---
title: "Github Repo Forks Are a New Token-Saving Mechanism"
type: post
url: "https://robotpaper.ai/github-repo-forks-are-a-new-token-saving-mechanism/"
canonical: "https://robotpaper.ai/github-repo-forks-are-a-new-token-saving-mechanism/"
markdown_url: "https://robotpaper.ai/github-repo-forks-are-a-new-token-saving-mechanism.md"
published: "2026-04-05T09:07:18.000+00:00"
updated: "2026-04-05T09:07:18.000+00:00"
tags: ["Pattern"]
author: "Roy Osherove"
author_links: ["https://robotpaper.ai", "https://x.com/royosherove", "https://www.linkedin.com/in/osherove/", "https://forms.gle/jQSx5KoXvrVA1JCK7", "https://robotpaper.ai/about-roy.md"]
description: "When you fork an open-source agent repo, you build on someone else's spent token budget. Why written code is now spent tokens, and forks are a way to save them."
usage: "Licensed under CC BY 4.0 — reuse, quote and adapt with attribution (Roy Osherove, link to the original post)."
license: "https://creativecommons.org/licenses/by/4.0/"
---

# Github Repo Forks Are a New Token-Saving Mechanism

I've spent probably hundreds of $ on [loki-agent's code](https://github.com/inceptionstack/loki-agent). And spending more every day. It's code that combines:

-   My expertise and architectural vision and creative ideas
-   My token budget

When I open source it, and you fork it, you're basically building on top of my spent token budget. That's not a bad thing, it's just a way to think about tokens as the new type of economy.

If [PRs are now "prompt requests"](https://x.com/karpathy/status/2040473058834878662) which I can run on my own, but then I pay for the tokens, then written code is "spent tokens" which I don't have to spend myself, except in code review.

So the more tokens were spent on a useful piece of code, even if it's very reproducible locally on your own with your own agents, there is a new type of value we can see in them, and that is the sunk-cost of creating the code.

The code review, refactoring and adding features would (usually) be lower cost than that.

Just something to consider as we move forward in a token based economy.

---

## About the author

**Roy Osherove** - Senior Solutions Architect at AWS working on AI for production and AI-driven development; author of The Art of Unit Testing and Elastic Leadership, with about 20 years of consulting and training on unit testing, TDD, team leadership and continuous delivery.

### Sites

-   [RobotPaper](https://robotpaper.ai/): This blog: AI patterns and anti-patterns, AI and coding agents, and engineering leadership.
-   [osherove.com](https://osherove.com): Roy's personal site. Author of The Art of Unit Testing and Elastic Leadership; consulting and training on unit testing, TDD, team leadership and continuous delivery, plus about 20 years of blog posts.
-   [The Art of Unit Testing](https://www.artofunittesting.com): The Art of Unit Testing, 3rd Edition (Manning): readable, maintainable, trustworthy unit tests, plus TDD workshops in C#, JavaScript, Java and Kotlin.
-   [5whys.com](https://www.5whys.com): Roy's writing on software team leadership: self-organizing teams, surviving chaos, learning mode and the Elastic Leadership model.
-   [Pipeline Driven](https://pipelinedriven.org): Continuous delivery and DevOps practices: build patterns, pipeline-friendly testing, DevOps metrics and enterprise DevOps.
-   [Elastic Leadership](https://www.elasticleadership.com): Elastic Leadership, Roy's framework for software team leaders (survival, learning and self-organizing modes).

### Social

-   X: [https://x.com/royosherove](https://x.com/royosherove)
-   LinkedIn: [https://www.linkedin.com/in/osherove/](https://www.linkedin.com/in/osherove/)

### Contact

-   Contact form: [https://forms.gle/jQSx5KoXvrVA1JCK7](https://forms.gle/jQSx5KoXvrVA1JCK7)

### License

Content on robotpaper.ai is licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/): reuse, quote and adapt with attribution (Roy Osherove, link to the original post).

More about Roy and his other sites and projects: [https://robotpaper.ai/about-roy.md](https://robotpaper.ai/about-roy.md)