LLM "curving" via prompting
Hugging Face Forums [Unofficial]
June 26, 2026
Thank you for you thorough reply. Metrices are already there. Balanca of power is clearly showing that propmt attractors overtake the standard jitter and the braiding is showing different kind of arganization. Also there is a change / drift in density manofld showing different organization of tokens…
Real self-organization is from mechanistic perspetive questinable as mehanic requires mechanical cause. In real self-organization it stems from first-principles not from infered states.
We can observe at the level of AI only mechanistic one, at least for now, so the more the tokens self-organize trough their weights in internal process the more mechanistic self-organization is achieved.
This can be generated in colab link where is Gemma 4 setup for that particular prompt in relation what is doing in hidden states/variables. The link to the archieve of the visualizations/metrics.
Tomaž
Discussion in the ATmosphere