ResearchAI Safety 🇺🇸 27.07.2026 12:06

Import AI 457: AI version of Stuxnet; cursed Muon optimizer; and positive alignment

SentinelOneSentinelOne Prime IntellectPrime Intellect OpenAIOpenAI AnthropicAnthropic Google DeepMindGoogle DeepMind
This issue of Import AI covers three stories: an ancient computer virus 'fast16' that sabotages high-precision calculations, reminiscent of a superintelligence's non-proliferation tactics; the discovery that the Muon optimizer can kill neurons in MLP layers, leading to the development of a replacement called Aurora; and a position paper advocating for 'positive alignment' to ensure AI supports human flourishing beyond mere safety.
Import AI 457 opens with an investigation of a 20+ year old virus called fast16.sys, which selectively targets high-precision calculation software in fields like civil engineering and physics, introducing systematic errors. Researchers at SentinelOne found it was used to tamper with simulations from LS-DYNA 970, PKPM, and MOHID, and has been linked to Iran's nuclear weapons programs. The article draws parallels to how a superintelligence might hinder rival AI development. Next, Tilde Research investigated the Muon optimizer and found it causes neuron death in MLP layers, with over a quarter of neurons dying during learning rate warmup. They developed Aurora, a leverage-aware optimizer, which outperformed Muon and NorMuon on 1.1B-parameter transformers trained on ~100B tokens, achieving lower loss and 10-point MMLU gains. This was independently validated by researcher Alexander Doria. Finally, a group from Oxford, DeepMind, OpenAI, Anthropic, and others published a paper on 'positive alignment', arguing that after achieving safety, AI should actively support human and ecological flourishing in a pluralistic, user-authored way. They criticize current safety approaches for potentially leading to mediocre, sycophantic systems and hidden value systems, and advocate for decentralized governance to accommodate moral pluralism.
Сокращения
MLP = Multilayer Perceptron — многослойный перцептрон
MMLU = Massive Multitask Language Understanding — массовое многозадачное понимание языка
JCPOA = Joint Comprehensive Plan of Action — Совместный всеобъемлющий план действий
PE-8 = Path Evolution 8? (unknown, likely a hyperparameter setting) — PE-8 (вероятно, настройка гиперпараметров)
LLM = Large Language Model — большая языковая модель
H200 = NVIDIA H200 GPU? (likely a GPU model, but not a term abbreviation; not included per instructions? But 'H200' is product name, not expansion. Skip.)
Source: Import AI — original
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