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AI and data systems engineer

Bongo Seakhoa

I build governed AI systems and data pipelines that make decisions traceable, testable and accountable to people.

Prefer the cinematic route? Explore Anzania, an optional journey through the same portfolio.

Current focus
MetaPOS Mind, OmniMind and validation research
Based in
Debrecen, Hungary
01 / CURRENT

MetaPOS Mind and retail data systems at MetaPOS

02 / RANGE

AI systems, data engineering, analytics and applied models

03 / AI LEARNING

Explore AI, IBM Advanced Data Science and current Engineering Management study

04 / LEARNING

2 current Google Cloud credentials, active through 2027

Selected work

Three current systems, with responsibility, engineering decisions, evidence and limitations made explicit.

Research and evidence

Validation is part of the system

Accepted for ISM 2026

Simulation and Historical Evaluation of Validation-Gate Design in a Regime-Adaptive Decision System

Examines how validation gates shape a regime-adaptive decision system, separating simulation from historical evaluation and keeping the limits of both explicit.

Read the research record

Current investigation

What counts as sufficient evidence?

Selection effects, dependence, transaction costs and changing regimes are part of the question. Implemented controls and historical results are kept separate from claims about live performance.

Explore the FXPM case study

Experience

Delivery across AI, data and learning

A reverse-chronological view of current and previous roles across distributed teams.

MetaPOS

Current role

Data Engineering Scientist

Dates
Sept 2023 to Present
Context
Remote, Cape Town, South Africa

Builds retail data and governed AI-context systems that improve reliability, operational understanding and decision support within a point-of-sale environment.

2U / edX

Completed chapter

Learning Specialist

Dates
Oct 2023 to Jun 2025
Context
Remote, Cape Town, South Africa

Supported learners across FinTech, AI and Data Visualization bootcamps delivered through multiple university partners under the 2U / edX umbrella.

Blossom Academy

Completed chapter

Superagent Mentor

Dates
Nov 2024 to Jun 2025
Context
Remote, Greater Accra Region, Ghana

Mentored emerging talent pursuing paid freelance work and stronger market readiness.

Capabilities

From governed AI context to reliable data delivery

Each capability connects a real delivery problem with the systems, analysis and tools used to solve it.

Delivery capability

Data engineering and reliability

Operational data is hard to trust when pipelines, models and reporting logic drift apart.

What I deliver

  • Structured data flows and transformation logic
  • Data-quality checks and reliable reporting foundations
  • Clear technical documentation for ongoing ownership

Selected work

Working toolkit
  • Python
  • SQL
  • Data warehousing
  • Google Cloud Platform
  • Docker
  • Git

Delivery capability

Governed AI and validated decision systems

AI-enabled workflows and models are useful only when their data, context, validation, human authority and delivery paths are understood.

What I deliver

  • Governed AI interaction and company-context systems
  • Human-governed AI-assisted engineering workflows
  • Model experimentation, evaluation and lightweight delivery

Selected work

Working toolkit
  • Python
  • MCP
  • JSON Schema
  • Context engineering
  • Statistical validation

Education and credentials

Education and continuing professional development

Current study and completed education

Engineering Management and data science

BSc in Engineering Management at University of Debrecen. Data Science Certificate at Explore AI Academy.

View the academic record

Completed August 2026

Google Project Management Professional Certificate

Google, via Coursera. Alongside active Google Cloud credentials, this adds formal project-delivery training to the engineering record.

Verify the latest certificate

Browse all credentials

About

Reliable data work depends on technical care and useful communication.

I work at the intersection of data engineering, governed AI and statistically validated decision systems. At MetaPOS, I build retail data workflows and MetaPOS Mind, a permission-aware context system for people and AI assistants.

More about my work and background

For recruiters and hiring teams

Considering Bongo for an AI or data systems role?

Open to remote, contract and globally distributed opportunities