AI Coding
How to QA AI-Generated Code Before Production
AI-generated code should pass functional, regression, security and dependency checks before production. A working demo is only the first gate.
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AI Coding
AI can accelerate coding and debugging when the task is bounded and testable. This section follows the path from generation and diagnosis through regression control and production QA.
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Can AI Write Working Code?
AI can write working code, but reliability depends heavily on scope, context and testing. Here's what we learned using it on real projects.
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AI Coding
Is AI Better at Writing New Code or Fixing Existing Code?
New code gives AI freedom. Existing code requires preserving relationships it may not see. Here's why modification can be deceptively harder.
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AI Coding
Can AI Debug Code From an Error Message?
Exact error messages give AI concrete debugging evidence. We found they work far better than simply saying the code doesn't work.
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AI Coding
Why AI Code Fixes Sometimes Break Other Features
AI can solve a local code problem while damaging shared behavior elsewhere. Here's why regression testing became part of our AI coding workflow.
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AI Coding
Can AI Debug a Website From a Screenshot? We Tried It
A screenshot can give AI valuable evidence about a broken website layout. We tested when visual debugging works and when the underlying code is still necessary.
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