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# codequality

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Why Modular Monolith Architecture is the Key to Effective AI-Assisted Development

Why Modular Monolith Architecture is the Key to Effective AI-Assisted Development

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6 min read
When code suggestions keep using deprecated Pandas APIs: a practical postmortem

When code suggestions keep using deprecated Pandas APIs: a practical postmortem

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3 min read
When Generated Tests Pass but Don't Protect: LLMs Creating Superficial Unit Tests

When Generated Tests Pass but Don't Protect: LLMs Creating Superficial Unit Tests

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3 min read
When AI Refactors Introduce Inconsistent Variable Names Across Files

When AI Refactors Introduce Inconsistent Variable Names Across Files

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3 min read
When Generated Tests Pass but Don't Protect — a small failure that became a production bug

When Generated Tests Pass but Don't Protect — a small failure that became a production bug

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3 min read
When a refactor tool renames only half the project: inconsistent variable names across files

When a refactor tool renames only half the project: inconsistent variable names across files

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3 min read
When an AI Recommends Deprecated Pandas APIs — a postmortem

When an AI Recommends Deprecated Pandas APIs — a postmortem

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3 min read
When models suggest deprecated Pandas APIs: a small mistake that cascades

When models suggest deprecated Pandas APIs: a small mistake that cascades

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3 min read
TDD for dbt: unit testing the way it should be

TDD for dbt: unit testing the way it should be

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12 min read
When code generation suggests deprecated Pandas APIs — a case study

When code generation suggests deprecated Pandas APIs — a case study

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3 min read
When Generated Tests Pass but Don't Protect: a case study in AI-written unit tests

When Generated Tests Pass but Don't Protect: a case study in AI-written unit tests

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3 min read
From Sausage to Omelette

From Sausage to Omelette

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9 min read
When code-gen suggests deprecated Pandas APIs: a case study in subtle breakage

When code-gen suggests deprecated Pandas APIs: a case study in subtle breakage

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3 min read
A Small PHP Tip That Saves Time (and Lines of Code)

A Small PHP Tip That Saves Time (and Lines of Code)

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2 min read
5 Real-World Technical Debt Examples (And Why AI is the Newest One)

5 Real-World Technical Debt Examples (And Why AI is the Newest One)

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5 min read
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