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Selected work

Lloyds Banking Group · Applied AI

From design intent to governed delivery

I lead AI-assisted, MCP-enabled delivery offerings within CancaraOS, turning recurring design and engineering needs into reusable workflows, implementation patterns and MCP servers, with evaluation and human review built in.

Context

At Lloyds Banking Group scale, AI delivery must be governed and reusable—not a collection of one-off demos—without bypassing accessibility, engineering standards or human accountability.

My role

I set technical direction and lead delivery across AI workflow design, MCP server capabilities, reusable patterns, evaluation and governance.

Approach

  • Turn recurring design and engineering needs into reusable offerings rather than one-off demonstrations.
  • Design MCP servers, shared schemas and workflow contracts that preserve approved design intent across tools.
  • Build evaluation and human review into each offering before wider adoption.

Outcomes

  • Led the technical direction and delivery of design-to-code workflows, MCP servers and reusable AI offerings.
  • Established reusable implementation patterns and evaluation foundations for broader adoption.
  • Connected design intent, engineering evidence and human review in governed delivery paths.