Confido needs an engineer who can understand an operation, decide where AI is useful, connect the required systems, and ship a working product quickly.
That closely matches my current work. I have built agents that retrieve data through APIs and MCP connectors, make bounded decisions, manage structured state, route exceptions, validate their own output, and ask for human approval when judgment matters.
I also understand the less visible parts of these products. I work with authentication, row-level security, role-based routes, masked customer information, multi-tenant data, Microsoft 365 permissions, deployment, and support after release.