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Practical writing on AI visibility, build logs from real projects, and honest takes on what actually works.
Three engineering decisions that turned a slow analyst-replacement prototype into a 5–8 minute production system that survives 114 tests and 11 live runs across equity and crypto. With the lessons that apply to any AI build.
Four patterns that kill AI projects between proof-of-concept and production — and the stage-gate delivery model that fixes each one. Written for SA founders who've already paid for an AI tool and aren't sure what they got.
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