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Oct 27

Your Refactor Copies a List. The Caller Still Holds the Old One.

#python #testing #refactoring #codequality

5 min read

Oct 27

Replay the Seam: A Differential Gate for the Smallest Safe Refactor

#testing #refactoring #python #automation

5 min read

Oct 27

Run It Ten Times Before You Write One Characterization Test

#testing #refactoring #python #ai

6 min read

Oct 27

Two Runs Must Agree Before You Freeze a CLI Transcript

#testing #refactoring #python #cli

6 min read

Dakota Wu

Oct 27

Declare a Blast Radius Before You Refactor: Keep the Smallest Safe Change Actually Small

#refactoring #testing #ai #devtools

6 min read

Oct 27

Map Every Changed Line to the Test That Ran It Before You Refactor

#python #testing #refactoring #devtools

6 min read

Oct 27

Count the Clocks Before Characterization Tests: A Nondeterminism Census for Messy Repos

#python #testing #refactoring #ai

5 min read

Jeff

Oct 26

The agent extracted a shared helper and merged two callers' error paths

#aicode #aiagents #refactoring #debugging

3 min read

Oct 27

Record What Your Code Throws Before You Refactor It

#python #refactoring #testing #ai

5 min read

Oct 27

Pin the Order of Side Effects Before the Refactor: An Effect Ledger Gate

#python #testing #refactoring #devtools

6 min read

Oct 26

Your Characterization Tests Passed. The Side Effects Changed Order.

#python #testing #refactoring #productivity

5 min read

Oct 26

Triage Nondeterminism Before Golden Tests: A Probe for Messy Repos

#testing #refactoring #python #automation

7 min read

Dakota Wu

Oct 26

Count the Argument Shapes Your Fixtures Never See Before Refactoring a Messy Module

#testing #refactoring #python #ai

6 min read

Oct 26

Break Your Code on Purpose: A Kill-Rate Gate for Characterization Tests

#python #testing #refactoring #devtools

6 min read

Oct 26

Let the Free Model Write Inputs, Not Assertions: A Mutation Gate Before Your Refactor

#testing #refactoring #ai #python

5 min read

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