Build
Colloxa
Product proof: runtime AI governance infrastructure designed around policy enforcement, decision lineage, exception handling and evidence.
A delivery lead and product builder working across regulated technology, with a practice grounded in implementation, traceable decisions and evidence from real operating environments.
Elvis Tapfumanei

Operating thesis
My work sits between Product, Engineering, Operations, Risk, Privacy and Compliance, where an approved position has to become a real decision, control or workflow.
01 · Translate
I turn complex product, delivery and governance requirements into implementation plans, decision points, ownership and escalation routes that teams can actually use.
02 · Implement
The work continues past the document. I help connect the requirement to technical and operational controls, accountable workflows and the delivery structure required to make the change hold.
03 · Prove
A policy matters when a system can apply it. A governance decision matters when it changes what users, applications and agents are permitted to do. Evidence matters when it can reconstruct the decision without relying on memory.
The work now
That thesis currently takes three forms: delivery leadership in regulated lending, building Colloxa and publishing practitioner research through The Control Plane.
Proof model
Build
Product proof: runtime AI governance infrastructure designed around policy enforcement, decision lineage, exception handling and evidence.
Lead
Operational proof: delivery leadership in regulated lending and technology environments where product, engineering and control functions must execute together.
Write
Public proof: practitioner research and field notes on enforcement, evidence and the gap between policy and production behaviour.
Credentials
Tools
I use the tools required to make work visible, testable and accountable across product, delivery, analytics, development and governance environments.
Jira, Confluence, Miro, Asana
Snowflake, Mixpanel, PostHog
GitHub, Figma, Next.js, React, cloud platforms
Microsoft Purview and related Microsoft security tooling
Current availability
The primary engagement is an AI Governance Execution Assessment for one material workflow. Colloxa pilot partnerships and senior remote technical delivery opportunities are considered separately.
Next decision
Share one material workflow, the current constraint and what the organisation needs to prove.