Meet Prostar PER1110 10kVA Rack-Mount Online UPS — powerful, stable, and engineered for professional computer and IT environments. #10kVAUPS# #RackMountUPS# #OnlineUPS# #DoubleConversionUPS# #ComputerUPS# #ServerRoomUPS# #DataCenterUPS# #BackupPowerSupply#

TL;DR: A new five-platform environment lets you train and evaluate agents that combine GUI operation with coding, and it reveals that even top models look far more capable than they actually are under strict behavioral testing. Title: RecreationWorld: Scalable and Verifiable Environments for Hybrid Computer-Use Agents URL: Key points 🖥️ Covers Ubuntu, macOS, Windows, Android, and Web 🔍 "Recreation" tasks: rebuild a running reference app from scratch, no source code 🧪 RecreationBench: 250 tasks scored via both programmatic and visual assertions 📈 Fine-tuning on 35k recreation trajectories lifts OOD benchmarks by up to 17.9 points 🏆 Top model GPT-6 Astra scores 58.1% overall ⚠️ Yet it passes every programmatic test on only 2.8% of tasks 🔧 Agents flexibly swap Electron apps for native GTK/AppKit without losing fidelity It's a sharp reminder that surface-level recreation and true behavioral fidelity are still worlds apart. #AIAgents# #ComputerUse#

Huge T3 Code release just dropped. Over 380 changes. Quick highlight reel of my favorites: - in-app PR reviews - `npx t3 triage` to debug and fix issues with T3 Code - `npx t3 connect` support on Mac (run 1 command to make a Mac into a remote dev machine) - 93.8%+ performance improvement for rendering long threads - 80%+ reduction to data transferred and stored for threads - In-app terminal performance overhaul - Remote server upgrades are 5x faster and 100x more reliably - Remote projects can now be opened in VS Code via ssh with 1 click - OpenVSX support for custom themes! Use your favorite VS Code themes directly - Codex skill discovery is way more reliable - OpenCode skills actually appear in app now - Claude can discover project-level skills now - Fixed really annoying auto scroll behaviors and edge cases - Claude Code compaction recommendations now surfaced in app - Codex permission requests for MCP/ComputerUse stuff now surfaced in app - Tons of improvements to Windows app - More polish than I can fit into one tweet Sorry this release took so long. I hope it was worth it. Check out the nightly builds if you want to get these features when they're (mostly) done instead of waiting for us to cut a stable release 🫡

Computers, whether quantum or classical, depend on algorithms. Quantum computing, however, needs a larger toolkit of standardized operations. @BrookhavenLab scientists and partners developed a quantum version of an important classical operation:

Computers for agents. Steaks for the batch. 🥩 Every founder in YC S26 has a 21-day dry aged rib-eye waiting at Olivier's Butchery in Dogpatch, a short walk from YC. No strings, no account needed, just show up with your ID and tell them your startup's name. They'll know what to do. Open weekends too. One per co-founder. The last stretch before demo day is brutal. Eat well, ship well. 🚀

Computers don't need to be so complicated to use! I added voice to a realtime generative image system and it feels so natural. I just talk, it talks back, shows me whatever is helpful, and I can still click on anything to go deeper

'If computers could smell' used to be a thought experiment... not anymore. The New York Post's Will Zimmerman traveled to Elizabeth, NJ, where Osmo AI is building the world's first 'Olfactory Intelligence' model to understand, recreate and invent original scents.