Aditya Pratap Bhuyan

Introduction: Agile software development has become an essential component of contemporary...

Justin L Beall

Unlock the potential of AI in your software development workflow with LeanDog's "Intelligent Engineering with AI" course. Master integrating AI tools like GitHub Copilot and ChatGPT to enhance productivity and code quality. Dive into Test-Driven Development (TDD), applying AI to write reliable, maintainable code. Embrace Software Craftsmanship by learning fundamental design principles, addressing code smells, and employing practical refactoring techniques. Experience real-world applications through hands-on exercises, including advanced prompt engineering and a task management API project. Gain practical insights and build confidence in using AI to streamline your development processes, ensuring your skills are future-ready and your code is top-notch. Join us and transform your approach to coding with the power of intelligent engineering.

Daniel Wildt

Every time someone is updating a codebase, there’s this old saying from eXtreme Programming that we...

Justin L Beall

Ensure the reliability and consistency of your LLM-based systems with Continuous Alignment Testing. Utilize Repeat Tests, seed values, and the choices feature in OpenAI Chat Completions to manage the inherent unpredictability of AI responses. Define precise inputs and expected outcomes early in the development process, similar to Test Driven Development (TDD). Automate your testing with CI tools like GitHub Actions to catch fluctuations quickly and efficiently. Incorporate seed values for reproducibility and request multiple responses per query with the choices feature to validate prompts, tool calls, and data variations more effectively and cost-efficiently. Apply these methodologies in real-world scenarios, as demonstrated by our Amazon Treasure Chat project, to maintain high-performance standards and enhance user satisfaction. Stay ahead of technological advancements and refine your testing strategies to ensure your AI applications are robust, scalable, and reliable. Embrace these testing techniques to deliver superior AI solutions that instill confidence and trust in your users.