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AI/ML Ops Engineer / Cloud Ops Engineer

Mobile Programming LLC

 

Bangalore, Karnataka, India

Posted On: 15 days ago
Experience: 5+ years
Availability: Onsite
Openings: 1
Category: AI/ML Engineer
Tenure: No Preference/Any
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Description

You will support and scale the SAKS agentic AI platform, focusing on evaluation frameworks, RAG optimization, and operational excellence across cost, latency, and reliability.

This role is on-site.

Responsibilities

  • Build and maintain evaluation suites for agents, including test datasets, scoring logic, regression tests, and guardrails.
  • Configure, optimize, and monitor LLM integrations (Bedrock, Claude, OpenAI, Azure OpenAI) and RAG pipelines.
  • Implement experiment tracking, CI/CD pipelines, and automated deployment with rollback capabilities.
  • Set up observability for logs, metrics, and traces, defining alerts and handling incident response and RCA.
  • Monitor and optimize token usage, latency, throughput, and infrastructure costs.

Required Skills

  • 5+ years of experience with Python, specifically in LLM and Agent frameworks (LangChain/LangGraph).
  • Hands-on expertise with vector databases (pgvector, Pinecone, Weaviate) and RAG pipeline components (embeddings, retrieval, chunking, prompt tuning).
  • Strong experience with experiment tracking and evaluation frameworks (MLflow or equivalent).
  • Proficiency with cloud platforms (AWS, Azure, GCP) and containerization (Docker).
  • Experience with CI/CD, Git, and deployment practices.
  • Knowledge of monitoring, logging, and cost optimization strategies.
  • Familiarity with FastAPI or similar frameworks for service exposure.
  • Understanding of structured outputs and schema validation (JSON/Pydantic).

Preferred Skills

  • Experience with RAG evaluation frameworks (RAGAS, OpenAI Evals) and multimodal pipelines.
  • Exposure to CrewAI, AutoGen, LlamaIndex, Airflow/Dagster, or PySpark.
  • Knowledge of MLOps tools, model registry, Kubernetes, Terraform, and security/PII handling.

Education

Any Graduate

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