Hey Product Hunt
I m Fahad first-year AI & Data Science student at UCLan and founder of Khwand.
Khwand started from a frustration I kept seeing while building with AI: shipping an LLM app or agent is easier than ever, but keeping it reliable in production is still incredibly hard.
You can build something that works today, only to have a model update, prompt drift, or edge case quietly break behavior tomorrow. And unlike traditional software, the failures are semantic things don t always crash, they just start behaving differently. Usually, you only find out when users complain.