## Why this path starts with Python
For an experienced full-stack engineer, the real gap is speed under pressure across APIs, scripts, provider SDKs, and evaluation loops.
### Optimize for
- readable control flow
- explicit inputs and outputs
- lightweight validation
- fast debugging
- safe serialization