RAG
// Retrieval-Augmented Generation systems for knowledge-grounded AI
[AI SYSTEM DESIGN]
[production-grade llms]
Emanuel-Ionut Otel// in love with ai :)
> 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
> “Let me build you proper observability for you AI” - Manu
├─Cluj-Napoca → Remote
├─AI Full Stack Engineering
└─LLM research + delivery
Trusted by teams that ship real systems
From factory floor robotics to airline ops, I build AI that survives production.
Platform launches. Automation rollouts. Operations dashboards your team can run at 3AM without calling engineering.
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[SKILL_MATRIX]
// 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
What_I_Deliver
CI/CD PipelinesUI PrototypingLogging & TracingDeployment AutomationAI ConsultingProduct StrategyFast Iteration LoopsStakeholder ManagementADRs
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,Tailwind,Shadcn/UI,Playwright,AWS,Azure,Linux,Helm Charts
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