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Engineering Growth & AI Systems Advisory

Helping engineers navigate growth in the AI era.

Practical support for system design interviews, senior-level career growth, AI-era transitions, and the architecture decisions that shape engineering teams.

Who I help

Engineers who want to think more clearly about their work.

  • Engineers preparing for technical interviews at senior levels.
  • Engineers growing toward senior, staff, and principal roles.
  • Engineers navigating the AI-era transition in backend and systems work.
  • Neurodivergent engineers seeking structured, sustainable support.
Focus areas

Three domains, one coherent worldview.

Technical Growth

System design, architecture decisions, and the craft of reasoning about complex engineering problems.

Career Navigation

Interviews, promotions, role transitions, and the slow work of building a senior-level career.

Sustainable Engineering

Energy, focus, and working with your own mind — especially for neurodivergent engineers in demanding environments.

Advisory

Architecture, AI systems, and backend scalability.

Beyond career work, I advise engineering teams on AWS architecture, AI system design, and scaling backend infrastructure. This part of the practice is growing — reach out if you have a specific problem worth thinking through together.

Learn more about advisory
  • Reviewing early-stage AI application architecture
  • Evaluating scaling tradeoffs for backend systems
  • Simplifying over-engineered internal platforms
  • Second opinions on AWS architecture decisions
About

Helping engineers think more clearly about systems, careers, and growth.

Long-term engineering growth isn't only about technical skill accumulation. It's about clarity, sustainability, and good decision-making over years.

Background in AWS, backend systems, and ML infrastructure. Interested in mentoring, structured thinking, and how engineers — including neurodivergent ones — sustain long careers in demanding environments.

More about me

Looking for clarity on your next technical or career step?

Start with a conversation. No pitch, no pressure.