Role Overview
As an AI Engineer, you will be responsible for the end-to-end development of agentic AI applications that move beyond simple chatbots into autonomous, goal-oriented systems. You will design 'reasoning loops,' integrate specialized tools, and build the automated evaluation pipelines (Agent Ops) necessary to ensure these systems are reliable, safe, and performant in production.
Key Responsibilities
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Agent Architecture: Design and implement multi-agent workflows using frameworks such as Lang Graph, Crew AI, or Auto Gen (AG2) to solve complex, multi-step business problems.
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Tool & API Integration: Build secure interfaces that allow agents to interact with external data environments (e.g., Snowflake, Vector DBs) and enterprise APIs.
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Cognitive Design: Implement sophisticated memory management (short-term state and long-term RAG) and reasoning strategies (Re Act, Reflection) to reduce hallucinations.
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Agent Ops & CI/CD: Develop and maintain automated 'LLM-as-a-Judge' evaluation suites within the CI/CD pipeline to gate deployments based on factuality, safety,



and task completion.
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Observability: Set up advanced tracing and monitoring (e.g., Lang Smith, Arize Phoenix) to debug agent 'thought processes' and optimize token costs/latency.
Technical Skillset
Category
Required Proficiency
Languages
Python (Expert), Asynchronous programming, SQL.
AI Frameworks
Lang Chain/Lang Graph, Llama Index, Crew AI, Auto Gen. (at least two)
Foundational Models
Azure AI Foundry, Open AI API, AWS Bedrock, or local LLM deployment (Ollama/vllm).
Infrastructure & Ops
Docker, Git Hub Actions/Git Lab CI, Vector Databases (Pinecone, Weaviate, Milvus).
Evaluation Tools
G-Eval, Ragas, Deep Eval, or custom scoring rubrics.
Experience & Qualified Profile
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End-to-End Ownership: Demonstrated experience taking AI features from initial concept through to deployment. Comfortable managing both the application logic and the basic infrastructure required to support it.
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Rapid Prototyping

📌 Artificial intelligence engineer (Chennai)
🏢 KNORR-BREMSE TECHNOLOGY CENTER INDIA PRIVATE
📍 Chennai