Your LLM didn't fail. Your application trusted it too much.

Short summary

A short post arguing that the most dangerous LLM failures are outputs that look correct but contain subtle errors like missing fields. The author is building Linden, an AI reliability layer that evaluates LLM responses before production systems use them. The post is largely a product pitch seeking engineer feedback on painful LLM production failures.

• •Subtle LLM errors (missing fields, valid but wrong JSON) are more dangerous than obvious failures
• •Author is building Linden, an AI reliability layer for evaluating LLM outputs
• •Post is primarily a product pitch soliciting engineer feedback

Generated with AI, which can make mistakes.