From Function Frustrations to Framework Flexibility

The principle of indirection can be applied to introduce a paradigm shift: replacing direct value manipulation with symbolic reasoning using named variables. This simple yet powerful trick directly resolves inconsistencies in tool usage and enables parameterization and abstraction of interactions. The transformation of function calls into reusable and interpretable frameworks elevates tool calling into a neuro-symbolic reasoning framework. This approach unlocks new possibilities for structured interaction and dynamic AI systems.