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    Job · 21383466

    MADURAI · FULLTIME

    Python Tech Lead

    Reqroots

    Reqroots

    Madurai · onsite · Posted 3d ago

    Sourced fromNaukri
    Undisclosed6–10 yrsfulltimeMadurai

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    Section · 01

    About this role

    Job Summary
    We are seeking an experienced Python Tech Lead / Associate Manager to lead our AI development initiatives, with deep expertise in building production-grade agentic AI systems using LangChain, LangGraph, and related frameworks. This role combines technical leadership with hands-on development, requiring someone who can architect complex AI solutions while mentoring a team of developers.


    Location
    Chennai


    Employment Type
    Full-time


    Experience
    6-10 years


    Team
    Leading a team of 3-7 developers


    Key Responsibilities
    • Technical Leadership Architect and design scalable agentic AI systems using LangChain and LangGraph frameworks
    • Lead the development of autonomous AI agents with multi-step reasoning and decision-making capabilities
    • Establish best practices for prompt engineering, agent orchestration, and AI system reliability
    • Drive technical decisions on framework selection, tool integration, and system architecture
    • Conduct code reviews and ensure high-quality, maintainable codebases
    • Hands-on Development Build complex agent workflows using LangGraphs state machines and conditional logic
    • Implement multi-agent systems with tool calling, memory management, and retrieval mechanisms
    • Develop custom chains, agents, and tools within the LangChain ecosystem
    • Optimize LLM performance through prompt tuning, caching strategies, and efficient API usage
    • Integrate vector databases, embeddings, and retrieval-augmented generation (RAG) pipelines
    • Team Management Mentor and guide a team of 3-7 developers in AI/ML development practices
    • Facilitate knowledge sharing sessions on agentic AI patterns and emerging technologies
    • Coordinate sprint planning, task allocation, and delivery timelines
    • Foster a culture of innovation and continuous learning within the team


    Skills Requirements

    Core Python AI Frameworks
    • 6+ years of Python development experience with strong expertise in async programming, type hints, and modern Python patterns
    • Experience delivering projects using GenAI, Agentic AI, LLMs, or Transformer models and Agentic AI based solutions
    • Strong proficiency in AI/ML engineering or software development using Python and its frameworks
    • Familiarity with SQL, NoSQL, and data warehousing solutions and ability to analyze complex datasets and derive meaningful conclusions
    • Understanding of CI/CD pipelines, Docker, and Kubernetes for AI model deployment
    • Exposure to vector databases and RAG architectures for enterprise knowledge retrieval
    • Exposure to MCP and Agent to Agent Communication
    • 2+ years hands-on experience with LangChain and LangGraph building production applications
    • Deep understanding of agentic AI architectures including ReAct, Plan-and-Execute, and Reflection patterns
    • Experience with LangChain Expression Language (LCEL) for chain composition
    • Experience with developing and maintaining FastAPI projects with React Framework


    Agentic AI Specific Modules
    • LangGraph: StateGraph, MessageGraph, conditional edges, human-in-the-loop patterns, checkpointing and persistence
    • LangChain Core: Agents (OpenAI Functions, Structured Chat, ReAct), Tools, Toolkits, Memory systems (ConversationBufferMemory, ConversationSummaryMemory, VectorStoreMemory)
    • LangChain Callbacks: Custom callback handlers, tracing, logging, and observability
    • Agent Executors: AgentExecutor configuration, error handling, and timeout management
    • Multi-Agent Systems: Agent coordination, communication protocols, task delegation


    LLM Model Integration
    • Experience with OpenAI GPT-4/GPT-3.5, Anthropic Claude, or open-source models (Llama, Mistral)
    • Understanding of model selection, cost optimization, and fallback strategies
    • Prompt engineering expertise including few-shot learning, chain-of-thought prompting
    • Experience with function calling and structured outputs from LLMs


    Vector Databases Retrieval
    • Hands-on experience with vector databases: Pinecone, Weaviate, Chroma, or FAISS
    • Implementation of RAG pipelines with document chunking, embedding generation, and similarity search
    • Knowledge of semantic search, hybrid search, and re-ranking techniques
    • Experience with embedding models (OpenAI embeddings, Sentence Transformers, Cohere)


    Additional AI/ML Frameworks
    • LlamaIndex for advanced data indexing and querying
    • Haystack or Semantic Kernel as alternative orchestration frameworks
    • Hugging Face Transformers for custom model integration
    • MLflow or Weights Biases for experiment tracking


    Data Integration
    • API integration experience (REST, GraphQL, webhooks)
    • Frameworks: FastAPI
    • Document processing: PDF parsing, OCR, web scraping (Beautiful Soup, Scrapy)
    • Database expertise: PostgreSQL, MongoDB, Redis for caching and session management
    • Message queues: RabbitMQ, Kafka for asynchronous agent communication


    DevOps Production
    • Docker and Kubernetes for containerization and orchestration
    • CI/CD pipelines (Azure Devops, GitHub Actions, GitLab CI, Jenkins)
    • Cloud platforms: AWS (Lambda, ECS, SageMaker), GCP, or Azure
    • Monitoring and observability: LangSmith, Prometheus, Grafana, or Datadog
    • Experience with LLM observability tools: Helicone, LangSmith, or Weights Biases


    Qualifications
    • Bachelors or Masters degree in Computer Science, Engineering, or related field
    • Experience building production AI applications with measurable business impact
    • Strong understanding of software design patterns and clean architecture principles
    • Familiarity with testing frameworks for AI systems (pytest, unit testing for agents)
    • Knowledge of security best practices for AI applications (prompt injection prevention, PII handling)
    • Experience with streaming responses and real-time agent interactions
    • Understanding of token optimization and cost management strategies
    • Previous experience in a tech lead or team lead capacity


    Soft Skills
    • Excellent problem-solving abilities with a systematic approach to debugging complex agent behaviors
    • Strong communication skills to explain technical concepts to non-technical stakeholders
    • Ability to balance technical excellence with practical business needs
    • Collaborative mindset with experience working in cross-functional teams
    • Adaptability to rapidly evolving AI technologies and frameworks


    Nice to Have
    • Contributions to open-source AI projects or LangChain ecosystem
    • Experience with fine-tuning LLMs or building custom models
    • Knowledge of AI safety, alignment, and responsible AI practices
    • Experience with graph databases (Neo4j) for knowledge graph applications
    • Familiarity with AutoGPT, BabyAGI, or similar autonomous agent frameworks
    • Understanding of reinforcement learning from human feedback (RLHF)


    Disclaimer: This job posting and Location has been aggregated from external source. Role details, content, and availability are subject to change. Applicants are advised to confirm the latest information directly on the company website before applying.

    Sourced from naukri

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    Section · 02

    Skills

    Azure DevopsclaudeCI/CD Pipelinesasync programmingai developmentai modelai frameworkscachingamazon web servicesai technologiesAzure MonitoringBeautiful SoupAsynchronousArchitectureAi SolutionsMicrosoft AzureAPI IntegrationArtificial IntelligenceAnthropic SDK

    Section · Company

    About Reqroots

    Reqroots

    Reqroots

    Recruitment

    10

    employees

    2019

    7 years old

    Coimbatore, Tamil Nadu

    headquarters

    ₹10.1L PA avg

    Avg at Reqroots

    About

    Reqroots offers recruitment solutions for IT and Non-IT sectors, specializing in workforce management and evolving employment needs.

    Industries

    Recruitment

    Employee ratings

    8 reviews

    4.5/ 5

    Culture

    4.8

    Career growth

    4.3

    Work-life

    4.6

    Employees rate it well for

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