Welcome · --:-- in Nairobi

Open to remote work · 3+ yrs experience

BRIAN ONYANGO
EZEKIEL

AI Evaluation & Red Teaming Specialist

I design adversarial safety evaluations for frontier AI agents and keep annotation pipelines honest.

currently

Freelance AI Red Teamer
Alice Collective · Nov 2026 – Present

AI Annotator
Multimango (RWS) · 2026 – Present

ABOUT

brianonyango229@gmail.com

AI evaluation specialist with hands-on experience in LLM red teaming, multilingual data annotation, and customer operations. Currently designing adversarial safety evaluations for frontier AI agents while supporting AI annotation workflows.

Background spanning AI, healthcare, logistics, and digital services — calm, precise, and at home in remote-first teams.

Location
Nairobi, Kenya
Education
B.Sc. Computer Science, Kirinyaga University (in progress)
Certificate
Google Data Analytics, Coursera (2024)

Day to day I split my time between freelance red teaming for Alice Collective, AI annotation with Multimango (RWS), and my computer science degree — so I see frontier-model safety from the builder's, the annotator's, and the student's angle at once.

  • Nairobi, Kenya
  • EAT (UTC+3)
  • Remote-first
  • Replies within a day
  • English
  • Kiswahili

Currently learning: advanced adversarial eval techniques for frontier agents

  • Precision
  • Honesty
  • Speed
  1. 2022 BSc begins + computer cert
  2. 2023 Café tech → clinic front desk
  3. 2024 Analytics cert → Powwater ops
  4. 2026 RWS annotator → Alice red teamer
Portrait of Brian Onyango Ezekiel
Filter:

Technical skills

  • LLM Evaluation
  • Red Teaming
  • Data Annotation
  • YAML Task Design
  • SQL Basics
  • Tableau

Tools

  • AgenticVerse
  • MS Office
  • E-Citizen
  • Spreadsheets
  • R
  • Git & GitHub

Skill radar

Ask me about

  • Red teaming
  • Prompt injection
  • Annotation QA
  • Side projects

Currently

Taking on freelance AI evaluation and annotation work. Best reached by email — I reply within a day.

Experience

  1. 2026
    Alice Collective (Alice.io) — Freelance AI Red Teamer

    Design adversarial prompt-injection tasks used to post-train frontier models. Author YAML scenarios with personas, attacks, verifiers, and rubrics; validate each against state-of-the-art models.

    Key win: iterated a Booking PIN-phish eval to 50% attack success across dev rollouts.

  2. 2026
    Multimango (RWS) — AI Annotator

    Review text-to-speech and conversational AI outputs for quality and guideline adherence across multilingual datasets.

    Key win: consistent rubric application across multilingual TTS and chat datasets.

  3. 2024
    Powwater Ltd — Operations & Driver Assistant

    Coordinated delivery operations and dispatch; fixed bottlenecks from order data and drove a 15% lift in repeat orders within two months.

    Key win: +15% repeat orders in two months from order-data fixes.

  4. 2023
    Executive Dental Clinic — Front Desk Receptionist

    Scheduling, follow-ups, and insurance coordination with strict digital-record privacy compliance.

    Key win: reliable scheduling and follow-ups with privacy-compliant records.

  5. 2023
    Glorious Cyber Café — Technician

    e-Citizen services and computer-basics training for walk-in customers.

    Key win: trained walk-in customers in computer basics and e-Citizen services.

Education

  • B.Sc. Computer Science (in progress)Kirinyaga University · 2022 – Present In progress

    Programming, information systems, and database management — building toward AI systems and data.

  • Google Data Analytics CertificateCoursera · 2024

    Data cleaning, analysis, and visualization with spreadsheets, SQL, Tableau, and R.

  • Certificate in Computer Studies (Distinction)Green Africa Global Foundation · 2022

    Computer packages, internet research, and digital productivity tools.

  • Kenya Certificate of Secondary Education (B Plain)Kisumu Boys' High School · 2018 – 2022

    Graduated with a B plain — the foundation for university computer science.

What can I do?

End-to-end red-team tasks: attack narrative, seeded personas and context, success criteria — iterated against frontier models until they bite.

Production YAML scenarios with entities, plant data, deterministic verifiers, and model-graded rubrics on the AgenticVerse platform.

Review of text-to-speech and conversational AI outputs against rubrics — consistent labels and documented edge cases.

Spreadsheet, SQL, Tableau, and R workflows: cleaning, analysis, and charts that answer the question. Google Data Analytics certified.

Quality and guideline-adherence review across multilingual conversational datasets for model improvement.

15%repeat-order lift at Powwater
50%dev attack-success on eval v4
3live projects shipped
2active AI contracts

Continuously engaged across study and work since 2022.

PORTFOLIO

Featured project

DoorGo — live property platform

Hostels, bookings, and rent payments in production.

Open live site

Web · Live on Vercel

DoorGo

Property and hostel platform: bookings, rent payments, maintenance.

★ … · Top language

App · TypeScript

StoryNest

Story-sharing app with mobile, web, and backend releases.

★ … · Top language

Web · React + Firebase

Executive Dental

Dental clinic website, live in production.

Independent client build · code on request

PROOF

References

Available as a professional referee.

Montel KinyuaDirector of Operations, WaterPap Ltd · +254 798 844 488

Available as a professional referee.

Dr. MarkauDentist, Gertrude's Children's Hospital · +254 789 107 272

Available as a professional referee.

Elias IkobwaDirector, Glorious Cyber Café · +254 718 591 400

Clients & employers

  • DoorGo
  • Executive Dental Clinic
  • StoryNest
  • Alice Collective
  • Multimango (RWS)

Press kit available on request — just ask.

On GitHub

GitHub avatar@BrnEzekiel · repos & contributions on GitHub
GitHub contribution activity graph

Red teaming · 3 min

How I red-team an AI agent

My loop: map the surface, plant the trap, measure the bite.

Read post

Annotation · 3 min

From annotation to adversarial evals

What labeling thousands of outputs taught me about breaking models.

Read post

Craft · 2 min

A CV verified by code, not eyeballs

Every text item machine-checked inside the page frame.

Read post

CONTACT

Prefer email — fastest way to reach me.

Replies within a day

  • Upwork — profile on request
  • Fiverr — profile on request

Proposal template · Process one-pager

Two revision rounds included on every engagement.

Your details go only to my inbox — never shared, never listed.

Questions, answered

Usually within a week for annotation and eval work; larger builds depend on scope — ask and I'll give you a date.

Short written brief, milestones with demos, async updates on your channel of choice. See the process one-pager for the full flow.

Yes — pick "Book a call" in the form above and suggest two times (EAT). I confirm within a day.

Exclusively — Nairobi-based, remote-first, comfortable across time zones.

SHIPPED

  1. Nov 2026 Portfolio relaunched on brnezekiel.me with blog, proof wall, and working contact form.
  2. Nov 2026 CV rebuilt pixel-faithful; every line machine-verified inside the frame.
  3. Nov 2026 Started freelance AI red teaming with Alice Collective.
  4. 2026 Joined Multimango (RWS) as an AI annotator.