From the course: Accelerate DevOps and Software Development with AI: Modern Tools and Workflows for Enhanced Software Delivery
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Case studies: AI wins and fails
From the course: Accelerate DevOps and Software Development with AI: Modern Tools and Workflows for Enhanced Software Delivery
Case studies: AI wins and fails
- Now that we've played around with a couple of examples, let's shift the focus to stories from the industry. We'll begin with a clear success story. Morgan Stanley's DevGen.AI Morgan Stanley had millions of lines of legacy code, hard to read, hard to maintain. Modernizing this code would be a headache. Instead of asking developers to decode it manually, they used a custom GPT-based system to automatically generate English documentation from the code, making the modernization a lot easier. Since it's launch, it's been used to review over 9 million lines of code, saving developers 280,000 hours of manual work. The takeaway here is clear, AI worked because it was applied to a well-defined high friction problem. Understanding old code, not to something critical like writing production logic. It was a translator, not a decision maker. Now let's look at a high profile fail, Replit's AI assistant deleting a database. Replit's…
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What powers GitHub Copilot and ChatGPT?4m 20s
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Prompt engineering for developers2m 38s
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Role-based prompting for better code reviews2m 31s
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Iterative prompting to guide AI to better code3m 35s
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Coding project: Plan and test with AI tools1m 59s
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Coding project: Speed up Python coding with smart prompts2m 26s
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Coding project: Create AI-assisted test cases in Python2m 31s
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Coding project: AI-powered docstrings for developers2m 18s
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Coding project: Review Python code with AI1m 55s
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Coding project: Navigating code with AI59s
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Coding project: Refactor Python code with AI4m 6s
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Case studies: AI wins and fails4m 22s
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