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GEEKOM IT13 Max Review – Part 3: Ubuntu 26.04 on an Intel Core Ultra 9 185H mini computer
We’ve already checked out the hardware with an unboxing and a teardown of the GEEKOM IT13 Max in the first part of the review, before testing the Intel Core Ultra 9 185H mini PC with Windows 11, so it’s now time to test Linux on the mini computer using Ubuntu 26.…
- In this review, we will report our experience running Ubuntu 26.
- 04 on the GEEKOM IT13 Max, after going through feature testing, runnin…
- 5GbE and WiFi 6/7, stress testing the mini PC, and measuring the Meteo…
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Catastrophic optical disc shattering blamed on cleaning chemicals and packing foam — another data preservation concern to add to bit rot and laser rot
Discussions about the thorny topic of computer data preservation are swirling again.…
- This time, optical disc collectors are highlighting the danger of cata…
- Specifically, a handful of Twitter/X users have seen their treasured C…
- The root cause seems to be the degradation of the polycarbonate substr…
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Instagram Unveils Refreshed Wordmark for First Time in a Decade
SummaryInstagram has introduced a subtle refresh to its top-of-app wordmark marking its first update in 10 yearsThe redesigned typography retains the familiar script style while adopting redrawn letterforms and a cleaner overall shapeHead of Instagram Adam Mosseri highlighted that the update brings a modern feel while honoring the original design identityInstagram has officially unveiled a refreshed Instagram wordmark, marking the first time in a decade that the platform has updated the signature text logo at the top of its app.…
- Announced directly by Head of Instagram Adam Mosseri, the visual updat…
- The updated wordmark replaces the previous design introduced in 2016, …
- While preserving the familiar cursive aesthetic, the new iteration inc…
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Italy’s Cheese Bank Finds Climate Risk Has a Rind
On Wall Street, “cheese” is slang for money.In Italy, they decided the metaphor needed collateral.…
- Deep inside climate-controlled warehouses in Emilia-Romagna, hundreds …
- It’s banking with notes of hazelnut, salt and a surprisingly complicat…
- The arrangement is worth revisiting because an eccentric bit of region…
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文章频道 - 从山姆30年里，看见长期主义
永远会被真实的人感动。这两天，营销圈好几个朋友在群里转了山姆三十周年的品牌片《三十年与一日》，感慨片子的制作水准之外，也都共同提到了一个点：这似乎是山姆第一次让它背后的人集体走到了台前，还挺新鲜的。…
- 其实最近被讨论的山姆视频不止它，前些天朋友圈还刷到一支竖屏的短片叫《我的山姆瞬间》，用的是会员在山姆店里的UGC素材混剪，跟《三十年与一日》…
- 两支片子都是山姆中国30周年的品牌作品，网上的留言，证明了它们对观众的情感触动：印象里的山姆，似乎总是通过“物”在沟通，默默地做产品、做服务…
- 而这次山姆在30岁生日时想讲的话，不管形式如何，对象反而是人。
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Predictive Memory Localization: Forecasting Selective Intervention Paths from Internal Signals
arXiv:2608.…
- 12892v1 Announce Type: new Abstract: Activation steering turns localiz…
- We introduce Predictive Memory Localization (PML), which treats the me…
- PML separates random-calibrated target movement from semantic-neighbor…
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ReflectFact: Self-Reflective Agents for Improving Comprehension and Reasoning in Multi-Hop Fact Verification
arXiv:2608.…
- 12877v1 Announce Type: new Abstract: Multi-hop fact verification, whic…
- Recent methods primarily rely on multi-agent collaboration to decompos…
- However, these methods face two critical limitations: (1) agents may p…
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AI and Consumer Rights in India Working Paper
arXiv:2608.12863v1 Announce Type: new Abstract: As AI systems proliferate in consumer facing applications, questions about liability for AI related harms remain unresolved.…
- This working paper examines whether India's Consumer Protection Act, 2…
- The Act's broad definitions of product liability, harm, and deficiency…
- However, significant gaps remain.
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Practice Makes Unsafe: Skill Misevolution in Self-Improving LLM Agents
arXiv:2608.12851v1 Announce Type: new Abstract: Self-improving LLM agents convert successful trajectories into persistent cross-task state.…
- An unsafe success can thereby become reusable policy after its trigger…
- Skill evolution makes this failure measurable by distilling operationa…
- Because evolution optimizes task outcomes rather than procedure safety…
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Beyond Retrieval: Query-Conditioned Reuse of Long-Horizon Agent Trajectories
arXiv:2608.…
- 12847v1 Announce Type: new Abstract: Retrieval can identify a past tra…
- We identify this post-retrieval reuse step as a distinct bottleneck fo…
- We instantiate the framework with query-conditioned reuse (QCR), a del…
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CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation
arXiv:2608.…
- 12842v1 Announce Type: new Abstract: Model merging has recently attrac…
- However, parameter conflicts and knowledge interference across tasks o…
- Prior work introduced Conflict-Aware and Balanced Sparsification (CABS…
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ARAC: Benchmarking Auto-Research's Alignment and Completeness on End-to-End Researchs
arXiv:2608.…
- 12788v1 Announce Type: new Abstract: The rapid advancement of Auto-Res…
- We propose Auto-Research's Alignment and Completeness, ARAC-Bench: a R…
- The framework operates through two synergistic components: the Academi…
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PROVE-RT: Generating Mechanized Theorem Prover Scripts for Real-Time Systems using LLMs
arXiv:2608.…
- 12762v1 Announce Type: new Abstract: Schedulability analysis is essent…
- Mechanized verification in PROSA/ROCQ offers a rigorous alternative, y…
- Recent successes of large language models (LLMs) across a wide range o…
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Correct Is Not Governed: Provenance Integrity in Agentic Workflows
arXiv:2608.12761v1 Announce Type: new Abstract: Agentic workflows are commonly evaluated by whether they reach the correct outcome.…
- That is insufficient in institutional settings, where a correct action…
- We define governed execution as work whose decisions, completion, and …
- We present Matrix, a deterministic causal-state layer that records aut…
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Spatial Memory Agent: Experience-Grounded Procedure Memory for Spatial Intelligence
arXiv:2608.12743v1 Announce Type: new Abstract: Spatial intelligence is becoming a foundation for embodied agents, robotic planning, and multimodal assistants.…
- To improve the spatial reasoning ability of VLM agents, existing work …
- One line uses post-training methods, such as supervised fine-tuning an…
- Another line adopts an agentic paradigm in which the model calls exter…
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Beyond the Best Guess: Improving LLM Solution Coverage with Evolution Strategies
arXiv:2608.12679v1 Announce Type: new Abstract: Large Language Models (LLMs) are increasingly deployed in discovery domains such as math and science.…
- The usual approach is to present the problem to the model and use its …
- However, beyond this best guess, discovery can be enhanced by increasi…
- In a process called pass@k, the model is allowed to explore the soluti…
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The Role of Natural Language Understanding in Multimodal Video-Based Dengue Diagnosis
arXiv:2608.…
- 12677v1 Announce Type: new Abstract: Detecting infection-related behav…
- In this study, a YOLO- and Contrastive Language-Image Pre-training (CL…
- First, YOLO is used to isolate mosquito regions from the background.
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Privacy-Preserving RAG by Concealing Sensitive Information from External LLMs
arXiv:2608.…
- 12675v1 Announce Type: new Abstract: Retrieval-Augmented Generation (R…
- Existing privacy research on RAG has focused on preventing unauthorize…
- However, another important problem that is often overlooked in RAG pri…
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