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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

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Group Atlas of Weak Signals

AOWS 2 (December 2025)

Group: Beste, Ayal, Agnese, Max, Heba, Aiman

Open-Source Sufficiency


Last update: December 15, 2025