softaworks avatar

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.

skills.sh installs
4K
GitHub stars
2.7K
last updated
Aug 21, 2026

Install

$ npx -y skills add softaworks/agent-toolkit --skill reducing-entropy --agent claude-code

Installs 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/

  1. List the files in the reference directory
  2. Read frontmatter descriptions to pick which applies
  3. Load at least one
  4. 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

More from softaworks/agent-toolkit

All 43
1gokapso avatarobserve-whatsappgokapso/agent-skillsObserve and troubleshoot WhatsApp in Kapso: search Logs across API, Meta webhook, workflow, and webhook-delivery events; debug message delivery; inspect webhook4Kskills.sh installs
2softaworks avatarship-learn-nextsoftaworks/agent-toolkitTransform learning content (like YouTube transcripts, articles, tutorials) into actionable implementation plans using the Ship-Learn-Next framework. Use when us4Kskills.sh installs
3openai avatarsecurity-ownership-mapopenai/skillsAnalyze git repositories to build a security ownership topology (people-to-file), compute bus factor and sensitive-code ownership, and export CSV/JSON for graph4Kskills.sh installs
4wordpress avatarblueprintwordpress/agent-skillsUse when the deliverable is WordPress Playground Blueprint JSON or a Blueprint bundle, including creating, editing, reviewing, validating schema keys, choosing 4Kskills.sh installs
5softaworks avataropenapi-to-typescriptsoftaworks/agent-toolkitConverts OpenAPI 3.0 JSON/YAML to TypeScript interfaces and type guards. This skill should be used when the user asks to generate types from OpenAPI, convert sc4Kskills.sh installs
6softaworks avatarfeedback-masterysoftaworks/agent-toolkitNavigate difficult conversations and deliver constructive feedback using structured frameworks. Covers the Preparation-Delivery-Follow-up model and Situation-Be4Kskills.sh installs