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

1:1 delivery
  1. 01Operational workflow mapped
  2. 02Controls designed into the system
  3. 03Team handover made explicit
See anonymised delivery evidence in the case studies

Operating principles

01

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.

02

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.

03

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.

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