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AI Engineer
AI EngineerCloud202 • Lucknow, IN
AI Engineer

AI Engineer

Cloud202 • Lucknow, IN
8 days ago
Job description

Location : Remote | Job Type : Full-Time | Experience Level : 3+ years

About Us

Cloud202 Limited is a leading technology consulting company dedicated to helping businesses transform and innovate through cutting-edge technology solutions. We specialize in cloud migration, AI / ML, and application development, providing our clients with the expertise they need to stay ahead in a rapidly evolving digital landscape.

Position Overview

We are seeking an innovative AI Engineer to lead the development and implementation of enterprise-grade agentic AI solutions. This role requires deep expertise in the Gen-AI ecosystem, including Amazon Bedrock, Amazon Bedrock AgentCore, SageMaker AI, and emerging AI agent frameworks. The ideal candidate will drive enterprise AI transformation initiatives and build next-generation intelligent applications using cutting-edge agentic platforms and protocols.

Required Qualifications

Experience

  • Minimum 3+ years of hands-on experience with AWS cloud services and machine learning infrastructure
  • 2+ years of specific experience with generative AI, large language models (LLMs), and foundation models
  • Proven track record of building and deploying production-scale AI / ML applications on AWS

Certifications

  • Preferred : AWS Certified AI Practitioner or AWS Machine Learning Specialty
  • Core Technical Skills

    Amazon Bedrock AgentCore Platform (Critical)

  • AgentCore Runtime : Deploy and operate AI agents securely at scale with serverless infrastructure, session isolation, and support for 8-hour execution windows
  • AgentCore Memory : Implement intelligent session and long-term memory with episodic learning capabilities for context-aware agent interactions
  • AgentCore Gateway : Build secure, centralized access to tools and APIs with minimal code transformation
  • AgentCore Identity : Implement seamless agent authentication across AWS services and third-party applications (Slack, Zoom, GitHub, Salesforce) using OAuth, Okta, Entra, or Amazon Cognito
  • AgentCore Tools :  Utilize Code Interpreter for secure code execution and Browser Tool for enterprise-grade web automation within managed sandbox environments
  • AgentCore Observability : Implement end-to-end tracing, debugging, and monitoring through unified CloudWatch dashboards with OTEL compatibility
  • AgentCore Policy : Set fine-grained boundaries on agent actions with real-time deterministic controls
  • AgentCore Evaluations : Continuously assess agent quality and behavior for production readiness
  • Gen-AI Services & Foundation Models

  • Amazon Bedrock : Comprehensive experience with foundation model access, fine-tuning, and deployment
  • SageMaker AI : Model hosting, endpoints, auto-scaling, A / B testing, and deployment pipelines
  • Amazon Q Developer : AI-powered development automation and code transformation capabilities
  • Foundation Models : Hands-on experience with Claude (Anthropic), Llama (Meta), GPT models (OpenAI), Mistral, and Amazon Nova models
  • AI Agents Development & Frameworks

  • Strands Agents SDK : Build production-ready AI agents with model-driven approach, supporting single agents, multi-agent systems, and swarm architectures
  • Framework Expertise : Experience with CrewAI, LangGraph, LlamaIndex, Google ADK, OpenAI Agents SDK, or custom agent frameworks
  • Multi-Agent Orchestration : Design complex workflows with hierarchical delegation, agent-as-tools patterns, and dynamic capability discovery
  • Agentic Workflows : Build autonomous agents that reason, plan, use tools, and maintain context across long-running tasks
  • Tool Integration : Develop custom tools using Python decorators and integrate external APIs and services
  • Agent Protocols & Interoperability (Essential)

  • Model Context Protocol (MCP) : Implement MCP servers and clients to provide standardized context and tool access to AI agents. Deploy MCP servers in AgentCore Runtime with OAuth authentication
  • Agent-to-Agent (A2A) Protocol : Build inter-agent communication systems using A2A protocol for peer-to-peer agent collaboration, capability negotiation, and task coordination
  • Agent Discovery : Implement agent cards and capability manifests for dynamic agent discovery and routing
  • Protocol Integration : Deploy agents supporting both MCP and A2A protocols for maximum interoperability across enterprise systems
  • Advanced Technical Skills

  • Vector Databases : Amazon OpenSearch, Pinecone, or similar for RAG implementations
  • Programming : Expert-level Python and JavaScript / TypeScript, with focus on AI / ML libraries and async programming
  • APIs & Integration : RESTful APIs, GraphQL, JSON-RPC 2.0, Server-Sent Events (SSE), real-time streaming, webhook integration
  • Prompt Engineering : Advanced prompt flows, few-shot learning, chain-of-thought reasoning, and structured output generation
  • Knowledge Bases : RAG implementation with enterprise data integration and semantic search
  • Guardrails & Safety : Bedrock Guardrails, content filtering, bias detection, and responsible AI practices
  • Custom Model Fine-tuning : Adapting foundation models for domain-specific use cases
  • Advanced GenAI Applications

  • Retrieval-Augmented Generation (RAG) : Enterprise search, document Q&A, knowledge management
  • Content Generation : Text, image, code, and multimedia content creation
  • Conversational AI : Chatbots, virtual assistants, customer service automation with memory retention
  • Code Generation & Analysis : Automated code review, documentation, refactoring, and software modernization
  • Data Analysis & Insights : Natural language to SQL, automated reporting, business intelligence
  • Key Responsibilities

    Solution Architecture & Design

  • Design end-to-end generative AI solutions using Amazon Bedrock AgentCore as the primary agentic platform
  • Architect scalable, cost-effective AI pipelines leveraging AgentCore Runtime for serverless deployment
  • Implement MCP and A2A protocols for agent interoperability and tool integration
  • Design multi-agent architectures with proper orchestration, memory management, and observability
  • Create technical documentation and best practices for AgentCore implementations
  • Development & Implementation

  • Build production-ready agentic applications using Amazon Bedrock AgentCore services (Runtime, Memory, Gateway, Identity, Observability)
  • Develop AI agents using Strands Agents SDK and other framework-agnostic approaches
  • Implement MCP servers for tool and data access across enterprise systems
  • Deploy A2A-compliant agents for cross-platform agent collaboration
  • Implement RAG systems with vector databases and AgentCore Gateway for secure data access
  • Create automated workflows for model deployment, monitoring, and evaluation
  • Integrate AI capabilities into existing enterprise applications with proper authentication and governance
  • Model & Agent Management

  • Evaluate and select appropriate foundation models for specific use cases
  • Implement AgentCore Policy for fine-grained control over agent actions and permissions
  • Use AgentCore Evaluations for continuous quality assessment and optimization
  • Optimize agent performance, cost, and latency using AgentCore Observability insights
  • Ensure compliance with data privacy, security requirements, and responsible AI practices
  • Innovation & Research

  • Stay current with latest AWS AI service releases, AgentCore capabilities, and agentic AI protocols
  • Experiment with emerging AI techniques, multi-agent patterns, and protocol enhancements
  • Prototype new use cases and proof-of-concepts using AgentCore platform
  • Contribute to internal AI strategy, AgentCore best practices, and community open-source projects
  • Preferred Experience & Skills

    Industry-Specific Knowledge

  • Experience with industry-specific AI applications (healthcare, finance, retail, manufacturing)
  • Understanding of compliance requirements (GDPR, HIPAA, SOX, PCI-DSS)
  • Knowledge of AI ethics, bias mitigation, and responsible AI governance
  • Advanced Technical Skills

  • MLOps : Model lifecycle management, automated retraining, drift detection with SageMaker Pipelines
  • Real-time AI : Streaming data processing, low-latency inference, event-driven architectures
  • Multimodal AI : Text, image, audio, and video processing with Amazon Nova models
  • Edge AI : Model optimization for edge deployment
  • Custom Training : Fine-tuning foundation models with proprietary data
  • Infrastructure as Code : CloudFormation, AWS CDK, or Terraform for AgentCore deployments
  • Leadership & Collaboration

  • Experience leading AI transformation initiatives and AgentCore adoption
  • Ability to communicate complex agentic AI concepts to non-technical stakeholders
  • Cross-functional collaboration with product, engineering, and business teams
  • Mentoring junior engineers and data scientists on AgentCore best practices
  • Recent Technology Awareness (2025)

  • Amazon Bedrock AgentCore GA release with VPC support, A2A protocol, and enhanced observability (October 2025)
  • Strands Agents SDK 1.0 with multi-agent orchestration, session management, and A2A support
  • Agent-to-Agent (A2A) protocol under Linux Foundation governance with enterprise adoption
  • Model Context Protocol (MCP) enhancements for agent-to-agent communication and tool integration
  • Latest Amazon Nova models (Nova Premier, Nova Sonic) for multimodal and conversational AI
  • Latest Anthropic Claude models (Claude 4 Sonnet) with extended context and enhanced capabilities
  • AgentCore Policy and Evaluations for production-grade agent governance
  • AWS Q Developer CLI integration with MCP for agentic development workflows
  • Education & Background

  • Bachelor's degree in Computer Science, AI / ML, Mathematics, or related field
  • Continuous learning mindset with active participation in AI communities and open-source contributions
  • Strong understanding of distributed systems, microservices, and serverless architectures
  • Industry : IT Services and IT Consulting

    Employment Type : Full-time

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