The simultaneous constraints of code quality requirements via AGENTS.md, speed requirements with a quantifiable target objective, and an output accuracy/quality requirement, all do succeed at finding meaningful speedups consistently (atleast 2x-3x)
For twenty years, the pattern was predictable and universal. Someone needs information, they open Google, they type a query, they scan through ten blue links, they click a few results, they piece together answers from multiple sources. This process trained us to optimize for that journey. We focused on ranking in those ten blue links because that's where traffic came from. The entire SEO industry built around understanding and exploiting that single funnel.
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It had to be one or the other: the man who has scored the most runs in Ashes history or the man who has taken the most wickets. In the end, Shane Warne’s 195 wickets beat Don Bradman’s 5,028 runs. But, Warne is about more than numbers. His style, humour and charisma made him the kind of player you rooted for even when he lined up against your team. He was a joy to watch.
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