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Machine Learning Engineer LLMs and Agentic
Machine Learning Engineer LLMs and AgenticOversight Systems Inc • Atlanta, Georgia, USA
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Machine Learning Engineer LLMs and Agentic

Machine Learning Engineer LLMs and Agentic

Oversight Systems Inc • Atlanta, Georgia, USA
[job_card.30_days_ago]
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  • [job_card.full_time]
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About Oversight

Oversight is the worlds leading provider ofAI-based spend management and risk mitigation solutions for large enterprises. Based in Atlanta GA Oversight works withmanyoftheworldsmostinnovativecompaniesandgovernmentagenciesto digitally transform their spend audit and financial control processes.

Oversights AI-powered platform works across our customers financial systems to continuously monitor and analyze all spend transactions for fraud waste and misuse. With a consolidated consistent view of risk across their enterprise customers can prevent financial loss and optimize spend while strengthening the controls that improve compliance. Learn More.

Position Overview :

We are seeking a skilled and forward-looking ML Engineer with experience in Large Language Models (LLMs) generative AI and agentic architectures to join our growing R&D and Applied AI team. This role is critical in helping Oversight deliver the next generation of agentic AI systems for enterprise spend management and risk controls.

The ideal candidate has a strong foundation in machine learning modern deep learning frameworks and data pipelines coupled with hands-on experience experimenting with LLMs small language models (SLMs) multi-agent frameworks and retrieval-augmented generation (RAG).

You will work closely with AI / ML researchers data engineers and product teams to design implement and optimize models that power autonomous exception resolution anomaly detection and explainable insights. This is a hands-on engineeringrolewhereyouwillnotonlybuildandscaleMLsystemsbutalsoactively contribute to cutting-edge applied research in agentic AI.

CoreML / LLM Engineering

  • Contribute to the design training fine-tuning and deployment of ML / LLM models for production.
  • ImplementRAGpipelinesusingvectordatabases.
  • Work with frameworks like LangChain LangGraph MCP to prototype and optimize multi-agent workflows.
  • Develop prompt engineering optimization and safety techniques for agentic LLM interactions.
  • Integrate memory evidence packs and explainabilitymodules into agentic pipelines.
  • Workhands-onwithmultipleLLMecosystems :

OpenAIGPTmodels(GPT-4 GPT-4ofine-tuned GPTs).

  • Anthropic Claude (Claude 2 / 3 for reasoning and safety-aligned workflows).
  • GoogleGemini(multimodal reasoningadvancedRAGintegration).
  • MetaLLaMA(fine-tuned / custommodelsfordomain-specifictasks).
  • Data& Infrastructure

  • CollaboratewithDataEngineeringtobuildandmaintainreal-timeand batch data pipelines that serve ML / LLM workloads.
  • Conductfeatureengineering preprocessing andembeddings generationfor structured and unstructured data.
  • Implement model monitoring drift detection and retraining pipelines.
  • LeveragecloudMLplatforms(AWSSagemakerDatabricksML)for experimentation and scaling.
  • Research&Applied Innovation

  • ExploreandevaluateemergingLLM / SLMarchitecturesandagentorchestration patterns.
  • ExperimentwithgenerativeAIandmultimodalmodelstoextendcapabilities beyond text (images structured financial data).
  • CollaboratewithR&Dtoprototypeautonomousresolutionagentsanomaly detection models and reasoning engines.
  • Translateresearchprototypesintoproduction-readycomponents.
  • Collaboration& Delivery

  • Work cross-functionally with R&D Data Science Product and Engineering to deliver business-aligned AI features.
  • Participateindesignreviewsarchitecturediscussionsandmodelevaluations.
  • Document processes experiments and results effectively for knowledge sharing.
  • MentorjuniorengineersandcontributetoMLengineeringbestpractices.
  • Education Experience and Skills

  • Bachelors or Masters degree in Computer Science Data Science Machine Learningorrelated field.
  • 3yearsofexperiencebuildinganddeployingMLsystems.
  • Proficiency in Python and libraries such as PyTorch TensorFlow Scikit-Learn Hugging Face Transformers.
  • Hands-onexperience withLLMs / SLMs (fine-tuning promptdesign inference optimization).
  • Demonstratedexperiencewithatleasttwoofthefollowingecosystems :
  • OpenAIGPTmodels(chatassistantsfine-tuning).

  • AnthropicClaude(safety-firstAIforreasoningandsummarization).
  • GoogleGemini(multimodalreasoningenterprise-scaleAPIs).
  • MetaLLaMA(open-sourcefine-tunedmodels).
  • Familiaritywithvectordatabases embeddings andRAGpipelines.
  • Ability to work with structured and unstructured data at scale.
  • KnowledgeofSQLanddistributeddataframeworks(SparkRay).
  • StrongunderstandingofMLlifecycle : datapreptrainingevaluation deploymentmonitoring.
  • Preferred Qualifications

  • Experiencewithagenticframeworks(LangChainLangGraphMCPAutoGen).
  • KnowledgeofAIsafetyguardrailsandexplainabilitytechniques.
  • Hands-onexperience deployingML / LLM solutions incloudenvironments (AWS GCP Azure).
  • ExperiencewithCI / CDforML(MLOps)monitoringandobservability.
  • Familiaritywithanomalydetectionfraud / riskmodelingorbehavioralanalytics.
  • Contributions to open-source AI / ML projects or publications in applied ML research.
  • Required Experience :

    Unclear Seniority

    Key Skills

    CNC,Computer Software,Equity Research,Investment,ITI

    Employment Type : Full-Time

    Experience : years

    Vacancy : 1

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