Senior subject-matter expert bridging 24 years inside the Banking Industry — compliance, risk, KYC/AML and sanctions — with the design and delivery of production AI systems built on the Model Context Protocol.
Manuel Stagg is a Senior SME and Full-Stack AI Solutions Architect with more than 24 years in the Banking Industry, where he led global compliance, risk, KYC/AML, sanctions-screening and enterprise-technology programs at Citigroup, at Tier-1 institutional scale. He now designs and ships MCP Neural Intelligence — an AI reasoning layer that connects a business's real systems (CRM, telephony, financials, inventory, compliance and vendor data) through the open Model Context Protocol and reasons across all of them to surface what matters and prescribe the next action.
His differentiator is rare: the same person who understands a Tier-1 bank's control environment also architects, codes, tests and deploys the AI that automates it. He works end-to-end — requirements, data model, backend, voice/agent layer, front end, and production release — across banking, freight, healthcare, retail, education and B2B networks, in English and Spanish.
The AI reasoning technology Manuel architects: MCP Neural Intelligence. One neural core connects every system a business runs; around it sit 4 core capability domains and 5 specialist clusters — an 83-agent workforce — all wired through the open Model Context Protocol. This is what he can design and deliver.
MCP Neural Intelligence · 4 core domains + 5 specialist clusters (39 agents), wired via the open Model Context Protocol — architected & delivered by Manuel Stagg. A live interactive app of this map is coming soon.
A single, uncommon career arc: 24 years hardening the control environment of Citigroup, a Tier-1 global bank, then turning that discipline into production AI. The regulatory rigor is not a footnote — it is the reason the AI he ships is trusted with real money, real customers and real compliance obligations.
The working stack behind aiagent.ringlypro.com and its sub-ecosystems — every item below is technology Manuel has personally built with and shipped to production.
A senior architect who carries both the Banking Industry control mindset and the ability to personally build and ship the AI. Open to the right senior engagements — contract, fractional or advisory.