A few months ago, I noticed something frustrating while building AI applications: The model response...
A few months ago, I noticed something frustrating while building AI applications:
The model response looked perfect.
The JSON was valid.
The schema matched.
The API returned 200.
Your AI Returns a 200 OK. That Doesn't Mean It's Right. A problem I kept hitting while...
Every developer who has worked with LLMs has been there. You ask the model for JSON. You describe the...
The response looked perfectly reasonable in the logs. It had the fields I asked for. The values made...
I was staring at a broken Next.js and Express backend integration late at night, convinced my AI...
Hallucinations are mathematically inevitable in LLMs. Here's why self-correcting agent architectures and human-in-the-loop…
LLMs hallucinate structure. A production agent needs a validation layer between the raw model output and the code that acts on…
