This article is about a poker-analysis framework, but the engineering problem is common to LLM tool use. The framework uses an LLM as an input and control layer. It reads a natural-language poker question, chooses a local calculator, and proposes typed fields.
Source: [Dev.to](https://dev.to/ty215/testing-an-llm-input-layer-for-poker-calculators-verified-math-unverified-interpretation-18ib)