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Rams901/README.md

Hi 👋, I'm Ramsis Hammadi

GenAI Engineer — LLM Systems, Production Chatbots, Email Agents

rams901 Upwork Rating

GenAI Engineer with 4+ years building LLM-powered systems — production chatbots handling 60–70% of customer interactions, multi-market email automation agents, RAG pipelines at 98% precision, and observability dashboards. End-to-end: architecture, FastAPI, CI/CD, deployment across GCP/AWS/Azure.

🧠 What I Build

  • GenAI Chatbots — Template-based, production-ready, multi-market insurance chatbots with observability
  • Email Agents — Gmail ingestion (Pub/Sub, IMAP), intent classification, policy extraction, automated replies
  • RAG Pipelines — Guardrails + Weave evaluation, 98% context precision, multi-agent synthesis
  • Recommender Systems — Real-time hybrid recommenders at 200K+ product scale
  • Deep RL — DQN, PPO on StableBaselines3 + Ray RLLib for supply chain automation

📊 Key Metrics

Automation Rate LLM Precision Deploy Speed Upwork
60–70% 98% 3x faster 100% JS · 5.0★

🔗 Connect

linkedin upwork dev.to kaggle

🛠 Tech Stack

Languages   python c c++ dart

GenAI & LLMs   tensorflow pytorch

Backend & APIs   django flask docker git postman

Cloud & Data   aws gcp firebase heroku mongodb mysql

ML & Data Science   scikit pandas seaborn opencv linux selenium

rams901

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