LLM systems that ship to production.

Lead ML Engineer with product and presale background

Four enterprise AI systems in production

Presale architecture, tech lead, mentoring

Dungeon Master AI

Six production-grade open-source ML repos on a shared template

Repo	Task	Model	Metrics
chest-xray-classifier	3-class pneumonia	ConvNeXt-V2-Tiny	AUROC 97.5% HF Docs
brain-mri-segmentation	Tumor segmentation	SegFormer-B2	Dice 65.5% HF Docs
vehicle-keypoints	14-kp car pose	YOLO26-pose	OKS-mAP 50.4% HF Docs
cardio-risk-rf	Tabular CV-risk	LightGBM	ROC-AUC 79.8% HF Docs
grnti-text-classifier	GRNTI 28-class	XLM-RoBERTa	Top-1 72.4% HF Docs

chest-xray-classifier

3-class pneumonia · ConvNeXt-V2-Tiny

AUROC 97.5% HF Docs

brain-mri-segmentation

Tumor segmentation · SegFormer-B2

Dice 65.5% HF Docs

vehicle-keypoints

14-kp car pose · YOLO26-pose

OKS-mAP 50.4% HF Docs

cardio-risk-rf

Tabular CV-risk · LightGBM

ROC-AUC 79.8% HF Docs

grnti-text-classifier

GRNTI 28-class · XLM-RoBERTa

Top-1 72.4% HF Docs

All five models are generated from a shared cookiecutter scaffold, ml-project-template , which wires the CI, quality gates, Docker, and docs pipeline before any model code is written.

/ Research track

Synthetic data & monocular 3D pose

• ue5-vehicle-synth HF dataset · Docs
• citysample-vehicle-keypoints-24pt