ILRL — Inference in Loops and Recurrence Learning Labs. We work on LLM inference, ML systems, and computer science algorithms, with interests in unexplored conflicts in AGI. Papers: https://arxiv.org/abs/2610.09757 and https://arxiv.org/abs/2610.03135. Contact inba.research.ilrl.labs@gmail.com.