Beyond Prompt Engineering: The Shift to Agentic Orchestration
Peter Damiano
Beyond Prompt Engineering: The Shift to Agentic Orchestration For the past 18 months, the gold standard for interacting with Large Language Models (LLMs) has been "Prompt Engineering." We spent hours perfecting system messages, chain-of-thought structures, and few-shot examples. But the paradigm is shifting. The Problem with Static Prompts Prompt engineering is essentially human-in-the-loop programming. It’s brittle. If the input distribution shifts, your prompts often break. As applications gro