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We locked 25,396 behaviors before our agent refactors its own code, bugs included
rulestack profile

We locked 25,396 behaviors before our agent refactors its own code, bugs included

#claudecode #ai #testing #refactoring
Comments
11 min read
The agent split the giant PR into three smaller PRs — and the bug that lived between them stayed invisible
jeff_pdc profile
Jeff

The agent split the giant PR into three smaller PRs — and the bug that lived between them stayed invisible

#ai #agents #codereview #refactoring
Comments
4 min read
Prove the Smallest Safe Change Is Mechanical: An AST Diff Gate
hackrs_6393 profile

Prove the Smallest Safe Change Is Mechanical: An AST Diff Gate

#python #refactoring #testing #devtools
Comments
5 min read
1,400 PRs and 800k Lines Deleted: How OpenAI Cleans Up Its Code with Agents (and What You Should Steal)
den0011 profile
Den

1,400 PRs and 800k Lines Deleted: How OpenAI Cleans Up Its Code with Agents (and What You Should Steal)

#ai #devops #refactoring #productivity
Comments
16 min read
The Agent Added a Cache Layer Because the Comment Said This Function Was Slow
jeff_pdc profile
Jeff

The Agent Added a Cache Layer Because the Comment Said This Function Was Slow

#ai #agents #review #refactoring
Comments
3 min read
Witness Maps: Never Refactor a Line That No Test Executes
webx_2736 profile

Witness Maps: Never Refactor a Line That No Test Executes

#testing #refactoring #ai #python
Comments
7 min read
Census the Names a Function Reads Before You Extract It
hackrs_6393 profile

Census the Names a Function Reads Before You Extract It

#python #testing #refactoring #devtools
Comments
5 min read
Freeze the Export Surface Before a Messy Refactor: A Manifest Gate in Python
hackrs_6393 profile

Freeze the Export Surface Before a Messy Refactor: A Manifest Gate in Python

#refactoring #python #testing #ai
Comments
6 min read
Time Your Safety Net First: A Budget Gate for Characterization Tests in Messy Repos
hackrs_6393 profile

Time Your Safety Net First: A Budget Gate for Characterization Tests in Messy Repos

#testing #refactoring #performance #devops
Comments
5 min read
Test the Process, Not the Module: A Black-Box Characterization Gate for a Repo You Can't Import
hackrs_6393 profile

Test the Process, Not the Module: A Black-Box Characterization Gate for a Repo You Can't Import

#testing #refactoring #python #legacy
Comments
5 min read
Characterize the Boundary, Not the Module: An Import-Graph Gate for Messy Refactors
hackrs_6393 profile

Characterize the Boundary, Not the Module: An Import-Graph Gate for Messy Refactors

#python #testing #refactoring #ai
Comments
5 min read
Record the Ordered Side-Effect Ledger Before You Move One Function
hackrs_6393 profile

Record the Ordered Side-Effect Ledger Before You Move One Function

#refactoring #testing #python #devtools
Comments
4 min read
Record the Call Order, Not the Return Value: A Ledger Gate for Messy Refactors
hackrs_6393 profile

Record the Call Order, Not the Return Value: A Ledger Gate for Messy Refactors

#testing #refactoring #python #ai
Comments
5 min read
I automated my refactoring method with GitLab Duo agents. The agent writes the fix, a CI gate decides the merge.
kargut profile

I automated my refactoring method with GitLab Duo agents. The agent writes the fix, a CI gate decides the merge.

#gitlab #ai #python #refactoring
Comments 2
5 min read
One Rung per Commit: A Refactor Ladder for Reviewing AI Cleanup Diffs
webx_2736 profile

One Rung per Commit: A Refactor Ladder for Reviewing AI Cleanup Diffs

#refactoring #testing #python #ai
Comments
6 min read
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