Lmst

EXO Labs (@exolabs)

현재 개인 하드웨어에서 Kimi K2.5를 구동하는 가장 저렴한 방법이라는 언급과, EXO(Exo Labs) 클러스터가 실제 환경에서 운용되는 모습을 보고 있다는 내용입니다. 저비용 자체 호스팅 가능성을 시사합니다.

https://x.com/exolabs/status/2018361341254197480

#kimik2.5 #exo #clusters #deployment

Next up some #star #clusters. Here is #NGC2264 #TheChristmasTreeCluster. #unistellar #odysseypro #space #astronomy #amateur

NGC 2264 Christmas Tree Cluster - telescope processed image. The cluster's stars are between 1 and 5 million years old and sit roughly 2,500 light-years away from Earth.

NGC 2264 Christmas Tree Cluster - unprocessed image. It is part of a larger complex that includes the Cone Nebula (the tree’s top) and the Fox Fur Nebula (its base).

Google Kubernetes Engine (GKE) successfully built & operated a Kubernetes cluster with 130,000 nodes - the largest publicly disclosed Kubernetes cluster to date.

Curious how they pulled it off?
Read the full breakdown on #InfoQ 👉 https://bit.ly/4oUVIsk

#DevOps #Kubernetes #GoogleCloud #GKE #Clusters

Ah yes, the #future is here: #macOS 26.2 lets you build #AI #clusters faster than your WiFi disconnects! 🚀 But first, a quest to find a browser with #JavaScript so you can actually read about it. 🔍📜
https://developer.apple.com/documentation/macos-release-notes/macos-26_2-release-notes#RDMA-over-Thunderbolt #tech #browsing #HackerNews #ngated

macOS 26.2 enables fast AI clusters with RDMA over Thunderbolt

https://developer.apple.com/documentation/macos-release-notes/macos-26_2-release-notes#RDMA-over-Thunderbolt

#HackerNews #macOS #AI #Thunderbolt #RDMA #clusters #technology

Nature And Civilization

#nature #plants #civilisation #clusters #pipes #metal #industrial #peeling #natural #flowers #rust #rusty
#photography #blackandwhitephotography #bnwphotography #streetphotography #photos #urbanphotography
#jlbouzou

A close, black-and-white photograph that balances grit and delicacy. The frame is filled by a weathered vertical pipe — its paint cracked and flaking in thick, layered patches — and an adjacent metal surface, both showing years of wear: scratches, rust-dark pitting and chalky, peeling enamel. Against this rough industrial backdrop a string of small, rounded leaves climbs upward, their soft, scalloped edges and fine tendrils threading into the seams and crevices of the pipe. Tiny, bright white flowers punctuate the vine, appearing almost luminous amid the mid- and deep-grays.
The photographer uses shallow depth of field so the foreground textures — the curving bands of metal and the closest leaves — are crisply detailed, while the background falls away into a gentle blur. Light catches the worn ridges of the pipe, creating narrow highlights that emphasize its cylindrical form and layered paint; shadows pool in the recesses, lending weight and age. The contrast between the organic, almost fragile plant life and the hard, corroded metal gives the image a quiet tension: an impression of slow reclamation, of softness persisting against time-worn machinery.
In the lower left corner a small, cursive signature is visible, adding a human touch to the composition. Overall the scene feels intimate and contemplative — a study in textures, tone, and the subtle poetry of overlooked details.

Autumn

#fall #autumn #leaf #leaves #melancholy #clusters #nature #solitude #foliage #photography #death #decomposition #decay
#colorphotography #naturephotography #photos #photography
#jlbouzou

A close, almost intimate study of fallen leaves — a dense, overlapping carpet of long, narrow foliage that looks like willow or similar lance-shaped leaves. The palette is autumnal but subtle: buttery yellows, warm tans, muted oranges and soft browns, with occasional pale-pink and lavender-tinged edges. Many leaves are curled at the tips or slightly wrinkled, their midribs and fine veins visible as pale lines that give each one unique texture.
The composition feels layered and tactile: some leaves lie flat, others tilt or tuck beneath their neighbors, creating shallow pockets of shadow and a gentle sense of depth. Thin twigs and occasional darker stems thread through the pile, adding contrast and a hint of structure amid the organic chaos. A soft, cool vignette — a bluish cast around the edges — frames the scene and pushes the warmer leaf tones forward, giving the photo a slightly moody, late-autumn feel.
Dew, dust, or tiny specks of soil cling to several surfaces, suggesting recent fall weather or damp ground. In the lower-left corner a small white handwritten signature or watermark is visible, a subtle human mark on an otherwise purely natural texture. Overall the image evokes quiet stillness: a simple, richly detailed moment of seasonal decay and color.

Autumn

#fall #autumn #leaf #leaves #melancholy #clusters #nature #solitude #foliage #photography #death #decomposition
#colorphotography #naturephotography #photos #photography
#jlbouzou

A close-up of the forest floor, a small, intimate patch of leaf litter captured with an eye for texture. The frame is filled with overlapping fallen leaves in various stages of decay: some crisp and yellow, others brown and papery, and a few mottled, bluish-gray leaves that have been eaten away by time and insects. Tiny veins, curled margins and ragged holes give each leaf its own pattern, turning the ground into a mosaic of organic shapes.
A thin twig cuts diagonally across the scene, adding a simple graphic line among the chaos. Flecks of soil and small dark seed-like specks cling to the surfaces, while a few still-green fragments hint at recent life. Warm, dappled light picks out highlights on certain leaves, creating gentle contrasts between sunlit ochres and shadowed umbers; the edges of the photograph are slightly darkened, focusing attention toward the center.
The overall effect is quiet and tactile — you can almost hear the dry rustle and smell the earthiness.

Autumn

#fall #autumn #leaf #leaves #branches#melancholy #clusters #nature #solitude #foliage #photography #colorphotography #naturephotography #photos #photos
#jlbouzou

A close, almost intimate study of the forest floor: a dense carpet of fallen leaves in various stages of drying and decay. At the center a small cluster of long, narrow, pale leaves—almost bleached—lies across darker, curled brown leaves, their smooth, lance-like shapes contrasting sharply with the rough, crinkled textures beneath. The long leaves catch the eye first, like laid-out feathers or the remnants of a forgotten bundle.
Colors are muted but rich: warm chestnut and rust mingle with tobacco browns, deep umber, and spots of olive fading to beige. There’s a cool, bluish vignette at the edges that gives the whole scene a slightly dreamy, late-autumn hush. Some leaves still hold subtle veins and curled edges; others are cracked and papery, fragments of their former green selves.
Small details give the image life — a curled tip here, a thin twig slicing across, a scattering of tiny fragments and dust that speak to the slow process of decomposition. The layering suggests movement that has stopped: each leaf settled in a different moment, overlapping like pages in an old book.
Overall the photograph feels like a quiet meditation on transition — the delicate geometry of shapes, the interplay of light and shadow, and the tactile variety from slick to brittle make it both a close observation of nature and a small, melancholic still life.

Back to #clusters. Here is #NGC6819 #TheFoxheadCluster. #unistellar #odysseypro #space #astronomy #amateur

NGC 6819 The Foxhead Cluster - telescope processed image. The Foxhead Cluster is a rich, open star cluster in Cygnus. Its ancient stars, around 2.5 billion years old, are key to stellar physics studies.

NGC 6819 The Foxhead Cluster - unprocessed image. Open clusters are loosely bound, usually dissolving in under 100 million years due to the Milky Way's tidal forces. NGC 6819 is an ancient 2.5-billion-year-old survivor.

Intel cancela os seus próximos processadores Xeon "mainstream" de 8 canais
🔗 https://tugatech.com.pt/t74412-intel-cancela-os-seus-proximos-processadores-xeon-mainstream-de-8-canais

#AMD #clusters #hardware #Intel #PCIe #processadores #servidor #servidores

Microsoft lança Xbox Cloud Gaming na Índia e torna-se o 29º mercado global
🔗 https://tugatech.com.pt/t74209-microsoft-lanca-xbox-cloud-gaming-na-india-e-torna-se-o-29-mercado-global

#amazon #clusters #consola #essential #facebook #fortnite #game #gaming #LG #microsoft #samsung #servidores #streaming #xbox

O lado negro da IA: estudo revela "impressionante" pegada de carbono e consumo de água
🔗 https://tugatech.com.pt/t74095-o-lado-negro-da-ia-estudo-revela-impressionante-pegada-de-carbono-e-consumo-de-agua

#ar #clusters #ia #localização #Opera #servidores #tecnologia

Futuro quântico da Europa em debate: Comissão lança consulta pública para o Quantum Act
🔗 https://tugatech.com.pt/t73954-futuro-quantico-da-europa-em-debate-comissao-lanca-consulta-publica-para-o-quantum-act

#base #clusters #internet #quântico #startups

Windows 11 25H2 está a bloquear o acesso à rede? A culpa é de uma nova e importante regra de segurança
🔗 https://tugatech.com.pt/t73774-windows-11-25h2-esta-a-bloquear-o-acesso-a-rede-a-culpa-e-de-uma-nova-e-importante-regra-de-seguranca

#clusters #computador #grave #microsoft #segurança #sem #ti #vulnerabilidade #windows

Good Thursday morning. Sharing results from last nights planned observations. Starting out with #NGC869 #hPersei (right side of image) and #NGC884 #xPersei (left side of image) #Star #Clusters. #seestar #S50 #space #astronomy #amateur

NGC 869 h Persei and NGC 884 x Persei Star Clusters - telescope processed image with Moon and Sky Light Filter. A magnificent pair of young open star clusters (h Persei and x (chi) Persei) in the constellation Perseus. They are visible to the naked eye as a hazy patch and sparkle with hundreds of hot, blue supergiant stars.

NGC 869 h Persei and NGC 884 x Persei Star Clusters - unprocessed image with Moon and Sky Light Filter. Though over 7,000 light-years away, the Double Cluster is one of the most distant objects you can spot with the naked eye from a dark location.

Windows 11: Nova atualização traz mais "ofertas" e corrige problemas irritantes
🔗 https://tugatech.com.pt/t73510-windows-11-nova-atualizacao-traz-mais-ofertas-e-corrige-problemas-irritantes

#armazenamento #azure #clusters #conectividade #microsoft #windows

Để mở rộng quy mô trên 2 DGX Sparks trong một cluster, bạn có thể tận dụng dual 100Gbit QSFP28 links và cấu hình ROCE v2 với layer 3 links. Điều chỉnh NCCL variables để sử dụng ROCE v2 và kết nối cả hai cổng CX7 với switch để tăng băng thông.
#LocalLLaMA #NVIDIA #DGX #clusters #AI #vietnam

https://www.reddit.com/r/LocalLLaMA/comments/1oieip0/theoretically_scaling_beyond_2_dgx_sparks_in_a/

PyTorch Monarch: o novo framework que transforma a programação distribuída numa tarefa de um só PC
🔗 https://tugatech.com.pt/t73344-pytorch-monarch-o-novo-framework-que-transforma-a-programacao-distribuida-numa-tarefa-de-um-so-pc

#backend #blog #clusters #framework #frontend #programação #python #pytorch #rust #servidores #velocidade