When a client asks for SEO and needs GEO
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Clients ask for SEO when their real problem is that machines do not understand who they are or where they operate. This is how a small agency sells GEO work without overpromising.
When a ChatGPT sync bug made my Mac the source of truth
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A ChatGPT projects sync bug left my desktop app and the web client disagreeing about reality, so I treated one Mac as the source of truth and reached it remotely.
From hobby banknote app to an enterprise AI pitch
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A hobby banknote recognition app with a React Native + Expo camera pipeline grew into a serious AI intake tool and a pitch to a major currency grading company.