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💥 Check out this awesome post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: For the past 10 days, Qwen3.8 27B has been quietly running on my Mac Studio as a background assistant. It summarizes my RSS feeds into a morning digest, renames and files the PDFs I scan into something searchable, and handles whatever summarizing chore I throw at it. Mundane stuff. That’s the appeal: this is the first local model I’ve trusted enough to leave alone with mundane stuff. Then last week the model was suddenly everywhere on r/LocalLLaMA, my feeds filled up with benchmark charts,…

💥 Explore this trending post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: My lab develops low-cost and easy-to-use tools for identifying fake medicines, but we’re always on the lookout for other types of fakes that we can go after. For example, the cosmetics industry has a massive problem with counterfeit products. Studies estimate that two-thirds of branded makeup and skincare products on sites like eBay, TikTok Shop, and Vinted are fake. Counterfeit cosmetics don’t just waste consumers’ money; they may also expose wearers to harmful contaminants like heavy metals and bacteria. As part of an ongoing study,…

🚀 Explore this awesome post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: Over the past few months I have been playing around quite a bit with LLM agents, particularly for vulnerability research. They are becoming surprisingly good at navigating large codebases, explaining unfamiliar subsystems and helping explore potential attack surfaces. However, once an investigation starts taking a few hours, I kept running into the same problem: the model would slowly lose track of what we had actually established. It might suggest an approach that we had already ruled out, forget that an assumption turned out to be…

✨ Check out this awesome post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: A fast, embedded key-value store in Rust TurboKV is an async embedded key-value database with atomic batches, ordered range scans, configurable durability, compression, and background compaction. cargo add turbokv cargo add tokio --features full Or add the dependencies directly: [dependencies] turbokv = "0.6" tokio = 💬 TurboKV's persisted Bloom-filter format uses hardware AES. Build x86/x86_64 targets with RUSTFLAGS="-C target-feature=+aes,+sse2", and ARM/AArch64 targets with RUSTFLAGS="-C target-feature=+aes,+neon". You may instead use -C target-cpu=native when the binary will run only on the same CPU model or a…

✨ Discover this must-read post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Free, local stem separation. No account. No upload. No subscription. JOIN THE COMMUNITY Drop in an MP3, WAV, FLAC, OGG/Opus, MP4, or M4A file, or paste a YouTube URL, and StemDeck splits the audio into up to six stems (vocals, drums, bass, guitar, piano, other). Play them back in a DAW-style multitrack mixer: mute, solo, balance levels, zoom the waveform, loop a region, and export individual stems or a custom mix. Everything runs locally on your own machine. What is this? StemDeck is a stem…

🚀 Explore this must-read post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Small tabletop RPG designers and publishers have expressed concerns about meeting the regulatory changes recently introduced by the Packaging and Packaging Waste Regulation (PPWR), a new legislative framework for promoting sustainable packaging practices across Europe. With initial requirements being applied from August 12, the framework replaces the previous Packaging and Packaging Waste Directive (PPWD) in place since 1994. “Dont wanna be overly alarmist, but why don’t I see more people and designers freaking out over PPWR? It affects everyone shipping anything to any EU country,”…

🔥 Explore this must-read post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Context The Sumerian King List starts with eight kings who ruled before the flood. Their reign lengths are enormous and unusually regular. Three examples are 28,800 years, 36,000 years, and 43,200 years. Most are integer multiples of 3,600, and all eight are multiples of 600. Their total is 241,200 years. The input sequence tested here is the ETCSL composite antediluvian list: Order King Reign length 1 Alulim 28,800 years 2 Alalgar 36,000 years 3 Enmenluana 43,200 years 4 Enmengalana 28,800 years 5 Dumuzid 36,000 years…

✨ Explore this trending post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Boot a virtual iPhone via Apple's Virtualization.framework using PCC research VM infrastructure. Host: Dependencies: brew install python@3.13 aria2 wget gnu-tar openssl@3 ldid-procursus sshpass keystone cmake libusb ipsw zstd brew install zqxwce/tap/vphone-cli git clone --recurse-submodules https://github.com/Lakr233/vphone-cli.git ./scripts/setup_tools.sh # install deps, build toolchain submodules, create the Python venv ./scripts/build.sh # build + sign vphone-cli, bundle the .app, cross-compile vphoned cd .build/vphone-cli.app/Contents/MacOS/ vphone-cli --help One command creates a VM end-to-end (download → patch → DFU restore → CFW install → first boot): vphone-cli vm create myphone -V jb…

🚀 Read this trending post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: ExamplesWrite text/code, generate images/videos, converse with usersClassify, extract, judge, normalize, match, scoreOperational ParadigmMany different user tasksOne task, many timesInteraction PatternUser-facing, transactionalTypically internal data processing & workflowsModel NeedsMaximum intelligence and size subject to cost constraintsMinimum intelligence and size required for accurate task completionServing & LatencyLow-latency, real-time/onlineHigh-throughput, batch/offlineDeterminism ExpectationsDiverse responses, emergent behaviorConsistency, close-to-deterministic behaviorUser PersonasConsumers, Misc. ProfessionalsData Scientists/Engineers, Ops, Evals, Product AnalyticsTask SupervisionSupervised, interactiveUnsupervisedAnalogOLTP Databases, Web ApplicationsOLAP Databases, Data Pipelines 🔥 **What’s your take?** Share your thoughts in the comments below! #️⃣ **#Analytical #Handbook #Sutro #Handbook** 🕒…

✨ Discover this awesome post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Smart TVs are everywhere! But who is the master? Amid the overall electronics boom thanks to A.I., one piece of electronics is almost unchanged financially. That is the digital display or flat-panel monitor. With good reason! The entire entertainment and streaming industry wants one of these devices in your living room. Not only wanting access to your wallet; companies are willing to violate customer trust to squeeze a few extra pennies out of the devices they sold you. To these companies, you technically never really…