Machine learning and vision
Building models that turn images and data into useful signals.
Hello, I'm Meltus Bwire
I build AI systems people can rely on.
I build AI products and full-stack platforms from Nairobi, Kenya.
At a glance
- Experience
- 5 years
- Focus
- AI systems · fullstack platforms
- Based
- Nairobi, Kenya
Skills
What I use to turn ideas into working systems.
Hands-on tools for building, training, and shipping AI products.
LLM applications
Making language models useful inside real product workflows.
Production AI
Getting models, data, and real-time services working together in production.
How I work
Start with the problem. Build for the work.
I start with the operating context, make the trade-offs clear, and build around how the work actually gets done.
Learn how the work gets done
Before writing code, understand the people, information, constraints, and decisions the system needs to support.
Keep it clear
Choose clear boundaries and straightforward interfaces over complexity that only makes sense to its builders.
Build for the day-to-day
Make reliability, handoffs, and visibility part of the product from the beginning.
Be honest about trade-offs
Make the best call with the evidence available, name the cost, and leave the next decision easier to make.
Selected work
Work that helps teams move forward.
A selection of projects I've worked on with engineering teams.
AI · Legal tech
Clausio
AI contract review with cited answers and clause risk scoring before agreement.
Payments infrastructure
Tinker Payments
A control layer for payment routing, failover, and reconciliation across providers.
HR platforms
Talon
A hiring platform for employers, recruiters, applicants, and coaches.
Sports data
The Scout
Scouting intelligence for verified athlete evaluation and discovery.
Company platform
Tinker Digital
A product-engineering studio platform for services, case studies, and quoting.
Contact
Start a conversation.
Share a little context about what you're building, where the work feels stuck, and what needs to work better. Email is the most direct way to start a conversation.
meltusbwire10@gmail.com