{"id":1519,"date":"2026-07-28T09:07:03","date_gmt":"2026-07-28T07:07:03","guid":{"rendered":"https:\/\/www.talentspotter.ro\/?post_type=jobs&#038;p=1519"},"modified":"2026-07-28T12:49:51","modified_gmt":"2026-07-28T10:49:51","slug":"senior-mlops-llmops-aiops-engineer","status":"publish","type":"jobs","link":"https:\/\/www.talentspotter.ro\/ro\/job-finder\/senior-mlops-llmops-aiops-engineer\/","title":{"rendered":"Senior MLOps \/ LLMOps \/ AIOps Engineer"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Pentru unul dintre clien\u021bii no\u0219tri, c\u0103ut\u0103m un <strong>Senior MLOps \/ LLMOps \/ AIOps Engineer<\/strong> care s\u0103 contribuie la construirea \u0219i operarea platformei prin care modelele de machine learning \u0219i AI sunt dezvoltate, lansate \u0219i men\u021binute \u00een produc\u021bie.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Rolul acoper\u0103 \u00eentregul ciclu de via\u021b\u0103 al modelelor: pipeline-uri automate de antrenare \u0219i deployment, model serving, monitorizare, detectarea driftului, optimizarea laten\u021bei \u0219i controlul costurilor. Infrastructura actual\u0103 se bazeaz\u0103 \u00een principal pe <strong>Amazon Bedrock<\/strong> \u0219i servicii AWS managed, iar obiectivul este dezvoltarea capabilit\u0103\u021bilor de rulare a modelelor self-hosted pe <strong>Amazon EKS, Kubernetes \u0219i infrastructur\u0103 proprie<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Responsabilit\u0103\u021bi<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Proiectarea \u0219i operarea pipeline-urilor ML end-to-end, de la preg\u0103tirea datelor \u0219i antrenare p\u00e2n\u0103 la evaluare, versionare \u0219i deployment.<\/li>\n\n\n\n<li>Utilizarea Amazon SageMaker, Amazon MWAA, EKS \u0219i a serviciilor AWS pentru construirea unor procese repetabile \u0219i auditabile.<\/li>\n\n\n\n<li>Lansarea \u0219i operarea modelelor pe Amazon Bedrock \u0219i SageMaker.<\/li>\n\n\n\n<li>Dezvoltarea capabilit\u0103\u021bilor de inference containerizat \u0219i model serving pe Kubernetes, inclusiv pe noduri GPU.<\/li>\n\n\n\n<li>Administrarea ciclului de via\u021b\u0103 al modelelor folosind MLflow, model registry \u0219i feature store.<\/li>\n\n\n\n<li>Implementarea strategiilor de canary deployment, rollback automat \u0219i promovare controlat\u0103 \u00eentre medii.<\/li>\n\n\n\n<li>Monitorizarea modelelor \u0219i a datelor pentru identificarea driftului, degrad\u0103rii performan\u021bei \u0219i problemelor de calitate.<\/li>\n\n\n\n<li>Conectarea alertelor \u0219i a mecanismelor de monitorizare la procese automate de retraining sau remediere.<\/li>\n\n\n\n<li>Implementarea capabilit\u0103\u021bilor AIOps pentru anomaly detection, event correlation, root cause analysis \u0219i reducerea zgomotului din alerte.<\/li>\n\n\n\n<li>Protejarea SLO-urilor \u0219i a error budget-urilor serviciilor ML \u0219i AI.<\/li>\n\n\n\n<li>Opera\u021bionalizarea solu\u021biilor GenAI \u0219i a fluxurilor cu LLM-uri \u0219i agen\u021bi pe Amazon Bedrock.<\/li>\n\n\n\n<li>Implementarea guardrails, evalu\u0103rilor de calitate \u0219i mecanismelor de control pentru token usage \u0219i costuri.<\/li>\n\n\n\n<li>Gestionarea infrastructurii prin Terraform \u0219i men\u021binerea unor medii sigure, reproductibile \u0219i eficiente din punctul de vedere al costurilor.<\/li>\n\n\n\n<li>Colaborarea cu echipele de data science, AI \u0219i data engineering.<\/li>\n\n\n\n<li>Participarea la code reviews, definirea standardelor tehnice \u0219i mentorarea colegilor.<\/li>\n\n\n\n<li>Sus\u021binerea guvernan\u021bei AI prin model lineage, reproductibilitate \u0219i documenta\u021bie aliniat\u0103 la GDPR \u0219i EU AI Act.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Cerin\u021be<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Peste 5 ani de experien\u021b\u0103 \u00een MLOps, DevOps, platform engineering sau SRE, inclusiv experien\u021b\u0103 practic\u0103 \u00een operarea sistemelor ML \u00een produc\u021bie.<\/li>\n\n\n\n<li>Experien\u021b\u0103 solid\u0103 cu AWS, \u00een special:\n<ul class=\"wp-block-list\">\n<li>Amazon EKS;<\/li>\n\n\n\n<li>SageMaker;<\/li>\n\n\n\n<li>Lambda;<\/li>\n\n\n\n<li>ECR;<\/li>\n\n\n\n<li>S3.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Cuno\u0219tin\u021be avansate de Kubernetes, Docker \u0219i Linux.<\/li>\n\n\n\n<li>Experien\u021b\u0103 practic\u0103 cu Terraform \u0219i Infrastructure as Code.<\/li>\n\n\n\n<li>Cuno\u0219tin\u021be solide de Python \u0219i shell scripting.<\/li>\n\n\n\n<li>Experien\u021b\u0103 cu Git, testare automat\u0103 \u0219i CI\/CD.<\/li>\n\n\n\n<li>Experien\u021b\u0103 \u00een construirea pipeline-urilor cu GitLab CI\/CD.<\/li>\n\n\n\n<li>Experien\u021b\u0103 cu MLflow \u0219i Apache Airflow sau Amazon MWAA.<\/li>\n\n\n\n<li>Cuno\u0219tin\u021be de observabilitate \u0219i monitorizare folosind CloudWatch, Prometheus, VictoriaMetrics, Grafana sau OTLP.<\/li>\n\n\n\n<li>\u00cen\u021belegerea conceptelor de AIOps, anomaly detection, alerting, SLO \u0219i error budgets.<\/li>\n\n\n\n<li>Experien\u021b\u0103 sau familiaritate cu rularea \u00een produc\u021bie a LLM-urilor \u0219i agen\u021bilor, prin Amazon Bedrock sau platforme echivalente.<\/li>\n\n\n\n<li>Interes \u0219i experien\u021b\u0103 relevant\u0103 \u00een model serving self-hosted pe Kubernetes sau infrastructur\u0103 proprie.<\/li>\n\n\n\n<li>Abilit\u0103\u021bi bune de analiz\u0103, troubleshooting \u0219i optimizare a raportului dintre vitez\u0103, fiabilitate \u0219i cost.<\/li>\n\n\n\n<li>Comunicare \u0219i colaborare foarte bune.<\/li>\n\n\n\n<li>Limba englez\u0103 la nivel mediu-avansat.<\/li>\n\n\n\n<li>Studii superioare \u00eentr-un domeniu tehnic relevant.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Constituie un avantaj<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Certific\u0103ri AWS \u00een Machine Learning, DevOps Engineering sau Solutions Architecture.<\/li>\n\n\n\n<li>Experien\u021b\u0103 cu training distribuit \u0219i inference pe GPU.<\/li>\n\n\n\n<li>Experien\u021b\u0103 cu modele self-hosted operate la scar\u0103 pe Kubernetes.<\/li>\n\n\n\n<li>Cuno\u0219tin\u021be de vLLM, SGLang sau TensorRT-LLM.<\/li>\n\n\n\n<li>Experien\u021b\u0103 cu AWS Inferentia sau Trainium.<\/li>\n\n\n\n<li>Experien\u021b\u0103 cu Kafka \u0219i Spark pentru procesarea datelor \u0219i calculul features \u00een timp real.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Detalii contractuale<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Tip colaborare:<\/strong> B2B<\/li>\n\n\n\n<li><strong>Durata contractului:<\/strong> 6 luni<\/li>\n<\/ul>\n","protected":false},"template":"","company":[],"class_list":["post-1519","jobs","type-jobs","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.talentspotter.ro\/ro\/wp-json\/wp\/v2\/jobs\/1519","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.talentspotter.ro\/ro\/wp-json\/wp\/v2\/jobs"}],"about":[{"href":"https:\/\/www.talentspotter.ro\/ro\/wp-json\/wp\/v2\/types\/jobs"}],"wp:attachment":[{"href":"https:\/\/www.talentspotter.ro\/ro\/wp-json\/wp\/v2\/media?parent=1519"}],"wp:term":[{"taxonomy":"company","embeddable":true,"href":"https:\/\/www.talentspotter.ro\/ro\/wp-json\/wp\/v2\/company?post=1519"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}