My background is in the integration layer between AI models and production
systems. The model is rarely the constraint. Reaching data reliably, within
the access controls an organization already operates and in a form that can
be audited afterwards, generally is.
Tool servers
Model Context Protocol servers giving a model defined, permissioned access to internal systems.
Agent design
Multi step agents that carry a task through to completion rather than returning an answer and stopping.
System integration
Databases, internal APIs, document stores and existing line of business applications.
Document and data
Extraction, classification and retrieval across the documents and records an organization accumulates.
Deployment
Containerized services deployed into your own cloud environment and operated under your own credentials.
Access and governance
Single sign on, role based access control, approval steps and an audit trail of every action taken.