
Chief AI/ML Innovation Officer
2 weeks ago
As a skilled AI/ML Developer, you will be responsible for designing and developing the core logic for AI Agents within FastAPI services. Your tasks will include orchestrating agent tasks, managing state, interacting with platform data/workflows, and integrating Large Language Model (LLM) capabilities.
Key Responsibilities:- AI Agent Development: Develop, test, and maintain the core logic for AI Agents within FastAPI services.
- LLM API Integration & Prompt Engineering: Integrate with external LLM provider APIs and design effective prompts for diverse retail-specific tasks.
- RAG Implementation: Implement and optimize Retrieval-Augmented Generation (RAG) patterns using vector databases to provide relevant context to LLM API calls made by agents.
- FastAPI Microservice Development: Build and maintain scalable FastAPI microservices that host AI Agent logic and handle interactions with LLMs and other platform components in a containerized environment.
- Data Processing for AI: Prepare and preprocess data required for effective prompt context, RAG retrieval, and potentially for future fine-tuning tasks.
- 4-6 years of hands-on experience in software development with a strong focus on AI/ML application development.
- Demonstrable experience integrating and utilizing external LLM APIs in applications.
- Proven experience with Prompt Engineering techniques.
- Strong Python programming skills.
- Practical experience building and deploying RESTful APIs using FastAPI.
- Experience designing and implementing application logic for AI-driven features or agents.
- Understanding and practical experience with RAG concepts and vector databases.
- Solid understanding of core Machine Learning concepts and familiarity with frameworks like PyTorch, TensorFlow, or Hugging Face.
- Familiarity with cloud platforms (AWS, GCP, or Azure) and containerization (Docker, Kubernetes) for application deployment.
- Solid problem-solving skills and clear communication abilities.
- Experience working effectively in an agile environment.
- Bachelor's or Master's degree in Computer Science, AI, or a related field.
- Ability to work independently and collaborate effectively in a remote setting.
- Experience with frameworks like LangChain or LlamaIndex.
- Experience with observability and debugging tools for LLM applications.
- Experience with graph databases and query languages.
- Experience with MLOps practices, applicable to both current application monitoring and future model lifecycle management.
- Experience optimizing API call performance or model inference.
- Knowledge of AI security considerations and bias mitigation.
You will have the opportunity to work on cutting-edge AI/ML projects and contribute to the development of innovative solutions.
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