01
The hard part of finance automation starts after the spreadsheet arrives
I kept the familiar Excel inputs, standardized what happened next, and verified 303 monthly location totals before calling the reporting system finished.
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Each article starts with a real build or test, shows what changed, and says where the evidence stops.
02
Why I built a personal AI system instead of collecting more chatbots
The problem was not access to capable AI. It was losing useful decisions, research and unfinished work whenever the tool or session changed.
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What a live AI call coach has to prove before I trust it in a real conversation
The cues became more relevant, but the live test exposed the two failures that mattered most: they arrived too late and the budget could stop them mid-call.
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