Archive

Every production system, case study and open-source utility I’ve built or led (19 entries).

Year	Title	Made at	Built with	Link
2024 — Present	Best-Value LLM Benchmarking −60%	Enghouse Interactive	Vertex AI Gemini GPT Llama Mistral	Case study
2024 — 2025	Video Analytics at 4× Throughput 4×	DP World	DeepStream TensorRT Triton C++ Kafka	Case study
2024 — Present	Agentic Knowledge Assistant RAG	Enghouse Interactive	RAG LLM agents OpenAI Assistants API Code interpreter Jenkins	Case study
2025	Agentic University Operations YC	Risely (YC S25)	Django CrewAI MCP Python Prompt optimisation	Case study
2024	Patient Fall Detection on the Edge Edge	Healthcare deployment	Pose estimation NVIDIA Jetson TensorRT DeepStream PyTorch	Case study
2025	On-Prem VLMs for Fire & Smoke 90B	DP World	Llama 90B Vision VLMs On-prem GPUs Python Prompt engineering	Case study
2024	Automated LLM Evaluation Framework	Enghouse Interactive	Python LLM-as-judge Jenkins Unit & E2E tests	Case study
2023	CV → Insights with Fine-Tuned LLaMA-2	DARVIS	LLaMA-2 Fine-tuning Computer vision Python	Case study
2023	GPT Document Restructuring Pipeline −25%	DARVIS	GPT-3.5 Turbo Prompt engineering Python	Case study
2024	Secure LLM Translation with Data Masking	Enghouse Interactive	Open-source LLMs Data masking Python	Case study
2020 — 2023	400+ Model Training Factory 400+	DARVIS	NVIDIA TAO PyTorch AWS S3 Docker W&B	Case study
2022	PTZ Tracking & Zero-Shot Measurement	DARVIS	PTZ YOLO SAM Monocular depth Python	Case study
2021	2D / 3D Action Recognition	DARVIS	DeepStream ResNet 3D CNNs Re-ID Tracking	Case study
2018 — 2020	Annotation Pipeline & Team	DARVIS	AWS Python DVC Supervisely Custom tools	Case study
Open Source	TensorRT_custom	GitHub (@uma291)	C++	GitHub
Open Source	vision_trackid	GitHub (@uma291)	Python	GitHub
Open Source	VGG-to-supervisely	GitHub (@uma291)	Python	GitHub
Open Source	python-image-scraper	GitHub (@uma291)	Python	GitHub
Open Source	video-to-jpg-convertor	GitHub (@uma291)	Python	GitHub