Dan Simmons, author of Hyperion and The Terror, dies aged 77

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Lazy DFAs (2010) are a clever optimization to mitigate the O(2^m) blowup of DFA construction, by only constructing the states that you actually visit. lazy DFAs reduce the theoretical automata construction time to either O(2^m) or O(n), whichever is lower. you could argue that it’s theoretically no longer linear time, since you could have a regex that creates a new state for every character in the input, but in practice you will keep revisiting the same states. for all intents and purposes it behaves more like O(n) with some initial wind-up time. the main downside of lazy DFAs is that they are more complex to implement, and you have to ship a compiler as part of your regex algorithm. i want to highlight Rust regex and RE2 as excellent implementations of this approach, which you can also see in the benchmarks.

In terms of performance, think of it as if the guts of the iPhone 16 got transplanted into a 13-inch laptop. It should be fast enough for streaming, browsing the web, and most everyday use cases thanks to Apple’s A18 Pro chip, but it won’t replace a more powerful macOS machine (especially with only 8GB of RAM). In short, it’s going to be an extremely popular graduation or back-to-school gift.

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Strategy is the connection between means and ends. For waging a war, it means asking whether the military means available match the desired military outcome. In trying to effect political change, it means asking whether the instruments employed will produce the desired change.