About Cyprian Aarons
Build reliable AI with a senior engineer.
I help teams choose the right AI problem, build the system, test it under real conditions, and hand it over clearly.
- 06
- Anonymised build dossiers
- 1:1
- Principal-led delivery
Selected delivery profile
Principal-led systems work
- 01Operational workflow mapped
- 02Controls designed into the system
- 03Team handover made explicit
Operating principles
Make the release decision legible
I map the workflow, name the failure paths, and define the controls before changing the system. The result is a release decision your team can explain and own.
Peer-to-peer, not vendor-to-client
I operate as a trusted technical partner, not a salesperson. I will tell you when AI is the wrong solution, when the smallest next move is nothing, and when the real problem is infrastructure rather than intelligence.
Architectural rigour, not magic
I do not sell 'magic' AI solutions. I define the architecture, evaluations, boundaries, and handover needed for a reliable workflow.
Professional tenure
Founder & Principal
Topiax
2023 - Present
Leading Topiax engagements from workflow definition through system design, evaluation, and handover.
Co-founder & CTO
Africai
2019 - 2023
Co-founded the technical delivery of data analytics products, including platform infrastructure and data governance work.