S M Hozaifa Hossain

I’m an AI Full-Stack Engineer focused on production-grade RAG and LLM agent systems, turning messy data into reliable, schema-backed outputs. I design hybrid retrieval, tuned chunking/embeddings, and retrieval evaluation to keep quality high while latency stays controlled.

In past roles, I’ve led delivery of cloud-native products and AI features—governing architecture, managing external agencies, and connecting services for real-time visibility. I build event-driven pipelines and backend APIs that support failover, offline fallback, and rule-based continuity when upstream models are unavailable.

My projects span end-to-end retrieval pipelines, distributed LLM inference, and Model Context Protocol tool servers. I care about observability, operator-driven improvement (field-level diffs), and engineering practices that make AI systems maintainable and safe to deploy.