
The transition from instructional prompt engineering to a goal-oriented framework represents a seismic shift in how human operators interact with large language models during the current technological cycle. For years, the industry relied on meticulously crafted chain-of-thought instructions to ensure accuracy, but the arrival of GPT-5.6 Sol marks the end of this labor-intensive era. This new architecture prioritizes the final










