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Tech Mahindra Logo Tech Mahindra · IT - Software Development

Agentic AI Lead/Architect

India, Pune · Job Posted May 29, 2026
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Job Description

Own the architecture and delivery of enterprise-grade multi-agent systems on a hybrid AWS and Open Source stack, ensuring scalability, security, and production readiness.

Job Responsibility

  • Own the architecture and delivery of enterprise-grade multi-agent systems on a hybrid AWS and Open Source stack, ensuring scalability, security, and production readiness
  • Define multi-agent system architecture (planner, executor, reviewer, memory)
  • Author Architecture Decision Records (ADRs) for: AWS Bedrock vs open-source models
  • Hosted vs self-managed inference
  • Design event-driven orchestration using Step Functions and/or LangGraph
  • Implement model routing strategies: High-complexity workflows to managed LLM platforms (e.g., Bedrock)
  • Cost-sensitive tasks to open-source models (e.g., Llama, Mistral)
  • Define fallback and failover logic
  • Architect: Model and prompt versioning pipelines
  • Evaluation pipelines
  • Red-teaming frameworks
  • Define observability metrics such as latency, token cost, and hallucination rates
  • Design IAM-based agent permissions and secure API/tool access
  • Ensure compliance with enterprise security and governance standards
  • Translate business problems into technical architecture
  • Align with security, infrastructure, and business teams

Requirements

  • Strong AWS experience (at least 3–4 of the following): Bedrock (or equivalent), Lambda, API Gateway, Step Functions, IAM, VPC
  • Experience with at least one agent framework: LangChain or LangGraph
  • Infrastructure as Code: Terraform or AWS CDK
  • Strong understanding of distributed systems, event-driven architecture, and RAG patterns

Nice to have

  • CrewAI or AutoGen
  • Observability tools such as LangSmith or equivalent
  • Knowledge graphs or GraphRAG exposure
  • Exposure to GPU or NVIDIA ecosystem
  • Experience with hosting open-source models
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