Python API execution references

These implementation-oriented references explain how each recipe moves through the code and filesystem, and where a single component can be replaced without routing through the CLI.

• Validate recipe
• Screen recipe
• Oracle recipe
• Bias recipe
• Constructing a new backend runner

They capture the current implementation for future tutorial and walkthrough work. Private helper names are descriptive waypoints, not additional public API promises.