As AI development shifts rapidly from simple stateless chat completions to fully autonomous agentic workflows ( @Claude Code , @Aider , @Langchain , @CrewAI AMP - Agent Management Platform ), we are encountering a fundamental challenge in software architecture: The Agent Readiness Gap.
Unlike traditional deterministic software where API calls are predictable and bounded autonomous agents operate in multi-turn OODA loops (Observe, Orient, Decide, Act).
