Your LLM Stack Is Not Ready for Production—Here’s What You’re Missing

Leaders need to rethink how systems are built, validated, and maintained at scale. Unpredictability isn’t a minor annoyance or an edge case: it becomes the primary design challenge at every level. Prompt interpretation, agent interactions, orchestration logic, and even the boundaries of model attention are all sources of ambiguity that must be engineered for.

Executive Summary: Why LLM Architecture is a Real Shift

For CTOs, Engineering Leaders, and Delivery Owners

Generative AI and large language models in particular are no longer side projects or mere APIs. They demand a new style of engineering and a new organizational discipline. The core issue isn’t just technical novelty. LLMs replace determinism with probability, introduce a “linguistic interface” as the new application layer, and demand that leaders rethink how systems are built, validated, and maintained at scale.

What truly sets this shift apart is the emergence of ...