Tag: Logfire

In production services relying on raw string interpolation, unhandled execution faults stem directly from four output failure modes: dropped mandatory payload keys, string-to-float coercion failures, malformed JSON due to unescaped control characters, and hallucinated object keys. Parsing unstructured model outputs with standard string loaders guarantees runtime crashes downstream. Large language models (LLMs) operate as probabilistic…