I work full-stack — the interface people use, the services behind it, and the reliability that keeps them up. On top of that I build LLM integrations: orchestration layers, RAG pipelines, and application-layer AI security. I hold an MSc in Software Engineering and my graduate research at Ashesi University is on efficient AI for low-resource environments.
- Day-to-day: Production software engineering — backend, multi-tenant architecture, reliability, performance.
- Differentiator: Shipping AI into products — LLM orchestration (AWS Bedrock), RAG, prompt-injection hardening.
- Direction (MPhil, Year 2 research): Low-resource AI — lightweight model adaptation, semi-supervised ASR for underrepresented languages, retrieval for constrained settings.
| Full-Stack & Systems | AI Integration | Security & Robustness |
|---|---|---|
| React / Next.js Frontends | LLM Orchestration | AI Security (prompt injection) |
| High-Performance FastAPI APIs | RAG Pipeline Design | Multi-tenant Isolation |
| Distributed Systems & Messaging | Fine-tuning & Embeddings | Ethical Hacking · OWASP LLM Top 10 |
🏗️ Featured Project: Meridian Policy Intelligence
A full-stack RAG application for high-precision corporate policy retrieval.
- Key Metric: 96% Citation Accuracy, 93.5% Groundedness.
- The Engineering: "Guardrail Prompt Template" + local CPU-based HuggingFace embeddings for cost-effective inference.
- Design: Editorial/Brutalist UI, Vanilla HTML/CSS.
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- MSc, Software Engineering — Quantic (2025 - 2026)
- MPhil, Intelligent Computing Systems — Ashesi University (2025–2027), research phase
- Low-resource AI: lightweight adaptation, semi-supervised ASR, cross-lingual transfer for underrepresented languages
- Security-first AI: responsible AI and accessible AI are the same problem
- Languages: Python (Expert), TypeScript, Node.js, SQL.
- Frontend: React, Next.js, Angular, Tailwind CSS.
- Backend/DevOps: FastAPI, Django, Express.js, Docker, Kubernetes, RabbitMQ, AWS.
- AI/ML: LangChain, PyTorch, HuggingFace, ChromaDB, AWS Bedrock.
- Security: Ethical Hacking, OWASP Top 10 for LLMs.