@socallinuxexpo@social.linux.pizzaThank you, Meta, for stepping up as a Gold Sponsor of SCaLE 23x! Your support drives the future of open source in our community. Excited to see everyone in Pasadena, CA from March 5-8, 2026! Discover more at: https://www.metacareers.com/areas-of-work/pe/
@brichapman@mastodon.socialSweden just invested $12M in solar cells that work indoors.
Exeger's Powerfoyle technology could eliminate disposable batteries in everyday electronics by harvesting energy from indoor and outdoor light. The flexible solar cells reduce dependence on critical raw materials while offering high conductivity.
This funding will help scale production and move us closer to a battery-free future for consumer devices.
@maxheadroom@hub.uckermark.socialJust read an article by @… and stumbles across this question:
> "...if Clawdbot can create a virtual remote for my LG television (something I did) or give me a personalized report with voice every morning (another cron job I set up) that work exactly the way I want, why should I even bother going to the App Store to look for pre-built solut…
@hex@kolektiva.socialThe implications are interesting enough when we apply this to systems like capitalism or national governments, but there are other very interesting implications when applied to systems like race or gender.
Like, as a cis man the only way I can be free to express and explore my own masculinity is if the masculinity I participate in is one which allows anyone the freedom to leave. Then I have an obligation to recognize the validity of nom-masculine trans identity as a necessary component of my own. If I fail to do this, then I trap myself in masculinity and allow the system to control me rather than me to be a free participant in the system.
But if it's OK to escape but not enter, that's it's own restriction that constrains the freedom to leave. It creates a barrier that keeps people in by the fear that they cannot return. So in order for me to be free in my cis masculine identity, I must accept non-masculine trans identities as they are and accept detransitioning as also valid.
But I also need to accept trans-masc identities because restricting entry to my masculinity means non-consensually constraining other identities. If every group imposes an exclusion against others coming in, that, by default, makes it impossible to leave every other group. This is just a description of how national borders work to trap people within systems, even if a nation itself allows people to "freely" leave.
So then, a free masculinity is one which recognizes all configurations of trans identities as valid and welcomes, if not celebrates, people who transition as affirmations of the freedom of their own identity (even for those who never feel a reason to exercise that same freedom).
The most irritating type of white person may look at this and say, "oh, so then why can't I be <not white>?" Except that the critique of transratial identities has never been "that's not allowed" and has always been "this person didn't do the work." If that person did the work, they would understand that the question doesn't make sense based on how race is constructed. That person might understand that race, especially whiteness, is more fluid than they at first understood. They might realize that whiteness is often chosen at the exclusion of other racialized identities. They would, perhaps, realize that to actually align with any racialized identity, they would first have to understand the boot of whiteness on their neck, have to recognize the need to destroy this oppressive identity for their own future liberation. The best, perhaps only, way to do this would be to use the privilege afforded by that identity to destroy it, and in doing so would either destroy their own privilege or destroy the system of privilege. The must either become themselves completely ratialized or destroy the system of race itself such being "transracial" wouldn't really make sense anymore.
But that most annoying of white person would, of course, not do any such work. Nevertheless, one hopes that they may recognize the paradox that they are trapped by their white identity, forced forever by it to do the work of maintaining it. And such is true for all privileged identities, where privilege is only maintained through restrictions where these restrictions ultimately become walls that imprison both the privileged and the marginalized in a mutually reinforcing hell that can only be escaped by destroying the system of privilege itself.
@gwire@mastodon.socialFinally saw The Running Man (2025) and am still thinking about the choice to set it in the 2020s imagined from the 1980s - of videotape and photocopied zines. Does it still work for people with weaker links to that time?
(I guess Cyberpunk 2077 is also an '80s idea of the future, and that has an impact.)
@v_i_o_l_a@openbiblio.social"AI Tools Are Changing Academic Publishing. How Can We Adopt Them Responsibly?" @ Katina Magazine
https://katinamagazine.org/content/article/future-of-work/2026/ai-tools-are-changing-publishing-adopt-them-respons…
@hex@kolektiva.socialThere's a word at the beginning and end of Dawn of Everything that feels self-referential right now: Kairos.
> We began this book with a quote which refers to the Greek notion of kairos as one of those occasional moments in a society’s history when its frames of reference undergo a shift – a metamorphosis of the fundamental principles and symbols, when the lines between myth and history, science and magic become blurred – and, therefore, real change is possible. Philosophers sometimes like to speak of ‘the Event’ – a political revolution, a scientific discovery, an artistic masterpiece – that is, a breakthrough which reveals aspects of reality that had previously been unimaginable but, once seen, can never be unseen. If so, kairos is the kind of time in which Events are prone to happen.
> Societies around the world appear to be cascading towards such a point. This is particularly true of those which, since the First World War, have been in the habit of calling themselves ‘Western’. On the one hand, fundamental breakthroughs in the physical sciences, or even artistic expression, no longer seem to occur with anything like the regularity people came to expect in the late nineteenth and early twentieth centuries. Yet at the same time, our scientific means of understanding the past, not just our species’ past but that of our planet, has been advancing with dizzying speed. Scientists in 2020 are not (as readers of mid-twentieth-century science fiction might have hoped) encountering alien civilizations in distant star systems; but they are encountering radically different forms of society under their own feet, some forgotten and newly rediscovered, others more familiar, but now understood in entirely new ways.
Reading this as I write something very inspired by this work feels especially serendipitous, especially at this time. When they wrote the book, I think that kairos felt more serendipitous itself. But as the frequency of opportunity increases, the veil between realities feels more malleable... that perhaps we can poke a finger through and open a portal to a completely different future than the one we've felt locked into for such a long time.
https://anarchoccultism.org/building-zion/the-coordinated-swarm-lyhr
@elduvelle@neuromatch.socialEdit: that was fast!! I got it now THANK YOU :)
Does anyone have pdf of this article?
@arXiv_csGR_bot@mastoxiv.pageScreen, Match, and Cache: A Training-Free Causality-Consistent Reference Frame Framework for Human Animation
Jianan Wang, Nailei Hei, Li He, Huanzhen Wang, Aoxing Li, Haofen Wang, Yan Wang, Wenqiang Zhang
https://arxiv.org/abs/2601.22160 https://arxiv.org/pdf/2601.22160 https://arxiv.org/html/2601.22160
arXiv:2601.22160v1 Announce Type: new
Abstract: Human animation aims to generate temporally coherent and visually consistent videos over long sequences, yet modeling long-range dependencies while preserving frame quality remains challenging. Inspired by the human ability to leverage past observations for interpreting ongoing actions, we propose FrameCache, a training-free three-stage framework consisting of Screen, Cache, and Match. In the Screen stage, a multi-dimensional, quality-aware mechanism with adaptive thresholds dynamically selects informative frames; the Cache stage maintains a reference pool using a dynamic replacement-hit strategy, preserving both diversity and relevance; and the Match stage extracts behavioral features to perform motion-consistent reference matching for coherent animation guidance. Extensive experiments on standard benchmarks demonstrate that FrameCache consistently improves temporal coherence and visual stability while integrating seamlessly with diverse baselines. Despite these encouraging results, further analysis reveals that its effectiveness depends on baseline temporal reasoning and real-synthetic consistency, motivating future work on compatibility conditions and adaptive cache mechanisms. Code will be made publicly available.
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@v_i_o_l_a@openbiblio.social"Can Academic Libraries Lead the Quantum Revolution?" https://katinamagazine.org/content/article/future-of-work/2025/can-libraries-lead-the-quantum-revolution
– Herjeh, um was sollen wir uns denn noch alles kümmern…
@cdarwin@c.imNew Jersey Sen. Andy Kim said he’s still in the dark about the future of the Gateway Tunnel Project
after President Donald Trump declared it dead in the water.
The senator again warned of “catastrophic” consequences if the Hudson River crossings aren’t built.
Work had already begun on the $16 billion,
9-mile passenger rail link to Manhattan’s Penn Station when Trump
—in an apparent act of political revenge against New York Sen. Chuck Schumer
—said it was “t…
@tiotasram@kolektiva.socialImagine ChatGPT but instead of predicting text it just linked you to the to 3 documents most-influential on the probabilities that would have been used to predict that text.
Could even generate some info about which parts of each would have been combined how.
There would still be issues with how training data is sourced and filtered, but these could be solved by crawling normally respecting robots.txt and by paying filterers a fair wage with a more relaxed work schedule and mental health support.
The energy issues are mainly about wild future investment and wasteful query spam, not optimized present-day per-query usage.
Is this "just search?"
Yes, but it would have some advantages for a lot of use cases, mainly in synthesizing results across multiple documents and in leveraging a language model more fully to find relevant stuff.
When we talk about the harms of current corporate LLMs, the opportunity cost of NOT building things like this is part of that.
The equivalent for art would have been so amazing too! "Here are some artists that can do what you want, with examples pulled from their portfolios."
It would be a really cool coding assistant that I'd actually encourage my students to use (with some guidelines).
#AI #GenAI #LLMs
@arXiv_csLG_bot@mastoxiv.pageWeighted Stochastic Differential Equation to Implement Wasserstein-Fisher-Rao Gradient Flow
Herlock Rahimi
https://arxiv.org/abs/2512.17878 https://arxiv.org/pdf/2512.17878 https://arxiv.org/html/2512.17878
arXiv:2512.17878v1 Announce Type: new
Abstract: Score-based diffusion models currently constitute the state of the art in continuous generative modeling. These methods are typically formulated via overdamped or underdamped Ornstein--Uhlenbeck-type stochastic differential equations, in which sampling is driven by a combination of deterministic drift and Brownian diffusion, resulting in continuous particle trajectories in the ambient space. While such dynamics enjoy exponential convergence guarantees for strongly log-concave target distributions, it is well known that their mixing rates deteriorate exponentially in the presence of nonconvex or multimodal landscapes, such as double-well potentials. Since many practical generative modeling tasks involve highly non-log-concave target distributions, considerable recent effort has been devoted to developing sampling schemes that improve exploration beyond classical diffusion dynamics.
A promising line of work leverages tools from information geometry to augment diffusion-based samplers with controlled mass reweighting mechanisms. This perspective leads naturally to Wasserstein--Fisher--Rao (WFR) geometries, which couple transport in the sample space with vertical (reaction) dynamics on the space of probability measures. In this work, we formulate such reweighting mechanisms through the introduction of explicit correction terms and show how they can be implemented via weighted stochastic differential equations using the Feynman--Kac representation. Our study provides a preliminary but rigorous investigation of WFR-based sampling dynamics, and aims to clarify their geometric and operator-theoretic structure as a foundation for future theoretical and algorithmic developments.
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@brichapman@mastodon.social
@Techmeme@techhub.socialA profile of Mercor CEO Brendan Foody, who says Mercor is creating a new category of work; Mercor hit $500M ARR in September and pays contractors $1.5M daily (Rya Jetha/The San Francisco Standard)
https://sfstandard.com/2025/11/07/san-franci…
@johnhobbs@mstdn.caEnvision starting your day with the calming rhythm of ocean waves or the soft rustle of a mountain breeze, all while savoring your coffee without a care in the world. ☕️🏞️ Retirement isn't merely the end of work; it's the beginning of life's most cherished experiences and thrilling adventures. Let's forge a future where every day feels like living the dream! #DreamAgain #RetirementBliss
@arXiv_csGR_bot@mastoxiv.pageEAG-PT: Emission-Aware Gaussians and Path Tracing for Indoor Scene Reconstruction and Editing
Xijie Yang, Mulin Yu, Changjian Jiang, Kerui Ren, Tao Lu, Jiangmiao Pang, Dahua Lin, Bo Dai, Linning Xu
https://arxiv.org/abs/2601.23065 https://arxiv.org/pdf/2601.23065 https://arxiv.org/html/2601.23065
arXiv:2601.23065v1 Announce Type: new
Abstract: Recent reconstruction methods based on radiance field such as NeRF and 3DGS reproduce indoor scenes with high visual fidelity, but break down under scene editing due to baked illumination and the lack of explicit light transport. In contrast, physically based inverse rendering relies on mesh representations and path tracing, which enforce correct light transport but place strong requirements on geometric fidelity, becoming a practical bottleneck for real indoor scenes. In this work, we propose Emission-Aware Gaussians and Path Tracing (EAG-PT), aiming for physically based light transport with a unified 2D Gaussian representation. Our design is based on three cores: (1) using 2D Gaussians as a unified scene representation and transport-friendly geometry proxy that avoids reconstructed mesh, (2) explicitly separating emissive and non-emissive components during reconstruction for further scene editing, and (3) decoupling reconstruction from final rendering by using efficient single-bounce optimization and high-quality multi-bounce path tracing after scene editing. Experiments on synthetic and real indoor scenes show that EAG-PT produces more natural and physically consistent renders after editing than radiant scene reconstructions, while preserving finer geometric detail and avoiding mesh-induced artifacts compared to mesh-based inverse path tracing. These results suggest promising directions for future use in interior design, XR content creation, and embodied AI.
toXiv_bot_toot
@kubikpixel@chaos.social2025 In Review: What’s New In Web Performance?
Slow websites continue to be a problem and a lot of work is being done so developers can measure performance more effectively and fix performance issues.
🧑💻 https://www.debugbear.com/blog/2025-in-web-performance
@Techmeme@techhub.socialFinancial stress from AI infrastructure spending, overhiring, and recession fears, rather than AI adoption, is likely driving layoffs in the tech sector (Fast Company)
https://www.fastcompany.com/91435192/chatgpt-llm-openai-jobs-amazon
@arXiv_csGR_bot@mastoxiv.pagePAColorHolo: A Perceptually-Aware Color Management Framework for Holographic Displays
Chun Chen, Minseok Chae, Seung-Woo Nam, Myeong-Ho Choi, Minseong Kim, Eunbi Lee, Yoonchan Jeong, Jae-Hyeung Park
https://arxiv.org/abs/2601.14766 https://arxiv.org/pdf/2601.14766 https://arxiv.org/html/2601.14766
arXiv:2601.14766v1 Announce Type: new
Abstract: Holographic displays offer significant potential for augmented and virtual reality applications by reconstructing wavefronts that enable continuous depth cues and natural parallax without vergence-accommodation conflict. However, despite advances in pixel-level image quality, current systems struggle to achieve perceptually accurate color reproduction--an essential component of visual realism. These challenges arise from complex system-level distortions caused by coherent laser illumination, spatial light modulator imperfections, chromatic aberrations, and camera-induced color biases. In this work, we propose a perceptually-aware color management framework for holographic displays that jointly addresses input-output color inconsistencies through color space transformation, adaptive illumination control, and neural network-based perceptual modeling of the camera's color response. We validate the effectiveness of our approach through numerical simulations, optical experiments, and a controlled user study. The results demonstrate substantial improvements in perceptual color fidelity, laying the groundwork for perceptually driven holographic rendering in future systems.
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@kingconsult@berlin.socialDon't miss this keynote by @… and @…!
> #SocialMedia: We Can Change the Defaults
📅 Th. 27 Nov. 2025 at 8 pm
online and #Amsterdam
> @…, … co-author of #ActivityPub, … will speak about the crisis technologists face. Why must we revise the default assumptions of the web 2.0 era? She will introduce the work @… is doing to make a positive future possible.
#SPUI25 #SaveSocial #Fediverse #OpenSource #FOSS #sovereignty #EuSummit25
