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    Job · 13582949

    UST Global logo

    ML Engineer I

    UST Global · Mumbai · onsite · Posted 58d ago

    Undisclosed4–8 yrsfulltimeSourced fromLinkedIn

    About a minute. You'll make an account on the way through.

    About this role

    Role Description Role: AI Forward Engineer – Apollo ISG Nesco Experience: 4 to 8 years. Location: Mumbai, Nesco. What the role does

    • Build production Gen AI and agentic components inside our operations platforms, primarily document and email reading, extraction, classification and enrichment feeding downstream posting into PAM and other systems.
    • Design prompt and configuration driven pipelines so a reader built for one workflow can be extended to another asset class or servicer without a code rewrite.
    • Own the accuracy and control layer, deterministic validation, exception routing, evaluation harnesses and regression testing of model outputs.
    • Work directly with Loan Ops and Investment Ops users to convert manual processes into straight-through flows, including requirement shaping, not just delivery.
    • Ship end to end, API, workflow orchestration and the front end needed for Ops to review and act on exceptions. Must have
    • Strong Python, plus one of C#/.NET or TypeScript. Solid SQL.
    • Hands-on production experience with LLM applications, RAG, structured extraction from unstructured documents and emails, prompt engineering and output validation. Agent frameworks and tool/function calling.
    • Cloud native delivery on Azure/AKS, containers, CI/CD.
    • Workflow orchestration experience, Temporal preferred.
    • Ability to work directly with business users and translate an operational process into a system design. Good to have
    • Financial services operations background, loan servicing, remittance, custody, accounting or investment operations.
    • Snowflake or similar data platform, React front end exposure, Okta based access models.
    • Evaluation and observability tooling for AI systems. What we are screening for
    • Evidence of AI features actually running in production with users, not proof of concept work.
    • Judgement on where AI should and should not be used, and comfort putting deterministic controls around model output.
    • Speed and ownership. This team ships small increments directly to Ops every sprint.

    Skills Agentic AI, C#, Python, TypeScript, SQL

    Sourced from linkedin

    Skills

    Retrieval Augmented GenerationPrompt EngineeringC SharpTemporalAksOktaDot Net CorePythonTypescriptReact.JsSQLSnowflakeMicrosoft AzureGenerative AiCi/CdDockerContainersLarge Language Models (LLMs)observabilityEmail ClassificationAI evaluationdocument extractionAI observabilityAgentic AiLLM Applicationsagent frameworkstool callingagentic componentsLarge Language Models applications

    About UST

    UST Global logo

    UST Global

    IT Services & Consulting

    14.0k+

    employees

    1999

    27 years old

    Aliso Viejo, California

    US

    ₹12.9L PA avg

    Avg at UST

    About

    UST helps the world's best organizations succeed through digital transformation, crafting disruptive solutions and strategies bringing our clients vision to life.

    Industries

    IT Services & ConsultingManufacturing

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    ML Engineer I · waiting for your command