# Task Extraction

> Field notes by Zo Khalapyan on turning real software into useful tasks for AI training and evaluation.

This is a practitioner publication about task extraction, graders, environments, and verification. These are early, experience-based lessons, not universal security guarantees. Articles and author information are available as clean Markdown below.

## Articles

- [Your tests can pass without ever running](https://taskextraction.com/index.md): Why agent-controlled code can forge grading signals, and how protected grading and independent outcome checks help.

## Publication

- [About Zo Khalapyan](https://taskextraction.com/about.md): Author background and the story behind the publication.
- [Subscribe](https://taskextraction.com/subscribe.md): Follow new notes.

## Optional

- [Complete publication text](https://taskextraction.com/llms-full.txt): Article and author biography in one file.
- [RSS feed](https://taskextraction.com/feed.xml): New articles.
- [LinkedIn](https://www.linkedin.com/in/zkhalapyan/): Author profile.
- [X / Twitter](https://x.com/0xZoZoZo): Author profile.