#195 - Working Effectively with Legacy Code and AI Coding Assistant - Michael Feathers
Tech Lead Journal
Mastering Legacy Code with SIEM
This chapter introduces the concept of SIEM (Seam in Code) as a technique for managing legacy code by identifying natural breaking points for easier testing and modification. It discusses the significance of refactoring, strategies like the Strangler Fig pattern, and the role of code smells in enhancing code quality and facilitating future changes.
“Legacy code is a code without tests. If you have code, and it has lots of tests, it’s relatively easy to change. But if you don’t have the tests, you’re really in serious trouble.”
Do you dread working with legacy code?
Michael Feathers, renowned software expert and author of the classic “Working Effectively with Legacy Code,” joins me to discuss the challenges and strategies for working with legacy code, a topic that remains highly relevant even after 20 years!
Michael explains why he defines legacy code as “code without tests,” emphasizing the crucial role of automated tests for code maintainability, rather than simply defining it as an old inherited code. He also provides insights on the psychological challenges of working with legacy code and stresses the importance of approaching it with curiosity and a sense of adventure.
The conversation also explores the evolving world of AI assistant in software development, drawing from Michael’s forthcoming book, “AI-Assisted Programming”. He shares how AI can assist developers in various tasks, such as explaining code, identifying potential issues, generating tests, and exploring new possibilities.
Listen to this episode to explore the intersection of legacy code, AI, and the future of software development!
Listen out for:
- Career Journey - [00:01:24]
- “Working Effectively with Legacy Code” Book - [00:02:05]
- Definition of Legacy Code - [00:04:55]
- The Importance of Automated Tests - [00:06:39]
- Understanding Legacy Code - [00:09:47]
- Mindset for Working with Legacy Code - [00:11:15]
- Rewrite vs Fixing Legacy Code - [00:13:50]
- Microservice for Legacy Code - [00:15:36]
- Approach to Dealing with Legacy Code - [00:17:33]
- Seams - [00:20:03]
- Strangler Fig - [00:21:42]
- Understanding Refactoring - [00:22:48]
- Testing Pyramid - [00:24:28]
- Code Nobody Wants to Touch - [00:26:10]
- AI for Understanding Legacy Code - [00:27:53]
- AI Churning More Legacy Code - [00:30:06]
- “AI Assisted Programming” Book - [00:32:47]
- Prompt Engineering - [00:34:16]
- Doing in Small Steps - [00:35:09]
- Best Use Case for AI - [00:37:29]
- Developer’s Fear of AI - [00:39:16]
- SudoLang - [00:40:59]
- AI as Test Assistant - [00:43:42]
- Context Window - [00:45:19]
- Waywords - [00:47:14]
- Managing AI Sessions - [00:48:53]
- Using Different AI Tools - [00:50:30]
- 3 Tech Lead Wisdom - [00:52:28]
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Michael Feathers’s Bio
Michael Feathers is the Founder and Director of R7K Research & Conveyance, a company specializing in software and organization design. Over the past 20 years he has consulted with hundreds of organizations, supporting them with general software design issues, process change and code revitalization.
A frequent presenter at national and international conferences, Michael is also the author of the book Working Effectively with Legacy Code.
Follow Michael:
- Twitter – @mfeathers
- LinkedIn – linkedin.com/in/michaelfeathers
- Substack – substack.com/@michaelfeathers
- 📚 Working Effectively with Legacy Code – https://www.amazon.com/Working-Effectively-Legacy-Michael-Feathers/dp/0131177052
- 📚 AI Assisted Programming – leanpub.com/ai-assisted-programming
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