine Learning

Sep 29, 2026 · Artificial Intelligence

Agent Kung-fu: 10 Layers of Control Transfer for Production-Ready Agents

This article presents a 10-level framework for building production-ready AI agents, centered on six critical questions about action control, capability access, conflict resolution, failure handling, knowledge reuse, and causal reasoning, plus four engineering principles emphasizing code-enforced permissions, evaluator-driven loops, identification before optimization, and falsifiable innovation.