Antidoom
Liquid AI open-sources Antidoom, removing the reasoning doom-loop
An open method that suppresses the failure mode where reasoning models spiral into repetitive degenerate output: doom-loop rates dropped from 22.9% to 1% on Qwen3.5-4B and from 10.2% to 1.4% on an LFM2.5 checkpoint, with eval scores improving across the board.