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The emerging space-computing industry faces a critical engineering obstacle: uploading an 800MB AI model to a low-Earth-orbit satellite can take nearly four weeks. Space Byte is developing an uplink-focused infrastructure, initially targeting space data storage before orbital AI inference and training.
极客公园 · 35d ago
A preregistered study compared Sonnet 5 using explicit high reasoning effort with the same model when effort was omitted. High-effort requests cost $0.01031 more per call on average, while the study detected no accuracy improvement on 30 AIME 2026 problems.
ArXiv AI · 35d ago
This paper argues that personal AI quality depends not simply on broader access to user data, but on how the system selects, compresses, and uses observations. It introduces cooperative observation, a feedback loop in which usefulness, trust, consent, and user control determine future access, supported by a preliminary six-month single-subject account from Organizm.
ArXiv AI · 35d ago
SkillEffect is a checked-lowering runtime that converts agent-generated tool programs into audited, memory-bounded implementations before execution. Its shared runtime supports six operator families and rejects adversarial proposals while improving completion under fixed memory caps.
ArXiv AI · 35d ago
This research introduces the “remembering–signaling frontier,” which describes how bounded agents should allocate limited information capacity between retaining history and communicating with peers. Preliminary referential-game results suggest that repeated targets can enable shorter messages, while predictability from hidden cyclic rules does not necessarily do so.
ArXiv AI · 35d ago
KnowSim is an evaluation framework that simulates users with explicit, evolving knowledge states to assess whether LLM assistants adapt information delivery to user understanding. Across 705 human-AI sessions and evaluations of nine LLMs, its metrics aligned with human judgments and showed that the strongest model varies by user knowledge level.
ArXiv AI · 35d ago
KernelArc is a multi-agent framework for autonomous GPU kernel optimization across heterogeneous workloads. On NVIDIA H100 and B200 GPUs, its implementations ranked first on representative L1, L2, Quantization, and FlashInfer tasks in the July 30, 2026 SOL-ExecBench snapshot.
ArXiv AI · 35d ago
FedPref is a federated preference-learning method for converting free-text radiology reports into structured JSON without sharing reports or annotations. Across six simulated hospitals, it improved client-mean F1 by 2.49 points and worst-site F1 by 9.10 points over isolated local training, with the largest gains at data-poor sites.
ArXiv AI · 35d ago
Researchers propose FAR, a human-AI discovery pipeline that finds open problems from research literature, attempts solutions, and recommends promising results for expert review. In a combinatorics pilot, it narrowed 5,245 papers to 77 items for author-team evaluation and surfaced multiple potential mathematical discoveries.
ArXiv AI · 35d ago
DiSCO is a zero-shot, black-box defense that optimizes prompts to reduce harmful outputs from text-to-image models. It uses distribution-guided suffix expansion and contrastive scoring against safe and unsafe image pools, reducing attack success rates by up to 37.7% on the I2P benchmark.
ArXiv AI · 35d ago
GxP-Agent uses a regulatory-process directed acyclic graph to divide clinical trial dataset generation into 15 specialized agent tasks with validation and retries. On CDISC-Bench, it achieved 100% structural matching with Claude Sonnet 4.6 and also substantially improved weaker models.
ArXiv AI · 35d ago
Researchers introduce CASE, a dynamic method that selects LLM answers using a linear correctness signal extracted from hidden states. Its new decodability metric predicts when this approach will outperform majority voting, achieving up to 19-point gains on medium-difficulty questions.
ArXiv AI · 35d ago
Algolia is now available for provisioning and management through the Vercel Marketplace. The integration supports hosted search, AI ranking, recommendations, crawler-based indexing, and automatic environment-variable configuration.
Vercel News · 35d ago
ITエンジニア572人を対象にした調査から、AIを使えるかどうかだけでなく、どの程度使いこなせるかが仕事や評価に影響し始めている実態を分析する。AI活用スキルの差が、業務効率だけでなくキャリア形成にもつながる可能性が示されている。
ITmedia AI+ (日本) · 35d ago
Aegis is a runtime governance system that treats agent outputs as action proposals, then evaluates and authorizes them through a trusted policy layer before tool execution. In a sandbox evaluation, it recorded zero governed mock-tool applications and zero governed risky side-effect completions, though the authors caution that this does not establish general agent safety.
ArXiv AI · 35d ago
The article argues that consumer-paid subscriptions for AI office agents such as Workboddy, 千問辦公, and TraeWork are unlikely to succeed because productivity gains primarily benefit employers. It suggests these products must either deliver reliable, high-frequency workflow automation, compete on foundation-model capability, or monetize through enterprise delivery and ecosystem access.
虎嗅 · 35d ago
Motif Technologies CEO Junghwan Lim outlined the Korean AI startup’s strategy to develop models capable of competing with leading global frontier models. The company discussed its ambitions at the AI Summit & Expo in Seoul.
Bloomberg Technology · 35d ago
Rebellions CFO Sungkyue Shin said the AI chip startup is actively preparing for an initial public offering. A listing on South Korea’s main stock exchange is the company’s top priority.
Bloomberg Technology · 35d ago
Qwen Code v0.21.13 completed an isolated DSW EAS network and watchdog smoke test, resolving the sole SWE-bench Verified case for a 100% score. Its Terminal-Bench 2.0 run completed but encountered an infrastructure failure, making the result non-scoreable.
Qwen (GitHub Releases: qwen-code) · 35d ago
Senior leaders at Queensland’s Department of Transport and Main Roads are driving an AI program. Its use-case pipeline is progressing, including a potential system for ranking job applicants’ CVs.
iTNews Australia · 35d ago
Tencent is reportedly reshaping its multimodal AI direction from content generation toward contextual understanding and action in the real world. The shift appears closer to Liang Wenfeng’s emphasis on reasoning and execution, and farther from Fei-Fei Li’s world-model-oriented research approach.
钛媒体 · 35d ago
The article argues that AI systems can decompose actions or explain procedures without reproducing the intuitive cues that make humans execute them successfully. From swimming technique to enterprise software, it highlights the gap between theoretical knowledge and embodied, immediately graspable demonstrations.
钛媒体 · 35d ago
An independent developer presents an experimental embedding approach inspired by emergent gravity and self-organizing information. The project resembles word2vec, reportedly handles MNIST effectively, and supports incremental training with limited forgetting, but has not yet been formally evaluated or published.
Reddit r/MachineLearning · 35d ago
The article reports that OpenAI has urgently paused training for a new model, framing the decision around the growing risks of more capable AI. It provides no specific model name, timeline, or technical explanation for the pause.
Ifanr (爱范儿) · 35d ago
Robeco says roughly $1 trillion in AI-related capital spending could increase bond issuance as hyperscalers finance new infrastructure. The resulting supply surge may keep fixed-income markets volatile.
Bloomberg Technology · 35d ago
AI is lowering the organizational cost of research, writing, coding, design, analysis, and product development, allowing individuals to access capabilities once spread across multiple roles. As execution becomes cheaper, judgment, motivation, and persistence become the key differentiators.
虎嗅 · 35d ago
Dongfeng and Huawei Qiankun have opened pre-sales for the Epicland X9 at RMB 299,800. The family flagship includes Huawei Qiankun’s full-stack intelligent solutions, including ADS 5 and HarmonySpace 6.
Pandaily · 35d ago
The article looks back at Wang Xingxing's 2016 through three themes: raising money, generating money, and managing money. It appears to frame the year as a formative period in the founder's business journey.
钛媒体 · 35d ago
A Qwen community manager reportedly said a new midsize open-weight model may launch next week. The model will not receive an early-access release, and its size remains unconfirmed, though community speculation points to more than 100B parameters.
Reddit r/LocalLLaMA · 35d ago
OpenAI is expanding its enterprise partner network in Japan. Three new partners highlighted the untapped potential for AI adoption among Japanese small and midsize businesses that may underestimate their readiness for the technology.
ITmedia AI+ (日本) · 35d ago