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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 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 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 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 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
Performance Degradation Due to Inefficient Apex / ORM Usage (salesforce)

Performance Degradation Due to Inefficient Apex / ORM Usage (salesforce)

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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
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
Why You Shouldn’t Manually Define a Vue Component’s name

Why You Shouldn’t Manually Define a Vue Component’s name

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2 min read
Revolutionizing Code Testing with JavaScript: A Comprehensive Guide

Revolutionizing Code Testing with JavaScript: A Comprehensive Guide

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2 min read
Future-Proof Your Codebase: How Test Coverage and Quality Metrics Minimize AI-Driven SDLC Disruptions

Future-Proof Your Codebase: How Test Coverage and Quality Metrics Minimize AI-Driven SDLC Disruptions

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4 min read
Error Handling in Rust (Result & Option)

Error Handling in Rust (Result & Option)

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8 min read
A Fail-Closed Gate for Rust AI Assistants

A Fail-Closed Gate for Rust AI Assistants

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2 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
When code generation suggests deprecated Pandas APIs and CI stays silent

When code generation suggests deprecated Pandas APIs and CI stays silent

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3 min read
JavaScript vs TypeScript: vantagens e diferenças

JavaScript vs TypeScript: vantagens e diferenças

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5 min read
Vitest vs Jest 30: Why 2026 is the Year of Browser-Native Testing

Vitest vs Jest 30: Why 2026 is the Year of Browser-Native Testing

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7 min read
The Cost of Relying Only on Static Code Review

The Cost of Relying Only on Static Code Review

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3 min read
Refatoração e Otimização com IA: Entre a Automação e o Julgamento Arquitetural

Refatoração e Otimização com IA: Entre a Automação e o Julgamento Arquitetural

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14 min read
When Generated Tests Pass but Miss the Bug: A Case of False Confidence from AI Test Generation

When Generated Tests Pass but Miss the Bug: A Case of False Confidence from AI Test Generation

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3 min read
When a Model Renames Things Differently in Each File: Lessons from a Multi‑File Refactor

When a Model Renames Things Differently in Each File: Lessons from a Multi‑File Refactor

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3 min read
When an AI Suggests DataFrame.append: Missing Pandas Deprecations in Generated Code

When an AI Suggests DataFrame.append: Missing Pandas Deprecations in Generated Code

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3 min read
When code assistants suggest deprecated Pandas APIs: a subtle, production-breaking failure mode

When code assistants suggest deprecated Pandas APIs: a subtle, production-breaking failure mode

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3 min read
The Frontend Fortress: Building a Bulletproof Code Quality Pipeline

The Frontend Fortress: Building a Bulletproof Code Quality Pipeline

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5 min read
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