swaits c58d0241f9 docs(examples): add toy_nsga2, random_search, and custom_optimizer ...

The three runnable examples called out in spec §18.5 / §19. All open
with `use heuropt::prelude::*;` so they double as a check that the
prelude is sufficient on its own:

- toy_nsga2.rs: Schaffer N.1 solved with NSGA-II.
- random_search.rs: 2D sphere solved with RandomSearch.
- custom_optimizer.rs: a minimal hill-climber implementing
  `Optimizer<P>` directly, demonstrating spec §2.3.

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..

custom_optimizer.rs

docs(examples): add toy_nsga2, random_search, and custom_optimizer

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random_search.rs

docs(examples): add toy_nsga2, random_search, and custom_optimizer

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toy_nsga2.rs

docs(examples): add toy_nsga2, random_search, and custom_optimizer

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