As we come to the end of 2024, we round up the most popular technical articles read by IT directors, CTOs and other tech leaders on our technology insights blog. With a clear focus on AI, popular topics included how to leverage GenAI for legacy modernisation, managing technical debt in AI and machine learning projects, and how to effectively test LLMs.
The Role of Generative AI in Legacy System Modernisation
Technical Director, Richard, explored how generative AI enhances various stages of legacy modernisation, from automated code generation and documentation to testing and data migration.
Managing Tech Debt within AI and Machine Learning Systems
Head of Consulting, Adam, explored the unique nature of technical debt in AI and machine learning, how it differs from traditional software engineering, and actionable strategies with MLOps (Machine Learning Operations) that can help to manage tech debt effectively.
Testing an AI WhatsApp Chatbot
Principle Test Engineer, Emily, discussed our experience of testing LLMs in building a WhatsApp chatbot with Northern Trains to provide live journey information to customers, covering our approach to testing each stage of the process.
YAML in Azure Pipelines: An Overview
Senior Software Engineer, Rhys, provided an overview of YAML and its application within Azure Pipelines, covering everything from the fundamentals of YAML and building efficient pipelines, through to highlighting how YAML streamlines CI/CD processes in DevOps practices.
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