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AI compute is going to orbit. 🚀 @SpaceX’s Starmind AI1 satellite compute payload is powered by NVIDIA Vera Rubin NVL72, bringing AI factory compute closer to the stars. The next chapter of AI infrastructure boldly goes where no AI compute has gone before.

RAG system that skips HTML parsing entirely! PixelRAG is an open-source visual RAG framework that renders documents as screenshots instead of parsing them into text. Most RAG pipelines start by converting HTML to text. Tables flatten into unstructured rows. Charts disappear. Layout context is gone before the LLM ever sees it. The paper measured this directly: HTML-to-text conversion accounts for 36.6% of retrieval failures on SimpleQA. PixelRAG skips that step entirely. It renders pages as screenshot tiles using Playwright, embeds those tiles with a fine-tuned Qwen3-VL-Embedding model, builds a FAISS index, and passes retrieved images directly to a VLM reader. No text abstraction in between. Benchmarked across six datasets against the strongest text-based baselines: - SimpleQA: 78.8% vs 71.6% (+7.1 points) - NQ-Tables: 48.8% vs 42.5% (+6.3 points) - EVQA: +15.5 points - LiveVQA: +11.3 points One honest caveat from the authors: this requires Qwen3-VL-4B class models or larger to see the benefit. Smaller models trail text retrieval. The authors also recommend using PixelRAG as an enhancement layer alongside existing text systems rather than a full replacement. Ships with a pre-built Wikipedia index covering 8.28M articles across 28.1M screenshot tiles. A Claude Code plugin lets Claude take screenshots of any URL and reason over the visual content directly. Key capabilities: • Renders web pages, PDFs, and images as screenshot tiles via Playwright • Fine-tuned Qwen3-VL-Embedding model for visual retrieval • FAISS index for fast vector search • Pre-built Wikipedia index: 8.28M articles, 28.1M tiles • 3x token cost reduction via image compression • Claude Code plugin for direct URL screenshot and visual reasoning • LoRA fine-tuning support via pixelrag-train 100% open source. I've shared the link in the replies!

Crypto exchanges bankrupt Mt Gox, Quadriga, Voyager, Celsius, BlockFi, FTX.. DeFi solutions gone LUNA/UST.. Cold wallets hacked Coldcard.. There is NO safe solution You ALWAYS carry high risk to lose funds The only real mitigation is a return that justifies the risk taken

Been gone awhile but i hope you guys like this @alicedelish PMV, i've been working on it awhile and in my opinion it's my best most consistent work! Pmvhaven link and full quality link in the replies below ❤️ #pmv# #nonnude# #nn# #alicedelish#

Mole CLI just passed 60K stars. It started as a few hundred lines of code I wrote by a pool in Sanya last October. Now: 55 releases, 112 contributors, 812 issues resolved. It also grew into Mole Mac, the pro version with a native GUI and much more. 4 aha moments from using it myself: 1. Got a notification that my AirPods were low on battery. AI suggested it while I was building battery health, and I shipped it. Works for any Bluetooth accessory. Helpful, never noisy. 2. I use Mole daily and it still found 1 TB to clean. Rust target folders add up fast. One scan, gone. 3. Keep Screen On now has 3 modes. Head out on a weekend, your AI coding agent keeps working, you steer it from your phone. 4. Your iPhone battery now shows next to your Mac. All your devices in one quiet dashboard. None of these were my idea. All came from early users, and now they help me every day.

$1.6 million dollars in Bitcoin was drained from my account on July 29th in the Cold Card wallet hack. My Bitcoin was in cold storage. My keys were on a ColdCard device kept in a safety deposit box that had never been connected to the internet. This part's nerdy, but here's what happened: Hackers discovered a vulnerability in the part of the hardware wallet code used to create seed phrases. This allowed them to use AI to brute force guessing seed phrases. I was at our cottage and heard about the hack today. "No way this affects me." I thought. I logged into Wasabi––software that lets me view my bitcoin wallets online. Right away I saw lines of red transaction–withdrawals–and I knew. From 9:36pm - 9:43pm on July 29th, every wallet I had had been emptied. 18.25245043 btc gone. That's just over $1.6 million dollars CAD. Perhaps the hardest part about this is that I did everything right. I never shared my seed phrase with anybody. My devices never touched the internet. Everything was kept in multiple safes and safety deposit boxes. None of it mattered. All because the hardware that created the seed phrase originally had one line in their code from 2021 that had a vulnerability. I'm filing a police report and a report with the Ontario Securities Commission. But I don't expect to recoup anything. A part of me is trying to make sense of what just happened. Or try to figure out a lesson in it. I'm struggling. $1.6 million is a staggering amount of money to have stolen. I guess all that I can think about right now is that I'm so damn happy that I'm an entrepreneur and that my earning potential is under my control. Mark my damn words. I'll recover.

Memory formation isn't a bug, it's a feature. AP1 plays a crucial role, maintaining chromatin accessibility even after the initial trigger is gone. This suggests memory is deeply tied to adaptation, especially during stress. @arjunrajlab Full episode: