GenAI Lead

4 weeks ago

Coimbatore, India HCLTech Full time

We are seeking a skilled GenAI App Lead with expertise in API development, backend logic, machine learning, and NLP to contribute to large-scale GenAI applications. You'll work on API integrations, system performance optimization, and developing multi-agent workflows, all within a dynamic, collaborative environment.Required Qualifications:Proven experience in API development (e.g., FastAPI, Flask, Django).Strong knowledge of Python, machine learning (PyTorch), and NLP (e.g., spaCy).Expertise in API authentication (OAuth, API keys) and API documentation (Swagger).Experience with task queues (Celery) and multi-agent workflows.Hands-on experience with databases (MySQL, PostgreSQL, BigQuery, NoSQL).Familiarity with caching (Redis, Memcached) and cloud platforms (AWS, Google Cloud, Azure).Key Responsibilities:API Integration & Development:Identify and define API integration points, ensuring clear documentation.Design, implement, and test API endpoints (e.g., /generate, /status).Auto-generate API documentation using FastAPI & Swagger.Implement rate limiting (Flask-Limiter) and authentication (OAuth, API keys).LLM & NLP Integration:Develop prompting logic for Large Language Models (LLMs) to ensure accurate responses.Integrate machine learning frameworks (e.g., PyTorch) and NLP libraries (e.g., spaCy).Design and implement multi-agentic workflows using patterns like actor model, publish-subscribe, and client-server.Multi-Agentic System Design:Build and coordinate multi-agentic systems, ensuring efficient task delegation, communication, and failure handling across agents.Develop distributed task management using tools like Celery and Kubernetes.Testing & Debugging:Write unit/integration tests with Pytest.Set up logging and monitoring for system health and debugging.Database & Caching:Integrate with MySQL, PostgreSQL, NoSQL (e.g., BigQuery, MongoDB), and vector databases (e.g., Pinecone).Implement caching strategies (e.g., Redis, Memcached) to optimize performance.Security & Compliance:Ensure secure API access and data protection (OAuth, API keys, input validation).Highly Desirable Qualifications:Experience with vector databases (e.g., Pinecone, Weaviate, Cloud-based AI search (Azure AI Search).Knowledge of CI/CD pipelines and containerization (e.g., Docker, Kubernetes).Familiarity with API design tools (e.g., Postman) and rate limiting (Flask-Limiter).Tools & Technologies:API Frameworks: FastAPI, Flask, DjangoMachine Learning & NLP: PyTorch, spaCyTask Management: CeleryDatabases: MySQL, PostgreSQL, BigQuery, MongoDB, Pinecone, WeaviateCaching: Redis, MemcachedCloud Platforms: AWS, Google Cloud, AzureVersion Control: GitSecurity & Monitoring: OAuth, API keys, Python logging module

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