Draft: Resolve #3479388 "Research normalize function"

This creates an abstraction layer over normalization.

Todos still:

1. Fix auto validation function of base types so you can verify that the output created an integer for instance when requested.
2. Add it to OpenAI, Ollama, Azure and Anthropic provider

Out of scope:

• Fix streaming tools calling.
• Fix a virtual function calling for models that do not have it.