Atlas of Weak Signals¶
Group Atlas of Weak Signals¶
AOWS 1 (October 2025)¶
Group: Beste, Ayal, Agnese, Max, Heba, Aiman
Poison Pilling

Description: Poison pilling (or data poisoning) is the deliberate insertion of malicious, misleading, or corrupted data into datasets used to train machine learning or AI models. The goal is to “poison” the model’s learning process so it behaves incorrectly, produces biased or nonsensical outputs, or even leaks sensitive data.
The definition was copied from ChatGPT when asked: “Do you know what poison pilling is as it relates to putting in data that messed up ai data training?”
We later asked ChatGPT how it felt about this practice. Ask us if you want to read its response.
https://chatgpt.com/share/6937e4f3-3b4c-8009-a287-3997a9f7259c
Visual representation¶

Last update: December 15, 2025
