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It was not a long research project.
It was not something I spent weeks architecting.
And it definitely was not built from years of prior AI engineering experience.
It was a compact engineering exercise built over a few days, mostly through reading, experimenting, and applying engineering fundamentals to a domain I had not worked in before.
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