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To be fair it’s also worth noting that it’s much easier to find a buggy edge case with existing code than it is to write bug free code that doesn’t have any edge cases at all. It’s so much easier to read some concrete logic and find holes in it, than it is to start from nothing and end up with perfection. It’s true both for humans and agents, but agents are better are validating correctness.


Yes this is why models are superior here: they can equally (opportunity wise) attend everything in their context window.




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