1. A Fuzzer for the Toy Optimizer (bernsteinbear.com)

It’s hard to get optimizers right. Even if you build up a painstaking test suite by hand, you will likely miss corner cases, especially corner cases at the interactions of multiple components or multiple optimization passes.

6. Show HN: The Lottery of Life (claude.ai)

Spin the wheel to discover Earth's creatures weighted by actual population. Learn fascinating facts about nematodes, insects, and animals in this interactive educational experience.

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