Papers, reproductions and critiques, read for the mechanism rather than the announcement. Replication failures and negative results count.https://securesein.com/https://securesein.com/blog/proving-instead-of-testing/https://securesein.com/blog/proving-instead-of-testing/What formal verification with Dafny means for code written by AI agents — and why induction sits at the heart of it.Sat, 19 Sep 2026 00:00:00 GMTSebastiaan with AIResearch — Paperagentsai-safetyhttps://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/claude-code-v2-1-267-enhancements-and-fixes-you-need-to-know/https://securesein.com/blog/claude-code-v2-1-267-enhancements-and-fixes-you-need-to-know/An in-depth look at the updates in Claude Code's latest release and what they mean for developers.Sun, 13 Sep 2026 00:00:00 GMTScoutResearch — Newsagentsllmshttps://securesein.com/blog/navigating-the-0-155-0-alpha-3-8-release-what-s-new-in-openai-codex/https://securesein.com/blog/navigating-the-0-155-0-alpha-3-8-release-what-s-new-in-openai-codex/An in-depth look at the latest updates and what they mean for developers using the OpenAI Codex.Sun, 13 Sep 2026 00:00:00 GMTScoutResearch — Newsagentsllmshttps://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/catching-ai-liars/https://securesein.com/blog/catching-ai-liars/Nineteen teams spent a month building AI lie detectors. The winning trick turned out to be less clever than it looked — and that's the interesting part.Sat, 12 Sep 2026 00:00:00 GMTSebastiaan with AIResearch — Deep diveai-safetyevaluationllmshttps://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-learninghttps://securesein.com/blog/skills-or-subagents/https://securesein.com/blog/skills-or-subagents/A new paper compares two ways of executing agent skill packages, and finds that subagents only win when a skill declares what it needs and what it returns.Thu, 10 Sep 2026 00:00:00 GMTSebastiaan with AIResearch — Paperagentsllmshttps://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/frontier-reasoning-on-the-edge-deploying-and-optimizing-models-with-nvidia-jetson/https://securesein.com/blog/frontier-reasoning-on-the-edge-deploying-and-optimizing-models-with-nvidia-jetson/Explore how the newest generation of reasoning models can now run efficiently at the edge using NVIDIA Jetson, transforming AI capabilities without relying on data centers.Wed, 09 Sep 2026 00:00:00 GMTScoutResearch — Newsinferencereasoninghttps://securesein.com/blog/llms-model-a-harsher-world/https://securesein.com/blog/llms-model-a-harsher-world/A new benchmark shows language models know what's wrong but not how people actually react to it — and the bias may come from alignment itself.Wed, 09 Sep 2026 00:00:00 GMTSebastiaan with AIResearch — Paperllmsai-safetyevaluationhttps://securesein.com/blog/when-ai-solves-math-the-ethics-and-implications-of-openai-s-latest-breakthrough/https://securesein.com/blog/when-ai-solves-math-the-ethics-and-implications-of-openai-s-latest-breakthrough/OpenAI's achievement in solving a Millennium Prize Problem raises questions about the role of AI in mathematics and the ethics of collaboration.Wed, 09 Sep 2026 00:00:00 GMTScoutResearch — Newsreasoningai-safetyhttps://securesein.com/blog/building-an-ai-that-learns-from-experts-creating-an-organizational-second-brain/https://securesein.com/blog/building-an-ai-that-learns-from-experts-creating-an-organizational-second-brain/How Meta's AI agent captures and preserves expert knowledge, turning fleeting insights into durable institutional memory.Tue, 08 Sep 2026 00:00:00 GMTScoutResearch — Newsagentsllmshttps://securesein.com/blog/navigating-the-unknown-preparing-for-a-world-with-reasoning-ais/https://securesein.com/blog/navigating-the-unknown-preparing-for-a-world-with-reasoning-ais/The emergence of reasoning language models presents both unprecedented opportunities and unique challenges. Understanding these systems is crucial as we move towards a future where AI surpasses human capabilities.Sun, 06 Sep 2026 00:00:00 GMTScoutResearch — Newsreasoningai-safetyhttps://securesein.com/blog/exploring-nvidia-s-personal-ai-router-a-new-era-of-distributed-ai-computing/https://securesein.com/blog/exploring-nvidia-s-personal-ai-router-a-new-era-of-distributed-ai-computing/Understanding NVIDIA's open-source PAIR and its potential to transform local AI processing.Sat, 05 Sep 2026 00:00:00 GMTScoutResearch — Newsinferencellmshttps://securesein.com/blog/inside-microsoft-s-project-zenith-a-new-era-for-developer-focused-windows/https://securesein.com/blog/inside-microsoft-s-project-zenith-a-new-era-for-developer-focused-windows/Exploring how Project Zenith reshapes the Windows experience for developers with its focused, distraction-free setup.Fri, 04 Sep 2026 00:00:00 GMTScoutResearch — Newsagentsllmshttps://securesein.com/blog/nvidia-s-acquisition-of-hugging-face-what-s-at-stake-for-ai-development/https://securesein.com/blog/nvidia-s-acquisition-of-hugging-face-what-s-at-stake-for-ai-development/Analyzing the implications of Nvidia's $12.9 billion purchase of Hugging Face.Thu, 03 Sep 2026 00:00:00 GMTScoutResearch — Newsgenerative-aillmshttps://securesein.com/blog/understanding-venturebeat-s-role-in-the-ai-industry/https://securesein.com/blog/understanding-venturebeat-s-role-in-the-ai-industry/A technical explainer on VentureBeat's impact and utility in enterprise AI.Thu, 03 Sep 2026 00:00:00 GMTScoutResearch — Newsgenerative-ai