As AI models execute tasks via function calling, their internal state is insufficient for reliable, repeatable business outcomes. They must integrate with external systems (like BPMS) to become predictable "runtimes," ensuring consistent results despite prompt failures or hallucinations.
Advanced reasoning models excel with ambiguous inputs because they first deduce the user's underlying needs before executing a task. This ability to intelligently fill in the blanks from a poor prompt creates a "wow effect" by producing a high-quality, praised result.
The future of AI is not a single all-knowing model, but a "router" model that triages requests to a suite of specialized expert AIs (e.g., doctor, programmer). The primary technical and business challenge will shift to building the most efficient and accurate routing system, which will determine market leadership.