{"id":2772502,"url":"https://alion.io/job/ust-ai-engineer-lead-mlops","title":"AI Engineer Lead- (MLops)","company":{"id":1774626,"name":"UST","domain":"ust.com","url":"https://alion.io/company/ust-com","size_band":"5000+","is_staffing_agency":false,"employer_type":"direct","is_intermediary":false,"listed_via":null,"ats_vendor":"RippleHire","truth_index":null},"role":"AI/ML","role_family":"AI/ML","seniority":"lead","employment_type":null,"work_mode":"on_site","remote_scope":null,"remote_scope_basis":null,"remote_working_hours":null,"hiring_geo_confidence":"structured","locations":["Bengaluru, India"],"countries":["IN"],"hiring_countries":[],"hiring_countries_total":0,"salary":null,"salary_estimate":{"min_usd":26000,"max_usd":67000,"period":"year","method":"role_seniority_country_remote_cell","sample_n":34},"experience_years_min":8,"visa_sponsorship":false,"relocation_package":false,"has_equity":false,"technologies":[{"name":"A/B Testing","optional":false},{"name":"ArgoCD","optional":false},{"name":"Azure","optional":false},{"name":"Azure AKS","optional":false},{"name":"Azure DevOps","optional":false},{"name":"CI/CD","optional":false},{"name":"Databricks","optional":false},{"name":"Delta Lake","optional":false},{"name":"Docker","optional":false},{"name":"Evidently AI","optional":false},{"name":"FastAPI","optional":false},{"name":"GitOps","optional":false},{"name":"Grafana","optional":false},{"name":"Groovy","optional":false},{"name":"Jenkins","optional":false},{"name":"MLFlow","optional":false},{"name":"ONNX","optional":false},{"name":"PostgreSQL","optional":false},{"name":"pre-commit","optional":false},{"name":"Prometheus","optional":false},{"name":"Pydantic","optional":false},{"name":"pySpark","optional":false},{"name":"Python","optional":false},{"name":"Redis","optional":false},{"name":"Ruff","optional":false},{"name":"Snyk","optional":false},{"name":"SonarQube","optional":false},{"name":"SQL","optional":false},{"name":"TensorRT","optional":false},{"name":"Terraform","optional":false},{"name":"Trivy","optional":false},{"name":"vLLM","optional":false},{"name":"BentoML","optional":true},{"name":"Comet ML","optional":true},{"name":"Fine-tuning","optional":true},{"name":"Kubernetes","optional":true},{"name":"LLM","optional":true},{"name":"Ray","optional":true},{"name":"Ray Serve","optional":true},{"name":"Spark","optional":true},{"name":"Weights & Biases","optional":true}],"status":"live","first_seen_at":"2026-09-04T00:00:00Z","employer_posted_date":"2026-10-17","last_verified_at":"2026-10-17T19:40:16Z","board_verified":true,"closed_at":null,"days_open":43,"trust":{"level":"ok","repost_count":null,"flags":[],"days_open":43},"description":"ML Engineer I\nWho we are:\nAt UST, we help the world’s best organizations grow and succeed through transformation. Bringing together the right talent, tools, and ideas, we work with our client to co-create lasting change. Together, with over 30,000 employees in 25 countries, we build for boundless impact—touching billions of lives in the process. Visit us at .\nThe Opportunity:\n··8+ years in ML/AI engineering or DevOps (incl. 4+ yrs production MLOps) \n·Education: Master's (preferred) or Bachelor's in CS, Software Engineering, or Data Science \n·About the Role Own the complete MLOps backbone for AI/ML and GenAI solutions — from model packaging and CI/CD delivery through production monitoring. Bridge data-science experimentation and enterprise-scale deployment, and set engineering standards for the Enterprise AI MLOps practice. Key Responsibilities \n·Design end-to-end pipelines — ingestion, training, evaluation, packaging, versioning, deployment, and monitoring. \n·Own Jenkins CI/CD (Declarative/Scripted) for Dev → QA → Production with multi-stage gates. \n··Deploy model-serving APIs on AKS (FastAPI, vLLM); apply ONNX/TensorRT and blue/green rollouts. \n·Build observability stacks — drift detection (Evidently AI), Prometheus/Grafana, Azure Monitor.\n·Enforce DevSecOps — zero-credential pipelines via Key Vault + Managed Identity, SonarQube, Trivy/Snyk. \n·Set MLOps engineering standards and mentor engineers across the practice\nWhat are we Looking for:\n• 7+ years in ML/AI engineering or DevOps with 4+ years operating production MLOps pipelines. \n• CI/CD & Dev tooling: Jenkins (expert), Azure DevOps, ArgoCD (GitOps); UV, Ruff, Pyrefly, pre-commit. \n• MLOps & data: Databricks end-to-end (Delta Lake, Workflows, MLflow, Unity Catalog), Airflow, DVC, PySpark. \n• Serving & infra: FastAPI, ONNX/TensorRT, AKS, Helm, Docker, KEDA, Azure APIM, Terraform. \n• Security: Key Vault, AAD RBAC, Managed Identity; zero-credential pipeline design \n• Languages: Python (expert — FastAPI, Pydantic, async), Groovy (Jenkinsfile), Bash, YAML/SQL. \n• Databases & storage: PostgreSQL, Redis, ADLS Gen2. \n• A/B testing and canary/shadow deployment experience. \n• Proven technical leadership, mentoring, and stakeholder communication. Nice to Have \n• LLM fine-tuning pipelines and large-scale model-serving optimization. \n• Ray Serve, BentoML for advanced model serving patterns. \n• Experiment tracking and governance (W&B / Comet ML, Unity Catalog policies). \n• Multi-cloud or hybrid deployment strategy and cost optimization. \n• Semiconductor or manufacturing domain experience.\nWhat we believe:\nWe’re proud to embrace the same values that have shaped UST since the beginning. Since day one, we’ve been building enduring relationships and a culture of integrity. And today, it's those same values that are inspiring us to encourage innovation from everyone to champion diversity and inclusion and to place people at the centre of everything we do. \nHumility:\nWe will listen, learn, be empathetic and help selflessly in our interactions with everyone.\nHumanity:\nThrough business, we will better the lives of those less fortunate than ourselves.\nIntegrity:\nWe honour our commitments and act with responsibility in all our relationships.\nEqual Employment Opportunity Statement\nUST is an Equal Opportunity Employer. We believe that no one should be discriminated against because of their differences, such as age, disability, ethnicity, gender, gender identity and expression, religion, or sexual orientation.\nAll employment decisions shall be made without regard to age, race, creed, colour, religion, sex, national origin, ancestry, disability status, veteran status, sexual orientation, gender identity or expression, genetic information, marital status, citizenship status or any other basis as protected by federal, state, or local law.\nUSTreserves the right to periodically redefine your roles and responsibilities based on the requirements of the organization and/or your performance.\n• To support and promote the values of UST.\n• Comply with all Company policies and procedures","description_format":"text","description_chars":4136,"description_truncated":false,"requirements":{"experience_years_min":8,"management_years_min":null,"team_size_min":null,"manages_managers":false,"education":{"level":"bachelor","optional":true},"security_clearance":false,"languages":[]},"benefits":[],"hiring_locations":[],"hiring_excludes":[],"relocation_offered":false,"industries":["IT Consulting & Digital Transformation","IT Outsourcing & Dedicated Teams"],"lifecycle":[{"event":"open","at":"2026-10-17T06:49:13Z"}],"visa":[],"liveness":{"score":15,"band":"cold","label":"Long shot","p_open":1,"p_active":0.518,"p_room":0.28,"age_days":43,"expected_fill_days":14,"reasons":["conf:2","win:tail","crowd:brand"],"computed_at":"2026-10-17T22:00:58Z"},"pay":null,"html_url":"https://alion.io/job/ust-ai-engineer-lead-mlops","json_url":"https://alion.io/job/ust-ai-engineer-lead-mlops.json","meta":{"generated_at":"2026-10-17T22:00:58Z","cache_seconds":300,"methodology":"https://alion.io/methodology","terms":"https://alion.io/terms","contact":"https://alion.io/contact","api":"https://alion.io/developers","about":"Alion is a live layer of people, companies and AI agents: who they are, whether they are real and active right now, what they do and how to work with them, readable by people and by agents and paid per call.","catalog":"https://alion.io/catalog.json","usage":{"tier":"crawler_verified","counted_by":"address","units_charged":1,"used_today":6945,"day_limit":null,"remaining_today":null,"minute_limit":300,"resets_at":"2026-10-18T00:00:00Z"}},"offers":[{"id":"company.slices","title":"One company in depth, by slice","status":"live","price":{"credits":0.02,"usd":0.002,"plus_per_slice":{"credits":0.05,"usd":0.005}},"unit":"per company, plus each slice with data","note":"the employer in depth","call":{"mcp_tool":"get_company","arguments":{"id":1774626},"rest":"https://alion.io/mcp/rest/get_company?id=1774626"},"human":"https://alion.io/catalog?offer=company.slices&for=job%2Fust-ai-engineer-lead-mlops"},{"id":"market.stats","title":"A market slice: pay, demand and time to fill","status":"live","price":{"credits":1,"usd":0.1},"unit":"per slice","note":"pay, demand and time to fill for this role and place","call":{"mcp_tool":"market_stats"},"human":"https://alion.io/catalog?offer=market.stats&for=job%2Fust-ai-engineer-lead-mlops"},{"id":"job.search","title":"Open jobs by role, technology, place, pay and visa","status":"live","price":{"credits":0.02,"usd":0.002},"unit":"per posting in a list","note":"similar open postings","call":{"mcp_tool":"search_jobs"},"human":"https://alion.io/catalog?offer=job.search&for=job%2Fust-ai-engineer-lead-mlops"},{"id":"company.verify","title":"Is this company real and active right now","status":"pilot","price":null,"unit":"per company","request":{"url":"https://alion.io/catalog/request","method":"POST","body":"{\"offer\": \"company.verify\", \"for\": \"job/ust-ai-engineer-lead-mlops\", \"note\": \"what you need it for\"}"},"human":"https://alion.io/catalog?offer=company.verify&for=job%2Fust-ai-engineer-lead-mlops"}]}