No one talks about how the DRAM density curve has basically…flattened. Maxed-out Server 2021: 8TB Ram Maxed-out Server 2026: …also 8TB Ram That’s insane! A five-year stagnation. If your working set exceeds 8TB, tough luck! Quite literally the only thing that’s going to get us exponential again is alternative tiers of memory. Specifically, ones that don’t rely on CPU memory controllers. This is why I’m constantly rambling about CXL. Sure, there’s a latency cost, and a smart programmer will have to treat it differently. …but are you not excited? We’re entering the heterogenous memory era (again)! Imagine hundreds of terabytes of RAM on a single server! Absolutely insane to think about.

Burned out cars. Rubble from flattened buildings strewn along deserted streets. The rumble of artillery guns followed by the high-pitched whine of an attack drone. This is today's reality in the eastern Ukrainian town of Druzhkivka, where a handful of civilians eke out a living alongside soldiers fighting the Russians who are now just nine miles away and gradually moving closer

Has the optimization backlash begun? @amandamull joins Bloomberg This Weekend to talk about why people are embracing imperfection, saying social videos can “bring everybody this flattened average of a perfect face and I think we’re sick of that.”

For Miu Miu Fall-Winter 2026 campaign, Hailey Bieber is captured against a suspended, nocturnal landscape, where flash ruptures, space is flattened, and texture heightened. Discover the full collection via Creative Director: #MiucciaPrada# Art Director: Christopher Simmonds Hailey Bieber filmed by Renell Medrano Stylist: Lotta Volkova #MiuMiu# #MiuMiuFW26#

A support agent session that spans nine turns and sixty messages — can you spot where it went wrong at a glance? Title: Trajectories now in LangSmith: A readable view of every agent session URL: LangSmith just shipped Trajectories, a new view that flattens every message in a thread into a single readable, chronological timeline. Highlights 🔍 A flattened, chronological view Complex execution traces full of subagent handoffs, tool calls, and retries get reduced to just the human, AI, and tool messages in order — making it easy to spot things like redundant tool reuse. 👥 Built for SME review, not just engineers Clinical intake agents, financial compliance handling, and support escalation policies can all be reviewed by domain experts in an annotation queue, without parsing raw trace metadata. 🎓 Doubles as post-training data High-quality trajectories export directly into SFT pipelines, capturing system prompts, user messages, tool calls, and outputs as real production examples. Feels like a real step toward democratizing agent debugging beyond just engineers. #LangSmith# #AIAgents#

Ant Group has open-sourced the Ming-Image-0.1-Design family. Two 6B models: • Ming-Image-0.1-Design — text-to-image for UIs, infographics, posters, and other text-rich designs. It can also generate transparent RGBA assets. • Ming-Image-0.1-Design-Layer — decomposes a flattened design into independently editable RGBA layers. Ant also open-sourced two Agent Skills: • Ling UI Design Skill • Image-to-Editable-PPT Skill Ming-Image-0.1-Design ranks #1# among open-weight models on Artificial Analysis’s UI/UX Design leaderboard.

inclusionAI open-sources the Ming-Image-0.1-Design family, two complementary 6B models for visual-design workflows.📜 MIT License. 🤖 🤖 🏆 Design ranks #1# among open-weight models on the Artificial Analysis UI/UX Design leaderboard. Layer leads all 12 evaluated Crello settings and runs 4.3× faster than the evaluated 20B open-weight baseline. 🎨 Design generates complete UIs, dashboards, infographics, and posters at up to 2048×2048, with strong text rendering and native transparent RGBA output. 🧩 Layer decomposes flattened graphics into independently editable RGBA layers while preserving the original aspect ratio. 🧠 The pipeline combines multimodal prompt conditioning, a diffusion transformer, and a 4-channel VAE. Layer adds multi-frame generation for separate layer outputs.