Heretic is a script/methodology to uncensor, until at least last month it was the most successful one with relative good outcome on the quality.

The process of uncensoring is roughly: feed a model a bunch of bad inputs, trace what gets activated along the weights, kill the similarity between the input and the output by neutralizing the weight, do it again. That's what these techniques bottom line do.