LLM/RAG Assistant with Tool Calling
Case studyAI assistant workflow with retrieval, tool calling, structured information collection, and backend integration.
LLMRAGQdrantFastAPILangGraphTool Calling
Case Studies
Production AI system case studies
Case studies covering the problems, architectures, and implementation details behind production AI systems I have built.
Computer Vision Segmentation Pipeline
Case studyProduction-oriented image segmentation workflow with preprocessing, sliding-window inference, post-processing, API/mobile deployment considerations, and visualization outputs.
Computer VisionPyTorchOpenCVSegmentationONNXAPI Deployment
Async AI Inference Backend
Case studyBackend architecture for long-running AI jobs using API endpoints, queue workers, object storage, status tracking, and callback/webhook delivery.
FastAPIFlaskRedisRabbitMQDockerAWSGCPS3/GCS