Gen AI Engineer

About the Company

Tiger Analytics is a fast-growing advanced analytics consulting firm. Our employees bring deep expertise in Machine Learning, Data Science, and AI. We are the trusted analytics partner for multiple Fortune 500 companies, enabling them to generate business value from data. Our business value and leadership has been recognized by various market research firms, including Forrester and Gartner. We are looking for top-notch talent as we continue to build the best global analytics consulting team in the world.

Requirements

• Minimum of 7+ years of professional experience in software development and AI engineering
• Hands-on experience integrating Generative AI/LLM APIs, AWS Bedrock, and other model providers
• Experience with DevOps, CI/CD pipelines, and ML pipelines within the AWS ecosystem
• Exposure to building Gen AI/Agentic AI applications, managing efficiency, latency, and backend infrastructure
• Strong Python programming skills with a deep understanding of OpenAI API standards, JSON RESTful design, and LLM orchestration

Preferred Skills: Experience working with Bedrock Agent/Core services is a significant plus.

Core Focus Areas & Expectations

Retrieval-Augmented Generation (RAG)

• Ability to design and implement end-to-end RAG pipelines, including retrievers, vector stores (e.g., Pinecone, Weaviate, or pgvector), and generators
• Expertise in latency optimization and relevance tuning to ensure production-grade performance
• Strategic approach to document chunking and embedding, balancing granularity with semantic coherence

Agent Development

• Practical experience developing autonomous or semi-autonomous agents using frameworks such as LangChain, CrewAI, or Semantic Kernel
• Ability to manage orchestration, tool integration, and robust error handling for non-deterministic AI outputs
• Proficiency in managing memory and context (episodic vs. long-term) in multi-turn interactions and external API interfacing

Evaluation and Optimization

• Familiarity with evaluation frameworks (e.g., RAGAS, TruLens) to assess performance, grounding accuracy, and hallucination detection
• Ability to iterate systems based on performance metrics and continuous improvement practices

Benefits

This position offers an excellent opportunity for significant career development in a fast-growing and challenging entrepreneurial environment with a high degree of individual responsibility.