Forgetting in machines: when deleting data isn't enough
A datum erased from a table disappears. One erased from a model does not. On machine unlearning, weights that hold on and human forgetting as mirror.

A datum erased from a table disappears. One erased from a model does not. On machine unlearning, weights that hold on and human forgetting as mirror.

Reasoning models consume 6 to 13 times more energy than standard queries. What data engineering is still not measuring.

Reinforcement learning, DeepSeek-R1 and the erosion of collective cognitive immunity. What emerges when we stop teaching and start observing.

Bias, identity and exclusion in multi-agent systems. What happens when several language models stop talking to you and start talking among themselves.