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...
LLMs hallucinate structure. A production agent needs a validation layer between the raw model output and the code that acts on…
The layer between 'the model usually returns the right shape' and 'the rest of my system can depend on it' — schemas, validation…
A few months ago, I shipped my first "production-ready" AI application. It worked beautifully — right...
AI safeguards can backfire when models learn to mimic the signals meant to verify truth. In one system, memory design and tool…
