Tata Consultancy Services

DevSecOps and SRE AI ML

Tata Consultancy Services$75K — $130K *
Information Technology
8 - 10 years of experience
Job Overview by Ladders

Qualifications

  • 10+ years of software engineering experience, particularly in AI/ML or LLM systems
  • Proficiency in Python (FastAPI, Pydantic, boto3) and TypeScript (React, Node.js)
  • Strong experience with LLM APIs, prompting, RAG architectures, and vector search
  • Background in building AI pipelines including model orchestration and confidence scoring
  • Familiarity with AWS services like ECS, Lambda, and DynamoDB
  • Experience with CI/CD pipelines and environment management
  • Capability to mentor or lead offshore engineers

Responsibilities

  • Build and enhance internal platform features using FastAPI for backend and React for frontend
  • Develop and automate AI processes including LLM integrations and self-healing pipelines
  • Lead the technical design of new cognitive functionalities such as COG scoring and proactive monitoring
  • Establish observability metrics for AI systems, focusing on accuracy and drift detection
  • Design RAG pipelines for knowledge ingestion and semantic retrieval
  • Encourage team adoption of AI tools like Claude Code and provide support for enablement
  • Mentor offshore engineers in AI engineering practices and architectural decisions

Benefits

  • Flexible working hours
  • Professional development opportunities including workshops and training
  • Supportive work culture focused on mentorship and collaboration
  • Access to the latest technology and tools in the field
  • Opportunity to work on innovative projects that impact AI advancements
Full Job Description
Must Have Technical/Functional Skills: 10+ years of software engineering experience, with 4+ years in AI/ML or LLM-based systems Python (FastAPI, Pydantic, boto3) and TypeScript (React, Node.js) Strong AI/ML experience LLM APIs, prompt engineering, RAG architectures, embeddings, vector search Experience building AI pipelines model orchestration, token management, confidence scoring, intelligence buildouts AWS fundamentals ECS/Fargate, Lambda, DynamoDB, IAM, CloudWatch, EventBridge CI/CD pipeline experience GitLab CI (or similar), environment management Experience mentoring or leading offshore engineers Strong verbal and written communication Nice to Have Experience building internal engineering platforms or cognitive/AI platforms Dynatrace or similar APM (DQL queries, alerting, SLOs) Terraform for infrastructure-as-code Security engineering SAST/DAST, container scanning, IAM policy design Financial services / regulated environment experience Claude Code, GitHub Copilot, or AI-assisted development workflows Event-driven architectures (EventBridge, SQS, SNS) Production on-call sre experience Tech Stack Python | FastAPI | React | TypeScript | Tailwind CSS | AWS (ECS, Lambda, DynamoDB, S3, EventBridge, IAM) | Terraform | GitLab CI | Docker | Dynatrace | Jira/Confluence APIs | ServiceNow | Ally AI Gateway (GPT/Claude) | RAG/Embeddings | Vector Search | Claude Code/Codex/Gemini/DeepSeek | Roles & Responsibilities: AI & Cognitive Engineering (70%) Build and extend internal platform features Python backend (FastAPI) and React frontend Develop AI automation LLM integrations, prompt engineering, self-heal pipelines, knowledge retrieval Lead technical design for new cognitive capabilities COG scoring, DELTA analytics, proactive monitoring Build observability for AI systems token budgets, model accuracy, drift detection, confidence scoring. Design and implement RAG pipelines embeddings, vector search, knowledge ingestion, semantic retrieval Contribute to Guild Commons skills, agents, hooks shared across the organization Drive adoption of AI tooling (Claude Code) across the team; support Tier 1/Tier 2 enablement Pioneer self-heal automation detection, decision, approval, and remediation pipelines Mentor offshore engineers on AI patterns, prompt engineering, and architectural decisions DevSecOps & Infrastructure (15%) - Support CI/CD pipelines troubleshoot build failures, optimize stages, manage environment promotions Manage AWS infrastructure as needed ECS services, Lambda functions, DynamoDB, IAM Support production incident response during US business hours when on rotation Maintain Terraform configurations; review infrastructure changes Release Management & Quality (15%) Support releases across environments (CIT UAT CAP PSP PROD) Contribute to quality gates automated testing, coverage enforcement, static analysis Support ServiceNow change records and Jira workflows as needed - Generate release metrics DORA calculations, deplo yment outcomes Salary: $75,000 - $130,000

About Tata Consultancy Services

Tata Consultancy Services (TCS) is an Indian multinational information technology (IT) services and consulting company, headquartered in Mumbai, Maharashtra, India. It is a subsidiary of Tata Group and operates in 149 locations across 46 countries. TCS is the largest Indian company by market capitalization and is ranked 11th on the Forbes Global 2000 list of the world's biggest public companies. TCS is also the second-largest IT services company in the world by revenue and the largest employer of women in India. The company provides services in areas including IT, consulting, and business solutions.
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