Inside MCP: Designing a Protocol Layer Between AI and Financial Systems

What happens when you build for AI integration… before AI integration was a thing?As COO and Architect at Finmars, I spent the past month on a personal experiment: Could I build a ready-to-use MCP server for our financial portfolio management platform as if I were just another community developer?Turns out, yes! And it happened faster […]

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AI isn’t about speed. It changes how we interact with information

AI isn’t about speed of work. It changes what work is even necessary.For years, finance invested in faster reports, richer dashboards, more interactive spreadsheets.But reports were never the goal.What people actually want is:– an answer– an insight– enough clarity to make a decisionAI doesn’t make reporting faster.It makes large parts of it unnecessary.In this article,

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When AI Gets Access Before Architecture.

Inspired by recent discussions and reports on AI-driven security risks, including https://maccarita.com/posts/idesaster/ This article reflects on a growing pattern: AI adoption is not failing, but accelerating faster than governance, competence, and systems design can keep up.Recent security incidents and stalled enterprise deployments are not caused by weak models, but by giving powerful AI tools access

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