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esttoday at 7:19 AM2 repliesview on HN

> the architect → developer → reviewer pipeline actually produces better results than just... talking to one strong model in one session?

There's a 63 pages paper with mathematical proof if you really into this.

https://arxiv.org/html/2601.03220v1

My takeaway: AI learns from real-world texts, and real-world corpus are used to have a role split of architect/developer/reviewer


Replies

codeflotoday at 7:46 AM

>> the architect → developer → reviewer pipeline actually produces better results than just... talking to one strong model in one session?

> There's a 63 page paper with mathematical proof if you really into this.

> https://arxiv.org/html/2601.03220v1

I'm confused. The linked paper is not primarily a mathematics paper, and to the extent that it is, proves nothing remotely like the question that was asked.

show 2 replies
anhnertoday at 7:50 AM

Can you explain how this paper is relevant to the comment you replied to?