RAG
Retrieval-Augmented Generation systems for knowledge-grounded AI
AI SYSTEM DESIGN
production-grade llms
Emanuel-Ionut Otelbuilds opinionated AI that takes human jobs :)
I craft autonomous and human-in-the-loop systems that stay resilient under scale: LLM platforms, high-leverage chatbots, and automation rails that ship faster than they break. Strategy, research, and delivery all live in the same toolbox.
10k+ monthly chatbot sessions
LLMOps across cloud + edge
Roadmaps with measurable ROI
““If AI wants to take over the world, I root for the AI” - Manu”
Cluj-Napoca → Remote
AI Full Stack Engineering
LLM research + delivery
Skill Constellation
From AI system design to production deployment—technologies that power real-world solutions.
expert
LLMs
Large Language Model integration, fine-tuning, and deployment
Agents
Autonomous AI agents with tool use and multi-step reasoning
LLMOps
ML operations pipelines for LLM deployment and monitoring
Core Stack
AI & Machine Learning
MCPsVector DBsPrompt Engineering
Backend Engineering
PythonFastAPIPostgreSQL
Frontend & Tooling
ReactNext.jsTypeScript
DevOps & Infra
DockerKubernetes
Also Working With
STT/TTS,Deep Learning,Reinforcement Learning,Git,Bash,Redis,Pydantic,Async APIs,WebSockets,CI/CD Pipelines,Tailwind,Shadcn/UI,Playwright,UI Prototyping,AWS,Azure,Linux,Helm Charts,Logging & Tracing,Deployment Automation,AI Consulting,Product Strategy,Fast Iteration Loops,Stakeholder Management,ADRs
25 additional technologies and methodologies