
rebeizantoine
About Candidate
● Promptsphere: Engineered a multi-LLM system with semantic retrieval, structured output
generation, and prompt routing
● DocuMind: Implemented pipeline: document ingestion → chunking → embeddings → semantic search
→ LLM answering,Using vector-based retrieval to improve response relevance
● AI Workflows (n8n): Built pipelines for classification, enrichment, and automated routing,Enforcing
structured JSON outputs for downstream processing
Location
Education
Master’s Civil Engineering
Completed an intensive 6‑month (720‑hour) program focused on the MERN stack and production‑ready web applications, including e‑commerce solutions.
Work & Experience
● Built and maintained MERN stack applications, improving performance, scalability, and UI/UX consistency ● Collaborated via GitHub (PRs, code reviews), accelerating development cycles and reducing integration issues ● Integrated third-party APIs and AWS services to support high-volume requests and enhance platform functionality
● Promptsphere: Engineered a multi-LLM system with semantic retrieval, structured output generation, and prompt routing ● DocuMind: Implemented pipeline: document ingestion → chunking → embeddings → semantic search → LLM answering,Using vector-based retrieval to improve response relevance ● AI Workflows (n8n): Built pipelines for classification, enrichment, and automated routing,Enforcing structured JSON outputs for downstream processing