Example applications

Keep a readable reference while a human, an LLM agent, or an automated search proposes better implementations. These independent examples show two approaches:

• NumPy optimisation
• Evolving Quantum Circuits

Each example is one module with its own tests. From a checkout, install their optional dependencies with:

$ pip install -e '.[demo]'

Both use alternative to parametrise tests and benchmarks over the registered implementations, and .measure() to score their returned results.

The same pattern suits encoders that minimise output size or query planners that minimise execution cost. Define correctness before comparing costs; see Testing Observable Behavior and Runtime Workflow.