
Reducing Entropy
This is for when you need to actually shrink your codebase, not just refactor it. It flips the usual bias: instead of minimizing churn, it measures success by total lines after you're done. Writing 50 lines that delete 200 is a win. Keeping 14 functions to avoid writing 2 is a loss. It asks three questions every time: what's the smallest result, does this reduce total code, and what can we delete. The red flags section is worth reading,it calls out "better separation of concerns" and "adds flexibility" as entropy in disguise. Manual activation only, which makes sense since this is a specific mode you want control over.
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- last updated
- Aug 21, 2026
Install
$ npx -y skills add softaworks/agent-toolkit --skill reducing-entropy --agent claude-codeInstalls into .claude/skills of the current project.
Files
Reducing Entropy
More code begets more code. Entropy accumulates. This skill biases toward the smallest possible codebase.
Core question: "What does the codebase look like after?"
Before You Begin
Load at least one mindset from references/
- List the files in the reference directory
- Read frontmatter descriptions to pick which applies
- Load at least one
- State which you loaded and its core principle
Do not proceed until you've done this.
The Goal
The goal is less total code in the final codebase - not less code to write right now.
- Writing 50 lines that delete 200 lines = net win
- Keeping 14 functions to avoid writing 2 = net loss
- "No churn" is not a goal. Less code is the goal.
Measure the end state, not the effort.
Three Questions
1. What's the smallest codebase that solves this?
Not "what's the smallest change" - what's the smallest result.
- Could this be 2 functions instead of 14?
- Could this be 0 functions (delete the feature)?
- What would we delete if we did this?
2. Does the proposed change result in less total code?
Count lines before and after. If after > before, reject it.
Sponsors
Details
- Repository
- github.com/softaworks/agent-toolkit
- Category
- AI & Agent Building
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