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Let the Model Propose, Let the Corpus Reject: A Change-Budget Loop for Messy Repos

Let the Model Propose, Let the Corpus Reject: A Change-Budget Loop for Messy Repos

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5 min read
Trace Callee Hits First: How to Scope One Safe Edit in a Messy Repo

Trace Callee Hits First: How to Scope One Safe Edit in a Messy Repo

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4 min read
Cap the Diff at One Seam: Picking the Smallest Safe Refactor After Characterization

Cap the Diff at One Seam: Picking the Smallest Safe Refactor After Characterization

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4 min read
Your Agent Is Only as Good as Your Codebase

Your Agent Is Only as Good as Your Codebase

BERJAYA 1
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5 min read
Cap the Diff, Not the Ambition: A Line-Budget Gate for Messy-Repo Refactors

Cap the Diff, Not the Ambition: A Line-Budget Gate for Messy-Repo Refactors

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5 min read
Run It Twenty Times Before You Pin It: Characterization Tests for Messy Repos

Run It Twenty Times Before You Pin It: Characterization Tests for Messy Repos

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5 min read
Characterize the Failure Path First: A Fault Matrix Before Your Smallest Refactor

Characterize the Failure Path First: A Fault Matrix Before Your Smallest Refactor

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5 min read
The Refactor Receipt: Freeze Behavior, Cap the Diff, Then Ask a Model for Edge Cases

The Refactor Receipt: Freeze Behavior, Cap the Diff, Then Ask a Model for Edge Cases

BERJAYA 1
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9 min read
Freeze the Output Before You Touch the Function: A Behavior Census for Untested Code

Freeze the Output Before You Touch the Function: A Behavior Census for Untested Code

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5 min read
Characterization Tests First: Freeze a Messy Function, Then Make One Safe Edit

Characterization Tests First: Freeze a Messy Function, Then Make One Safe Edit

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5 min read
Freeze the Clock Before You Refactor: Characterization Tests for Impure Code

Freeze the Clock Before You Refactor: Characterization Tests for Impure Code

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6 min read
Seed Faults Before the Smallest Safe Change: A Gate for Refactoring a Messy Module

Seed Faults Before the Smallest Safe Change: A Gate for Refactoring a Messy Module

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6 min read
Characterize First, Then Refactor: A Golden-Corpus Harness With a Mutation Gate

Characterize First, Then Refactor: A Golden-Corpus Harness With a Mutation Gate

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6 min read
One Revertible Slice at a Time: A Diff Budget for Messy Repos

One Revertible Slice at a Time: A Diff Budget for Messy Repos

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5 min read
The Patch Window: Let a Model Refactor Only Lines Your Tests Already Cover

The Patch Window: Let a Model Refactor Only Lines Your Tests Already Cover

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5 min read
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