Vector databases are no longer a cloud product. They're becoming a pip install. A new open-source project called turbovec just crossed 10K stars on GitHub. And once you understand what it does, you understand why. It's a Rust vector index with Python bindings, built on Google Research's TurboQuant algorithm, a quantizer accepted at ICLR 2026 that compresses embeddings to within a hair of the theoretical Shannon limit. No codebook training. No train phase. No rebuilds as your corpus grows. You add vectors, they're indexed. Done. The headline number: A 10 million document corpus takes 31 GB of RAM as float32. turbovec fits it in 4 GB and searches it faster than FAISS. Read that again. Faster than FAISS. The library Meta has tuned for a decade. Hand-written NEON and AVX-512 kernels beat FAISS FastScan by 12–20% on ARM and match-or-beat it on x86. (And the recall benchmarks are published openly against FAISS as the baseline including the configs where it loses. That honesty alone is rare in this space.) But the speed isn't even the strategic part. The strategic part is what this enables: Fully local, air-gapped RAG. 10M documents in 4 GB means your entire company knowledge base fits in the RAM of a MacBook. Pair it with an open-source embedding model and nothing not a query, not a vector, not a document ever leaves your machine. It also ships drop-in replacements for the vector stores inside LangChain, LlamaIndex, and Haystack. Swap one import, keep your pipeline. The switching cost is approximately zero. The obvious comparison is SQLite. Databases used to be servers you provisioned and paid for. Then SQLite made the database a file inside your app, and an entire category of managed infrastructure became optional for most use cases. The same compression-driven collapse is now coming for vector search. Every startup selling "managed vector search" as a line item should be paying attention. When the index fits in laptop RAM, runs faster than the industry standard, and installs in one line the moat was never the database. The vector database is becoming an embedded library, not a cloud service. And the frontier of RAG just moved on-device. Really cool to see.

Storms can change fast. Just like tonight on the East Coast. Weatherwise offers Pro Users "Fastscan". This feature is a game changer. Instead of waiting for the radar scan to finish as most platforms do. With Fastscan, the update is painted on your radar AS it updates. Just another way, being quicker, IS Weatherwise.

AIモデル共有プラットフォーム「Hugging-Face」で、OpenAI正規版を装った偽リポジトリがトレンド1位に到達し、ダウンロード数も244,000回に達したとの報告。AIモデルの配布チャネルがタイポスクワッティングで大規模に悪用された顕著な事例として分析が公開されています。 【要点の整理】 ・偽リポジトリ「Open-OSS/privacy-filter」は、正規版「OpenAI Privacy Filter」(公式リポジトリ `openai/privacy-filter`)のモデルカードをほぼ丸ごと複製した上で、AI関連コードに偽装したloader[.]py内にPowerShellによるダウンロード処理を仕込み、外部サーバから本体を取得して実行する手口(攻撃チェーンは6段階の入念な多段構成) ・最終的に展開されるのはRust製のインフォスティーラー(認証情報窃取マルウェア)で、Chromium／Firefox系ブラウザの保存パスワード・Cookie・セッショントークン、Discordトークン、暗号資産ウォレット、SSH／FTP／VPN認証情報、スクリーンショットまでを窃取する ・実行前に仮想マシン・サンドボックス・デバッガといった解析環境を検出する解析回避機能に加え、Windows標準の監視機構(AMSI／ETW)の無効化を試みるなど高度な検知回避を実装。最終ペイロードの格納先(%TEMP%など)をMicrosoft Defenderの除外パスに登録してから起動し、起動用スケジュールタスクは即削除するため永続化は確立せず、単発実行で情報窃取を完遂する設計 ・C2サーバは「recargapopular[.]com」。ペイロード配布サーバ(api[.]eth-fastscan[.]org)が、npmパッケージのタイポスクワッティング(正規名と紛らわしい偽パッケージの設置手口)経由で「WinOS 4[.]0」と呼ばれるポストエクスプロイト型マルウェアを配布するキャンペーンとインフラを共有しており、HiddenLayerは「関連性あり」と評価 ・別アカウント「anthfu」配下の6リポジトリも同一のloader[.]py(同じjsonkeeper URL)を使い回しており、単発の偽装ではなく組織的なキャンペーンの一部とみられる ・「いいね」を付けた667アカウントの大半は自動生成アカウントと見られ、18時間未満でトレンド1位到達・約244,000ダウンロードという数字自体も水増しの可能性が高いと指摘されている 該当リポジトリで`start.bat`や`python loader[.]py`を実行したWindows端末については、OSのクリーンインストールと、保存していた全認証情報・暗号資産ウォレットのローテーションが推奨されている状況。 詳細は以下を参照： bleepingcomputer.com/news/se…

BOOM! 🇵🇱 @Synerise is open-sourcing another piece of our infrastructure. Billion scale vector clustering. One Machine. Zero GPUs. AI is entering its optimization era. Clostera - a k-means clustering library written in Rust, designed for 100M–1B vector workloads on a single CPU machine. What's inside: - Rust core thin Python layer (NumPy / parquet / memmap) - ⁠Runtime dispatch across AVX2 / AVX-512 / NEON (Apple Silicon) - Paths: dense exact, OPQ/PQ, PQ4 FastScan, RaBitQ hybrids - Static, auditable ⁠ auto ⁠ selector - not a black box - Out-of-core support via memmap and parquet Vs FAISS on the same 64-core budget: - 13.4× median speedup in cells where both libraries completed - 115/115 results within 2.5% of the best FAISS quality score - Full result files and schedules committed to the repo - everything is reproducible The broader signal matters more than the library itself. AI is entering a phase where advantage no longer comes from a bigger model, but from compute efficiency - algorithms meeting hardware. Clustering a billion embeddings on CPU is exactly that layer. Another year, another open-source release from Poland. This is a direction Synerise intends to keep playing in. Made in Poland with love❤ MIT. github.com/BaseModelAI/clost… #ai #synerise #bigdata

リコー製のIPSiO SCAN 3000DC EX(2001年発売) TWAINドライバー自体はWindowsVista(32bit)までしかリリースされていませんが Vista用のTWAINドライバーと、「FastScan」というSoftpediaにあるTWAINスキャナーソフトを使用し、Windows10 22H2(64bit)で動作させることができました。

One thing is for sure, everyone loves to save time. Which of these will you be going for? #rivabit #fastscan #notofake

🚀 Pro Just Got More Powerful Today we're releasing ‘Expert Mode' for WeatherWise Pro subscribers Turn on multiple modes, like Radar and Satellite, at the same time - Synchronized playback across all the activated modes - Data picker works across multiple modes - All modes automatically update with the latest data There is more... We are also adding: - Smoothing for the Radar Cross Section tool - Triple View for Tablet/Desktop - A new scan alert sound for FastScan - Keyboard shortcut for Reflectivity X - Improved smoothing for Composite imagery - Check out everything new in this thread! 🧵 Upgrade to version 1.4.0: iOS: apple.co/4hffiwF Android: bit.ly/3NNDFUw Available now in the web browser and through our Mac, Windows and Linux App

Awesome! Loving all the new features, especially FastScan.

🚀 FastScan: Ultra Low Latency US Radar Scans Get the fastest radar updates for the US NEXRAD Radar Network. As sections of the radar are received, we render them in real-time, so you don’t have to wait for the full scan before seeing how a storm has changed.

🚀 A New Premium Tier: Introducing WeatherWise Pro Today we're launching WeatherWise Pro with: - Triple/Quad View Radar Visuals - FastScan: Ultra Low Latency US Radar Scans (with a beam animation) - Realtime Radar Cross Section - Reflectivity X - Max Reflectivity - Population and Impact Reports for Alerts and Discussions - And much more 🔥 Check out everything new in this thread! 🧵 Upgrade to version 1.4.0: iOS: apple.co/4hffiwF Android: bit.ly/3NNDFUw Available now in the web browser and through our Mac, Windows and Linux App

5. FastScan to Watchlist See a stock on social media? In the news? Just open your Dhan app, scan the symbol using your camera, and instantly add it to your Watchlist. No typing. No searching. Built for traders who move fast.

Mechanics deserve rewards for their hard work. @Castrol_SA, Skhumba and Kaya 959 celebrated mechanics with fun games, insightful information about the amazing Castrol FastScan App and spot prizes galore. 3⃣ Mech Meetups: 📍 Randburg Download Castrol FastScan, the app that rewards mechanics. #Castrol #CastrolFastScan #CastrolFastScanApp

Mechanics deserve rewards for their hard work. @Castrol_SA, Skhumba and Kaya 959 celebrated mechanics with fun games, insightful information about the amazing Castrol FastScan App and spot prizes galore. 2⃣ Mech Meetups: 📍 Wadeville, Germiston If you know a mechanic who deserves to be rewarded for their hard work, nominate them ➡️ bit.ly/3SCOUBY Download Castrol FastScan, the app that rewards mechanics. #Castrol #CastrolFastScan #CastrolFastScanApp

Great mechanics deserve their flowers. 🔧Nominate a mechanic who’s helped keep your car running through tough times. Your nominated mechanic stands a chance to WIN R5,000, VVIP diski experience & amazing spot prizes with @Castrol_SA at an exclusive Mech Meetup with Skhumba! Nominate your mechanic at bit.ly/3SCOUBY Download Castrol FastScan, the app that rewards mechanics. #Castrol #CastrolFastscan #CastrolFastScanApp Ts & Cs apply

Mechanics deserve rewards for their hard work. Castrol, Skhumba and Kaya 959 celebrated mechanics with fun games, insightful information about the amazing Castrol FastScan App and spot prizes galore. 1⃣ Mech Meetups: 📍 Midas Moroka, Soweto If you know a mechanic who deserves to be rewarded for their hard work, nominate them ➡️ bit.ly/3SCOUBY Download Castrol FastScan, the app that rewards mechanics. #Castrol #CastrolFastScan #CastrolFastScanApp

Do you think your mechanic deserves rewards for their hard work? 🔧Nominate a mechanic who’s helped keep your car running through tough times. Your nominated mechanic stands a chance to WIN R5,000, VVIP diski experience & amazing spot prizes with @Castrol_SA at an exclusive Mech Meetup with Skhumba! Nominate your mechanic at bit.ly/3SCOUBY Download Castrol FastScan, the app that rewards mechanics. #Castrol #CastrolFastscan #CastrolFastScanApp Ts & Cs apply

Your mechanic has done a lot for you, now it's your turn to give back. 🔧Nominate a mechanic who’s helped keep your car running through tough times. Your nominated mechanic stands a chance to WIN R5,000, VVIP diski experience & amazing spot prizes with @Castrol_SA at an exclusive Mech Meetup with Skhumba! Nominate your mechanic at bit.ly/3SCOUBY Download Castrol FastScan, the app that rewards mechanics. #Castrol #CastrolFastScan #CastrolFastScanApp Ts & Cs apply

Generally, when you’re running an app-based loyalty programme, signups come thick and fast — if you are targeting a general market. Castrol FastScan is focusing on a very specific industry. As such, it has grabbed 1,440 members in six months.💳 stuff.co.za/2025/04/07/castr… #StuffSA

Taller Precongreso: Ecografía en Medicina de Urgencias 📅 25 de marzo 2025 | 16:00 h #CIMU2025 👨‍⚕️ Instructor: @Dr_Dive 🎬 Patrocinado por: #Kosmos 🎟 ¡Cupo limitado! Regístrate ya congreso-cimu.com #EcografíaEnEmergencias #FASTScan #SMME #KosmosECO #EmergencyMedicine

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