You’re Ignoring 95% of Your LLM Response

Most developers extract only: response.choices[0].message.content But real AI engineering begins when you understand everything else the model returns. Introduction The first time most developers integrate an LLM into an application, the implementation looks simple: response = client.chat.completions.create(...) answer = response.choices[0].message.content print(answer) And for many projects, that’s where development stops. The model gives an answer. The applicat...