- 💼 At NEOTEX.ai: shipping OpenAI/Gemini-powered features to production — from optimizing serving latency for the Halisi Livestock mobile app to building diffusion-based synthetic-data and vision-language pipelines.
- 🔬 Published research: Development of a Thermoacoustically-Driven Thermoacoustic Refrigerator (2025, peer-reviewed): 70% Carnot efficiency with zero-GWP working gases, validated through computational modeling.
- 🌍 Community: Organiser of Deep Learning IndabaX DRC, growing the AI ecosystem across Central & East Africa, and contributing to the PyTorch/ExecuTorch open-source ecosystem.
- 🧠 Currently exploring: agentic architectures, on-device inference with ExecuTorch, and satellite-imagery ML for climate resilience.
| Project | What it does | Stack |
|---|---|---|
| HERON: job-ai-screener | Hiring Evaluation & Ranking for Optimized Networks. AI hiring platform screening 500+ resumes/minute across 5 weighted dimensions; cut hiring from 2 weeks to 1 day. Live demo | Next.js · Fastify · Gemini · MongoDB Atlas · Redis/BullMQ · MCP |
| Shamba AI: Smartagro | Multilingual agricultural advisory for East African smallholders: photograph a sick crop, get instant diagnosis + local-language advice. | Gemini · Vertex AI · Cloud Vision · Firebase |
| Flood Prediction from Satellite Imagery | Segmentation ensemble (ResNet, DenseNet, ViT) on Sentinel-1/2 imagery for Kinshasa; 95%+ flood-detection accuracy. Built for an IndabaX DRC workshop. | PyTorch · AWS S3 · QGIS · Sentinel |
| PINNs Workshop with PyTorch | Hands-on workshop building a Physics-Informed Neural Network from scratch: autograd-based ODE residuals and physics + data loss balancing. | PyTorch · autograd · NumPy |

