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fix: Adjust the minutes in the presentation for pycon_maintainers_sum…
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gkapfham committed Feb 23, 2025
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Expand Up @@ -22,37 +22,37 @@ fiasco of flaky tests for software maintainers.

## Talk Outline

### Introduction (2 min)
### Introduction (2 minutes)

- Definition of flaky tests
- Impact on software maintenance
- Brief overview of the "flaky test fiasco"

### The Scale of the Problem (2 min)
### The Scale of the Problem (2 minutes)

- Survey results: 59% of developers face flaky tests regularly
- Real costs that flaky tests introduce to development teams
- Common test flakiness anti-patterns in Python projects

### Real-world Examples of Flaky Tests (3 min)
### Real-world Examples of Flaky Tests (3 minutes)

- Example 1: Order and non-order dependent flaky tests
- Example 2: Test flakiness from resource race conditions
- Example 3: Flaky tests from external dependencies

### Current Solutions and their Limitations (3 min)
### Current Solutions and their Limitations (3 minutes)

- Description of automated test rerunning techniques
- Limitations of traditional detection methods
- Concrete examples from open-source Python projects

### Machine Learning Approach (2 min)
### Machine Learning Approach (3 minutes)

- How machine learning can detect patterns in test failures
- Test case features that aid in flaky test detection
- Evaluating the success of machine learning models in Python projects

### Tools and Next Steps (2 min)
### Tools and Next Steps (2 minutes)

- Available open-source tools for handling flaky tests
- Practical steps for maintainers to get started
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