View project Agentic AI · Venture building
I am Samuel, a software engineer and founder. I turn complex problems into useful products, applying AI where it makes a real difference.
01 / A little context
02 / Selected work
From venture-building agents to
knowledge that finds its way off the shelf.
View project Agentic AI · Venture building
View project PrototypeResearch agents · Decision support
View project AI automation · Founder discovery
View project Immersive web · UI engineering
View project Enterprise AI · Knowledge infrastructure
View project Internal tools · Document intelligence
03 / Experience & toolkit
Aug 2025 — Present
Co-founder & AI Engineer
Kigali, Rwanda
Building agentic products for venture creation, founder recruitment, and investment research. Leading development, workflow evaluation, and platform performance across Yuba, Apptus, and YubaVC.
Nov 2024 — Aug 2025
Co-founder & AI Engineer
Addis Ababa, Ethiopia
Built OCR and RAG knowledge systems, including ingestion of 15,000 university research papers. Validated a medical-record digitization workflow with 167 healthcare professionals across 147 facilities.
Jun 2022 — Apr 2023
Co-founder & Software Engineer
Addis Ababa, Ethiopia
Connected smallholder farmers with markets and agricultural advisory services. The venture placed third in the AYuTe Africa Challenge.
Oct 2022 — Feb 2023
Software Engineering Intern
Addis Ababa, Ethiopia
Built a Telegram-based research tool using Telepathy and structured more than 200,000 target-market data points to support market analysis and outreach.
Curiosity drives the learning. Real problems shape the toolkit.
04 / Blogs
Notes from building AI systems,
and the questions they leave behind.

AI Engineering / System Design
Lessons from building AI workflows at Yuba: how web retrieval differs from permission, where quality checks stop, and what explicit access boundaries require.

Applied Machine Learning / Aviation Operations
An engineering proposal for airline crew nonreturn: forecast staffing gaps, plan qualified reserves, and assess the limits of machine learning and LLMs.

Information Economics / AI Product Design
How AI agents could affect publisher revenue, why attribution is not a payment mechanism, and how to compare licensing models using explicit assumptions.
05 / Curiosity, off the clock
A place for the things I want to make.
Robotics, flying machines, and playful experiments.
Reference videoWatch on InstagramP01@lukemaximobellInspiration
Robotics & energy
A multirotor drone built around a large solar-panel surface.
Reference videoWatch on InstagramP03@curv.labInspiration
RC vehicles & mechanical design
An RC car redesigned around belts and printed drivetrain parts.
Reference videoWatch on InstagramP05@technic_alexInspiration
Computer architecture
A commentary reel about an independent GPU design and its source repository.
Reference videoWatch on InstagramP13@beescity.memoriesInspiration
Digital fabrication & display
A framed printed photo panel that reveals an image when illuminated.
Reference videoWatch on InstagramP20@longliveaiInspiration
AI & robotics
An air-hockey robot reported to use reinforcement learning trained in simulation.
Reference videoWatch on InstagramP23@landonbtwInspiration
AI & embedded interfaces
A home question-and-answer device paired with an interaction log and scheduled review configurations.
Ideas collected from other makers.
These are inspirations for future builds.