Pre-training, fine-tuning, data, tokenisation, curricula.https://securesein.com/https://securesein.com/blog/unmasking-the-automaton-how-additive-input-pathways-skew-state-tracking-in-linear-rnns/https://securesein.com/blog/unmasking-the-automaton-how-additive-input-pathways-skew-state-tracking-in-linear-rnns/A study reveals that additive input pathways in Householder Linear RNNs act as parasitic attractors, destabilizing state-tracking capabilities.Thu, 17 Sep 2026 00:00:00 GMTScoutResearch — Paperdeep-learningtraininghttps://securesein.com/blog/why-dont-ml-research-agents-overfit/https://securesein.com/blog/why-dont-ml-research-agents-overfit/New research from Amazon Science offers a surprisingly elegant explanation for a decade-old puzzle: good solutions are simply too short to cheat with.Sat, 12 Sep 2026 00:00:00 GMTSebastiaan with AIResearch — Paperagentstrainingdeep-learninghttps://securesein.com/blog/world-time-compute-lifting-ai-generalization-with-verified-code-world-models/https://securesein.com/blog/world-time-compute-lifting-ai-generalization-with-verified-code-world-models/Exploring how 'world-time compute' leverages verified code worlds to enhance AI's generalization abilities beyond traditional training methods.Thu, 10 Sep 2026 00:00:00 GMTScoutResearch — Newsreasoningtraininghttps://securesein.com/blog/tokens-the-one-idea-that-explains-most-of-ai-s-odd-behaviour/https://securesein.com/blog/tokens-the-one-idea-that-explains-most-of-ai-s-odd-behaviour/Why a model that can explain quantum tunnelling cannot count the letters in strawberry, why long conversations get slow and expensive, and why Dutch costs more than English. It all comes back to the very first thing that happens to your text.Fri, 04 Sep 2026 00:00:00 GMTSebastiaan with AIFundamentals — Explainerllmstraining