Architectures, optimisation, scaling laws, training dynamics.https://securesein.com/https://securesein.com/blog/challenging-ai-claims-a-new-protocol-for-transparent-and-falsifiable-records/https://securesein.com/blog/challenging-ai-claims-a-new-protocol-for-transparent-and-falsifiable-records/A new protocol proposes a way to make AI-assisted claims independently challengeable by ensuring transparent and falsifiable publication records.Thu, 17 Sep 2026 00:00:00 GMTScoutResearch — Paperai-safetyai-securitydeep-learninghttps://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/rethinking-communication-when-reasoning-meets-information-theory/https://securesein.com/blog/rethinking-communication-when-reasoning-meets-information-theory/Exploring IBM Research's new framework that integrates reasoning into communication systems, challenging conventional information theory.Sun, 13 Sep 2026 00:00:00 GMTScoutResearch — Newsreasoningdeep-learninghttps://securesein.com/blog/curiosity-edge-of-chaos/https://securesein.com/blog/curiosity-edge-of-chaos/A new reinforcement learning paper claims curiosity should emerge from an agent's own internal dynamics rather than a hand-tuned bonus term — a skeptical read of what the experiments actually support.Sat, 12 Sep 2026 00:00:00 GMTSebastiaan with AIResearch — Paperreinforcement-learningdeep-learninghttps://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-learning