AI & RAG Systems
Retrieval-augmented assistants grounded in your documents: ingestion pipelines, pgvector retrieval, LLM integration with provider fallback, and evaluation you can measure.
Services
Kenya-based engineer building intelligent, scalable products: Kilele Archade, a live AI learning platform at kilelearchade.co.ke, and Apex, a PropTech platform. Available for product builds, freelance contracts and remote roles worldwide.
Available for remote work
Kenya-based · open to freelance projects and full-time roles
What I deliver
Six service lines — every one backed by production software you can try or read on GitHub, not slideware.
Retrieval-augmented assistants grounded in your documents: ingestion pipelines, pgvector retrieval, LLM integration with provider fallback, and evaluation you can measure.
End-to-end product delivery with React/TypeScript frontends and Node.js or Spring Boot backends — from database schema to deployed, production-ready software.
REST APIs, third-party service integration, authentication and role-based access, payment and communication workflows built to stay maintainable.
PostgreSQL-first data modelling: schemas, row-level security, migrations, and pgvector embeddings kept next to the relational data they describe.
Dockerised deployments, CI/CD pipelines, hosting setup on Vercel/Render/Cloudflare and monitoring so releases are boring instead of dramatic.
Founder experience taking ideas to live products (Kilele Archade, Apex): scoping, architecture decisions and shipping the first version yourself.

My operating principles: understand the real problem before writing code, design the architecture first, ship working software, then improve it continuously. You get direct communication with the engineer building your product — no handoff layers.
End-to-end delivery — scope, architecture, build and launch of a first production version, the way I shipped Kilele Archade and Apex.
Backend features, AI and RAG integrations, or frontend work delivered inside your existing codebase and process.
Full-stack, backend or AI/ML engineering for teams hiring from Kenya or working globally remote.
Stack
Programming Languages
Backend
Frontend
Databases
AI / ML
Cloud / DevOps