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The Joy of Negative Code Lines
Dvir Segal
Dvir Segal
Dvir Segal
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Nov 28 '25
The Joy of Negative Code Lines
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bestpractices
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softwareengineering
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codequality
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technicaldebt
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4 min read
When code assistants suggest deprecated Pandas APIs: a subtle, production-breaking failure mode
Olivia Perell
Olivia Perell
Olivia Perell
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Jan 1
When code assistants suggest deprecated Pandas APIs: a subtle, production-breaking failure mode
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codequality
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llm
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python
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datascience
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3 min read
When Generated Tests Pass but Miss the Bug: A Case of False Confidence from AI Test Generation
Mark k
Mark k
Mark k
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Jan 1
When Generated Tests Pass but Miss the Bug: A Case of False Confidence from AI Test Generation
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codequality
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testing
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llm
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ai
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3 min read
When a Model Renames Things Differently in Each File: Lessons from a Multi‑File Refactor
Gabriel
Gabriel
Gabriel
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Dec 31 '25
When a Model Renames Things Differently in Each File: Lessons from a Multi‑File Refactor
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ai
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codequality
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softwareengineering
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3 min read
When AI-generated tests pass but miss the bug: a postmortem on tautological unit tests
James M
James M
James M
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Jan 1
When AI-generated tests pass but miss the bug: a postmortem on tautological unit tests
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codequality
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testing
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ai
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learning
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3 min read
When an AI Suggests DataFrame.append: Missing Pandas Deprecations in Generated Code
Gabriel
Gabriel
Gabriel
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Dec 31 '25
When an AI Suggests DataFrame.append: Missing Pandas Deprecations in Generated Code
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codequality
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dataengineering
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llm
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python
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3 min read
When AI Refactors Break Naming: a case of inconsistent variable renames across files
Mark k
Mark k
Mark k
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Dec 31 '25
When AI Refactors Break Naming: a case of inconsistent variable renames across files
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codequality
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ai
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llm
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softwaredevelopment
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3 min read
When code suggestions push deprecated Pandas APIs: a postmortem
Mark k
Mark k
Mark k
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Jan 1
When code suggestions push deprecated Pandas APIs: a postmortem
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codequality
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performance
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llm
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python
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3 min read
When AI-Generated Tests Pass but Miss the Point: a Postmortem
Sofia Bennett
Sofia Bennett
Sofia Bennett
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Jan 1
When AI-Generated Tests Pass but Miss the Point: a Postmortem
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codequality
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testing
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automation
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ai
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3 min read
When code suggestions suggest the past: deprecated Pandas APIs and silent drift
Sofia Bennett
Sofia Bennett
Sofia Bennett
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Dec 31 '25
When code suggestions suggest the past: deprecated Pandas APIs and silent drift
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codequality
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ai
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python
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datascience
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3 min read
When an AI refactor renames things wrong across files
James M
James M
James M
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Dec 31 '25
When an AI refactor renames things wrong across files
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ai
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automation
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codequality
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3 min read
When AI Refactors Introduce Inconsistent Naming Across Files
James M
James M
James M
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Dec 31 '25
When AI Refactors Introduce Inconsistent Naming Across Files
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codequality
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ai
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typescript
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tooling
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3 min read
When Generated Tests Pass but Don’t Protect: a Practical Look at AI-Produced Unit Tests
Sofia Bennett
Sofia Bennett
Sofia Bennett
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Dec 31 '25
When Generated Tests Pass but Don’t Protect: a Practical Look at AI-Produced Unit Tests
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codequality
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testing
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ai
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automation
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3 min read
When long chats change the code: context drift and hidden errors
James M
James M
James M
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Dec 30 '25
When long chats change the code: context drift and hidden errors
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codequality
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chatgpt
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llm
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python
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3 min read
Failures we don't model correctly
Vadym Yaroshchuk
Vadym Yaroshchuk
Vadym Yaroshchuk
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Dec 29 '25
Failures we don't model correctly
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kotlin
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codequality
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architecture
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programming
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17 min read
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