AI Engineer

About the job

As an AI Engineer at our company, you will be responsible for leveraging your expertise in Large Language Models (LLMs), Retrieval-Augmented Generation (RAG) systems, and Vector Database architectures to build end-to-end AI-driven solutions. Your role will involve enhancing knowledge retrieval, automating reasoning, and delivering scalable conversational or cognitive experiences. • *Key Responsibilities:**- **RAG Architecture Design:**- Develop and implement Retrieval-Augmented Generation pipelines using LLMs integrated with external knowledge sources and vector stores.- **LLM Integration & Fine-Tuning:**- Fine-tune or prompt-engineer models like GPT, Llama, Falcon, Mistral, T5, or Claude.- Optimize inference workflows for efficiency, context management, and accuracy.- **Document Processing & Chunking:**- Design intelligent text-splitting and chunking strategies for long documents.- Build embedding generation and context retrieval pipelines.- **Vector Database Management:**- Integrate and optimize vector stores like FAISS, Pinecone, Chroma, Weaviate, Milvus, or Qdrant.- Implement similarity search, hybrid retrieval, and ranking mechanisms.- **Python-Based AI Development:**- Build APIs and microservices using FastAPI / Flask / LangChain / LlamaIndex.- Create reusable AI pipelines for inference, retraining, and data ingestion.- **Data Handling & Preprocessing:**- Clean, transform, and index structured and unstructured data for efficient knowledge retrieval.- **Performance Optimization & Monitoring:**- Evaluate model performance using precision, recall, BLEU, ROUGE, or RAG-specific metrics.- Deploy and monitor models using Docker, MLflow, and cloud environments (AWS/GCP/Azure). • **Collaboration:**- Work cross-functionally with data scientists, backend engineers, and domain experts to integrate AI models into enterprise applications.

Requirements

• LLMs
• RAG Systems
• Vector Databases
• Python

Preferred Technologies

• LLMs
• RAG Systems
• Vector Databases
• Python

About the company

KRAN Consulting specializes in leveraging advanced AI technologies to improve business solutions.