AI SYSTEM DESIGNproduction-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
BinarCode
LLM research + delivery
Stacks I work with
Delivery rhythm: research → prototype → prod
AI & Machine Learning
RAGLLMsMCPsLLMOpsAgentsSTT/TTSVector DBsDeep LearningPrompt EngineeringReinforcement Learning
Backend Engineering
GitBashRedisDockerPythonFastAPIPydanticAsync APIsWebSocketsPostgreSQLCI/CD pipelines
Frontend & Tooling
ReactNext.jsTailwindShadcn/UIPlaywrightTypeScriptUI Prototyping
DevOps & Infra
AWSLinuxAzureDockerLLM-OpsKubernetesHelm ChartsLogging & TracingDeployment Automation
Product & Collab
AI ConsultingProduct StrategyFast Iteration LoopsStakeholder ManagementArchitecture Decision Records