From tensors → kernels → inference → production.
📍 Riyadh, KSA · 🟢 Open to consulting & advisory (part-time)
💰 >99.9% Cut a fintech KYC pipeline from ~$100K/mo → ~$30/mo, fully on-prem
📹 30 Concurrent camera streams in a production PPE-detection system
⏱️ 60–80ms Edge inference on <4GB RAM hardware
🧠 70% Lower fine-tuning cost via LoRA/QLoRA on 7B–13B models
👥 500+ Member community · 300+ active learners via SAiR
🏦 Senior Data / AI Engineer · Amlak International Finance Company · Riyadh, KSA · 2026 – Present
Building production data pipelines and platform architecture for AI/ML initiatives — warehousing, transformation, orchestration.
🤖 Senior AI Engineer & LLM Consultant · Independent / Contract (Euro area) · 2023 – 2026
End-to-end ownership: architecture, evals, observability.
→ Redesigned a fintech KYC pipeline: ~$100K/mo → ~$30/mo (>99.9%), fully self-hosted, –60% manual processing.
→ LoRA/QLoRA fine-tuning on 7B–13B models: –70% cost · DeepSpeed/DDP/AMP: –20–30% training time · GGUF/ExLlamaV2: 3× faster inference.
→ Enterprise RAG over pgvector/Qdrant/Mongo (FastAPI): –40% query latency.
👁️ AI Engineer — Computer Vision · VisionCore · 2024 – 2025
→ YOLOv8 PPE detection @ 85–90% mAP, 30 concurrent streams on 4×RTX 4070 via DeepStream.
→ TFLite/ONNX on <4GB RAM: 60–80ms end-to-end. –15% overfitting, –25% labeling effort.
🔬 R&D Engineer — AI & Deep Learning · Karabük University · 2021 – 2023
→ LSTM-Transformer-CNN fusion for multimodal solar forecasting (NOAA GOES-16/17) — beat published RMSE/MAE/R² baselines (manuscript under review).
⚙️ Earlier — Industrial Automation & Renewable Energy · 2017 – 2020
PLC/HMI/SCADA (+18% uptime) · dual-axis solar tracker (+35% energy) · V2G microgrid optimization.
🧠 MyLLMTransparent from-scratch LLM framework. Full lifecycle: tokenization → attention → SFT/DPO/PPO → inference. GPT-2 / LLaMA-2 / LLaMA-3. DDP, DeepSpeed, FSDP. 128 tests · 21 notebooks.
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🔥 MyTorchPyTorch from scratch. Custom autograd, backprop, NN layers — now extending to GPU execution and custom kernels (Triton, CUDA, attention, matmul).
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🔎 RAGKitProduction RAG platform. Async FastAPI · pgvector primary / Qdrant optional · custom chunking · multi-provider embeddings & LLMs. –40% query latency.
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🤖 Cafe.AIMulti-agent commerce system. 5-agent async pipeline + RAG over ChromaDB + SSE streaming + live observability. Llama-3.3-70B via Groq. 160 tests, LLM evals, CI/CD.
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More: Kashif (tabular ML agent) · Solaris (multimodal solar forecasting) · PAPER2CODE · HandsOnLLMs
Free. Open-source. Built for engineers who have the curiosity but not the access.
I founded SAiR to build the AI engineering ecosystem I wished existed when I was starting out: serious AI education, research, and engineering for Sudanese and African engineers.
500+ community · 300+ active learners · 65% completion · 94% interview confidence · 3.2mo avg time-to-offer
6-module curriculum (Python/DS → ML → DL → GPT-from-scratch → MLOps). Flagship capstone miniGPT: configurable 10M–163M param architectures, from-scratch tokenizer/attention/training, DDP + Modal A100 training, fine-tuning modes, web UI, 39 tests.
Student teams now shipping in healthcare diagnostics, crop disease detection, Arabic NLP, LLM apps, and MLOps.
SAiR on GitHub · Join on Telegram
LLM / Inference: PyTorch Hugging Face vLLM Triton CUDA DeepSpeed LangChain
RAG / Vector: pgvector Qdrant ChromaDB FAISS
Vision / Edge: YOLOv8 ONNX TensorRT NVIDIA Jetson
Data: ClickHouse dbt Airflow
Infra / MLOps: Docker Kubernetes FastAPI Prometheus Grafana
Languages: Python C++ TypeScript SQL Bash
- Senior Data/AI Engineer @ Amlak International Finance (Riyadh, KSA) — building data platform foundations for AI/ML.
- Going deep on inference engineering: quantization, kernels, GPU execution, serving (vLLM / SGLang).
- Extending MyTorch toward Triton/CUDA attention and matmul kernels.
- Growing SAiR's next cohort and open-source research track.
- 🟢 Available for select consulting & advisory on LLM systems, RAG architecture, and edge AI — book a consultation.
Understand the model, the runtime, and the hardware — not just the API call.
| Degree | Institution |
|---|---|
| M.Sc. Mechatronics — Computer Vision (2023) | Karabük University, Turkey |
| B.Sc. Electrical Engineering — Control Systems (2016) | Sudan University of Science & Technology |
Languages: Arabic (native) · English (C1) · Turkish (B2) · Certifications


