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ServicesSimplified view

How I work with clients

How an engagement runs, from a client sharing a challenge to a tailored solution that draws on consulting, mentorship, development, speaking and digital transformation.

  • AI/ML consulting
  • Solution architecture
  • Mentorship

7 stepsPress play, or use next and previous to follow the flow one step at a time.

All steps

What this shows

Every engagement starts with the client's problem, and only the services that fit it are used. This diagram shows the full set side by side, but a real engagement usually draws on one or two.

How to start

Pick a time to talk through your challenge on the scheduling page, or send a message if you would rather write first.

This is a simplified view. The services offered, and their availability, are confirmed in conversation.

More workflows

Test Automation

NL2Test, from a sentence to a Playwright test

How NL2Test turns a plain-language description into an executable Playwright test, with a model planning the test and an MCP server driving a real page.

10 steps 9 parts Simplified view

AI and Agents

How an MCP request flows

A walk through one Model Context Protocol request, from the client through authentication, memory and the model to a server that coordinates tools.

8 steps 8 parts Simplified view

AI and Agents

Multi-agent supervisor

A supervisor agent receives a request, hands sub-tasks to specialist agents one at a time, keeps shared memory, and combines their results into one answer.

8 steps 7 parts Simplified view