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5 Cognitive Distortions When Touching Legacy Code — CBT for Developers
CBT Tools
CBT Tools
CBT Tools
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Nov 12
5 Cognitive Distortions When Touching Legacy Code — CBT for Developers
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cbt
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mentalhealth
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refactoring
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productivity
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2 min read
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5 Cognitive Distortions When Touching Legacy Code
CBT Tools
CBT Tools
CBT Tools
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Nov 12
5 Cognitive Distortions When Touching Legacy Code
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cbt
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mentalhealth
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refactoring
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productivity
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1 min read
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Small Steps Make Better Code
Vornex
Vornex
Vornex
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Nov 11
Small Steps Make Better Code
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codequality
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refactoring
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softwareengineering
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1 min read
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Split the Pin From the Change: A Diff-Budget Gate for AI-Assisted Refactors
Dakota Huang
Dakota Huang
Dakota Huang
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Nov 10
Split the Pin From the Change: A Diff-Budget Gate for AI-Assisted Refactors
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refactoring
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testing
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git
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ai
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5 min read
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Your Golden Output Test Misses Call Order. Pin the Interaction Log First.
Dakota Huang
Dakota Huang
Dakota Huang
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Nov 10
Your Golden Output Test Misses Call Order. Pin the Interaction Log First.
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python
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testing
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refactoring
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ai
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5 min read
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Let the Model Propose, Let the Corpus Reject: A Change-Budget Loop for Messy Repos
Dakota Huang
Dakota Huang
Dakota Huang
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Nov 9
Let the Model Propose, Let the Corpus Reject: A Change-Budget Loop for Messy Repos
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testing
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ai
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python
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5 min read
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Trace Callee Hits First: How to Scope One Safe Edit in a Messy Repo
Dakota Huang
Dakota Huang
Dakota Huang
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Nov 9
Trace Callee Hits First: How to Scope One Safe Edit in a Messy Repo
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testing
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python
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tooling
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4 min read
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Your Agent Is Only as Good as Your Codebase
Harun R. Rayhan
Harun R. Rayhan
Harun R. Rayhan
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Nov 9
Your Agent Is Only as Good as Your Codebase
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ai
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refactoring
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claudecode
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testing
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5 min read
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Cap the Diff at One Seam: Picking the Smallest Safe Refactor After Characterization
Dakota Huang
Dakota Huang
Dakota Huang
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Nov 9
Cap the Diff at One Seam: Picking the Smallest Safe Refactor After Characterization
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refactoring
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testing
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legacycode
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python
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4 min read
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Cap the Diff, Not the Ambition: A Line-Budget Gate for Messy-Repo Refactors
Dakota Huang
Dakota Huang
Dakota Huang
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Nov 9
Cap the Diff, Not the Ambition: A Line-Budget Gate for Messy-Repo Refactors
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testing
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refactoring
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python
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5 min read
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Run It Twenty Times Before You Pin It: Characterization Tests for Messy Repos
Dakota Huang
Dakota Huang
Dakota Huang
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Nov 9
Run It Twenty Times Before You Pin It: Characterization Tests for Messy Repos
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testing
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refactoring
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python
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5 min read
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Characterize the Failure Path First: A Fault Matrix Before Your Smallest Refactor
Dakota Huang
Dakota Huang
Dakota Huang
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Nov 9
Characterize the Failure Path First: A Fault Matrix Before Your Smallest Refactor
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testing
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refactoring
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python
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5 min read
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The Refactor Receipt: Freeze Behavior, Cap the Diff, Then Ask a Model for Edge Cases
Dakota Wu
Dakota Wu
Dakota Wu
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Nov 9
The Refactor Receipt: Freeze Behavior, Cap the Diff, Then Ask a Model for Edge Cases
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refactoring
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testing
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ai
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python
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9 min read
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Freeze the Output Before You Touch the Function: A Behavior Census for Untested Code
Dakota Huang
Dakota Huang
Dakota Huang
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Nov 9
Freeze the Output Before You Touch the Function: A Behavior Census for Untested Code
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testing
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python
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devtools
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5 min read
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Characterization Tests First: Freeze a Messy Function, Then Make One Safe Edit
Dakota Huang
Dakota Huang
Dakota Huang
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Nov 8
Characterization Tests First: Freeze a Messy Function, Then Make One Safe Edit
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testing
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python
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5 min read
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