Muhammad Sesay
Full Stack Developer & Software Engineer based in Freetown, Sierra Leone.
I build web applications, backend systems, AI-powered workflows, and developer tooling. Lately I've been spending more time on LLMs, MCP, agents, RAG, and the infrastructure that makes those systems usable.
I studied Information Technology at Limkokwing University of Creative Technology. I'm a co-founder of Nexlura, a software consultancy in Freetown.
I don't just ship software — I write down what I learn. That includes technical notes on MCP and agents, and an ongoing knowledge base called Law for Software Developers.
What I'm currently learning
- AI / LLM engineering
- MCP and developer tools
- AI agents and harnesses
- RAG and embeddings
- Software architecture
- Law for Software Developers
Experience
JoinHelix.co
Full Stack Developer · Remote
June 2026 – August 2026
Member platform and AI workflows around community calls, retrieval, and scheduled agents.
- Built an automated ingestion pipeline pulling community call recordings from Google Drive and using LLMs to extract member wins, commitments and profile facts into structured PostgreSQL data.
- Developed the member platform in Next.js, including directory, profiles, onboarding intake and invite flow, with row-level database rules.
- Built a retrieval-augmented chat assistant over call transcripts and member records using embedding search and per-request token cost tracking.
- Delivered scheduled AI agents that generate weekly community summaries and introduction suggestions.
Recyclium AG
Full Stack Developer · Remote
September 2024 – September 2025
Product tracking, reporting, and operations tooling for a deposit-return style product workflow.
- Implemented product QR code generation and product stage tracking.
- Built reporting for collection, storage, and export, including PDF exports.
- Developed CRUD for team members and missions.
- Integrated coupon issuance and redemption.
Legacy Network AG
Full Stack Developer · Remote
June 2023 – April 2024
Backend work around blockchain-backed client data, referrals, and cloud deployment.
- Programmed a transaction-tool backend for interacting with the blockchain to fetch client information for dashboard rendering.
- Assembled referral program APIs and wired them to the frontend.
- Upgraded in-house app databases for scalability.
- Streamlined application deployment to cloud services.
Education
Limkokwing University of Creative Technology
Bachelor of Science — Information Technology
February 2023 · Freetown, Sierra Leone
Coursework includes Data Structures and Algorithms, Web and Object-oriented Programming, Probability & Statistics, IT Intellectual Property Rights and Ethics, Principles of Software Engineering.
Technologies
Languages
- Go
- Python
- JavaScript
- TypeScript
Frontend
- React
- Next.js
- Redux
- HTML5
- CSS3
- Tailwind CSS
- jQuery
Backend
- Go
- Node.js
- REST APIs
- PostgreSQL
AI / LLM
- LLM integration
- Prompt engineering
- RAG
- Embeddings
- AI agents
- MCP
- Ollama
Infrastructure
- Docker
- Redis
- MinIO
- Render
- Vercel
- Git
- GitHub
Mobile
- React Native
- Expo
Writing
Essays go to Medium. Law for Software Developers lives on GitHub as an ongoing series.
Frequently asked
- Is Muhammad Sesay a software engineer in Sierra Leone?
- Yes. Muhammad Sesay is a full stack developer and software engineer based in Freetown, Sierra Leone. He builds web applications, backend systems, and AI-powered tools, and is a co-founder of Nexlura, a software consultancy in Freetown.
- What kind of software development work does he do?
- Full-stack product work (React, Next.js, Node.js, PostgreSQL), AI/LLM systems (RAG, agents, MCP, LangGraph), and developer tooling. Recent public work includes DevAssist, a LEPA support agent, an AI document pipeline, and an AI job application assistant.
- What technologies does Muhammad Sesay work with?
- Go, Python, JavaScript, and TypeScript, with React, Next.js, Node.js, PostgreSQL, Docker, and LLM tooling such as RAG, embeddings, AI agents, and MCP.
- How can I hire or contact a full stack developer in Freetown?
- The fastest way is WhatsApp. For a longer note, email contact@sesay.work. Both are on the contact page.