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adoption

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  • 4 min readPaddy O'Cybear

    From Macros to Quicken: How Domain Expertise Becomes an AI Product

    The intelligence in any good agentic system comes from domain expertise — one person, five to seven actions, real judgment. A deployment platform turns that into a product others can use, the way Quicken turned the personal-finance spreadsheet into software. But scaling to broader users and workflows runs into an invisible wall: security, guardrails, compliance, audit — platform engineering that domain experts can't see and shouldn't have to. Every platform that promised they could go it alone has disappointed. The pattern that works is a partnership: domain expert, platform expert, and the users themselves, iterating.

  • 4 min readPaddy O'Cybear

    Why Your Amazing Personal Agentic System Doesn't Scale to Your Team

    Your personal AI setup works because you have the goals, the context, and you built it last week. Thirty days later you're a stranger to your own prompts — and your team never had the context at all. The fix isn't better prompting. It's capturing the win completely, baselining it against drift, and packaging it behind an interface — then scaling it to the team with a backing workflow. AI works when you start, manage, and end with humans.