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"FP&A → AI Implementation Manager"

I'm Troy Jarvis — AI Implementation Manager at Nakama. For months I've been building with Claude on nights and weekends while grinding in corporate finan...

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The harness matters more than the model

When my agent produces bad output, I don't switch models. I open a markdown file. I don't comparison-shop. ChatGPT might be better than Claude this week — I genuinely don't know, because checking would cost me more than it would earn me. Same with Gemini, same with whatever ships next quarter. Here's why I think the model question is mostly a distraction. In my experience, output quality is maybe…

Why I am Writing

I'm Troy Jarvis. I'm 26, I live in Berks County, Pennsylvania, and three weeks ago I started a job I'd been quietly training myself for without knowing I was training for it. I was put on a Performance Improvement Plan at my last finance job that, as I learned when I quit, HR had no record of. I was working 60+ hours a week there. Six months before I left, my boss asked me to build predictive…