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Bixen BrownBB
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Bixen Brown

@bixenbrown

AI Systems Engineer and Prompt Specialist building LLM gateways, prompt frameworks, and reliable automation pipelines with statistical rigour.

Kenya
Message

What I'm looking for

I’m looking to build and operate LLM-powered systems end-to-end—prompt frameworks, evaluation, and reliable automation—while partnering with teams that value statistical accuracy, clean documentation, and production-grade reliability.

I’m an AI Systems Engineer and Prompt Specialist with 3+ years building and operating AI-integrated systems, from LLM gateways and prompt frameworks to production automation pipelines. With a BSc Statistics background, I bring statistical rigour to structured data collection, quality control, and end-to-end system documentation.

Since 2022 at BXN (Freelance), I’ve designed and maintained a prompt framework iterated through 35+ versions with measurable quality benchmarks. I evaluate and compare outputs across frontier models (Gemini, GPT-4, Claude, Qwen) using a self-hosted AI gateway stack, and I build AI personas and chat agents using strict anti-hallucination, tone, and formatting protocols.

I also integrate Telegram bots, workflow automation, and inference/evaluation engines into pipelines serving real users. In parallel, I deliver data analysis and reporting as a Data Analyst & Reporting Specialist (2021—Present), producing dashboards and operational summaries with Python, R, and Excel—along with database-backed applications designed for “zero error tolerance.” I’ve further deployed and administered a self-hosted stack of 5+ concurrent services (API gateway, LLM inference engine, workflow automation) on WSL2/Docker, focusing on uptime, security, user access, and clear configuration documentation.

Experience

Work history, roles, and key accomplishments

BX
Current

AI Systems Engineer & Prompt Specialist

BXN

Jan 2022 - Present (4 years 3 months)

Designed and maintained the BXEN prompt framework, iterating through 35+ versions with measurable quality benchmarks. Built AI personas and chat agents with strict anti-hallucination/tone/format protocols and integrated Telegram bots, automation, and LLM inference/evaluation into production pipelines for real users.

IN
Current

Data Analyst & Reporting Specialist

Independent

Jan 2021 - Present (5 years 3 months)

Produced structured analytical reports, dashboards, and operational summaries using Python, R, and Excel across multiple client sectors. Built database-backed inventory and financial tracking applications and designed data collection pipelines with structured logging, integrity checks, and real-time alerting for non-technical operators.

Education

Degrees, certifications, and relevant coursework

Laikipia University logoLU

Laikipia University

Bachelor of Science, Statistics

2021 - 2025

BSc Statistics program with coursework in database systems, statistical computing, data management, systems analysis, and quantitative methods. Applied Python, R, and Excel across research and analytical projects throughout the degree.

Tech stack

Software and tools used professionally

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