### Overview This Epic aims to extend our logging capabilities to provide a comprehensive, global observability of our AI systems. This initiative is a crucial part of our team's responsibilities, which include facilitating AI integration throughout GitLab, enhancing latency, and supporting our AI chat system framework. ### Goals With the Universal Logging epic, we aim to build upon this foundation and extend our logging capabilities to all aspects of our AI systems. This includes: - Guaranteeing comprehensive global observability and monitoring of our AI systems. - Documenting all aspects of our AI systems, including the AI Abstraction Layer and AI Gateway. - Enhancing latency through detailed logging and analysis. - Providing essential support for our AI chat system framework through detailed logging. - Incorporating support for new AI providers by ensuring their systems are compatible with our logging framework. - Assisting with the production support and readiness of the AI Gateway through detailed logging. - Supporting LLM inference, including prompt engineering, response evaluation, fine-tuning, and evaluation.