Real problems. Real solutions.

Production AI systems we've designed, built, and deployed — with measurable results.

Computer Vision Production

Manufacturing Quality Control

Custom CNN classifier with edge deployment for automated visual inspection of 1M+ products per month. Replaced manual QC with 24/7 AI-driven defect detection on factory-floor hardware.

PyTorch ONNX Runtime Edge Deploy Docker
99.7% Detection accuracy
400h Saved monthly
<50ms Inference time
NLP + Vision Production

Document Intelligence Platform

Multi-modal pipeline combining OCR, layout analysis, and fine-tuned LLM extraction for a legal tech startup. Processes 50+ document formats with human-in-the-loop validation.

Transformers Tesseract FastAPI PostgreSQL
99.4% Extraction accuracy
85% Time reduced
50+ Doc formats
Real-Time AI Production

Retail Analytics System

Privacy-first foot traffic analysis across 200+ cameras. On-device inference with no PII storage, feeding a real-time analytics dashboard for store optimization.

YOLOv8 TensorRT Redis React
23% Revenue increase
<100ms Latency
200+ Cameras
LLM Engineering Production

Enterprise RAG Pipeline

Custom retrieval-augmented generation system for a fintech company. Indexes 500K+ internal documents with hybrid search, serving accurate answers with full citation trails.

LangChain Pinecone GPT-4 AWS
94% Answer accuracy
500K+ Docs indexed
<2s Response time
Computer Vision Production

Agricultural Drone Analysis

Aerial imagery analysis system for precision agriculture. Processes drone captures to detect crop health issues, pest damage, and irrigation problems across thousands of acres.

Segmentation GeoTIFF Python GCP
97% Issue detection
15K Acres covered
30% Cost reduction
MLOps Production

ML Platform & CI/CD Pipeline

End-to-end ML platform for a Series B startup. Automated training, evaluation, and deployment pipeline with model versioning, A/B testing, and monitoring.

MLflow Kubernetes Terraform GitHub Actions
10x Faster deploys
Zero Downtime deploys
4h→15m Train-to-deploy

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