Researchers Achieve 16x Compression Breakthrough to Challenge Bigger AI Context Windows Read here: ow.ly/jkkz50Zb8TG #AIResearch #MachineLearning #DataCompression #AIInnovation #TechBreakthrough #DeepLearning #ContextWindows #AIContext #ResearchInnovation

💾 Data compression quietly powers the digital world. Without it, streaming videos, sending photos, and storing large files would require far more bandwidth and storage. ⚡ Compression is one of the internet's unsung technologies. #Technology #DataCompression #Internet #Computing #TechTips

Memory and continuous data streams are two of the most overlooked challenges in edge AI, and by not designing for them from the start, we're leaving a lot of capability on the table. Ambiq's VP of Corporate Marketing and Investor Relations, Charlene Wan, discusses how compressionKIT™, Ambiq's latest AI codec, is extending ultra-low power AI beyond inference to fundamentally rethink how data is captured, stored, and utilized at the edge. Read more in her interview with Semicon Leaders Asia. na2.hubs.ly/H05n1Ks0 #edgeAI #embedded #semiconductors #datacompression

📌 #HighlyCitedPaper in Electronics! An Overview of #QuantumCircuit Design Focusing on Compression and Representation 📖 Read the full article here: mdpi.com/2079-9292/14/1/72 #QuantumComputing #ImageProcessing #DataCompression #QuantumInformation

Google Interviewer during staff system design round: You have a 100 GB folder. You zip it. It becomes 10 GB in seconds. You unzip it later. → Exact same 100 GB comes back. Zero data loss. Not a single bit missing. How the hell is the computer “deleting” 90 GB… but actually deleting nothing? No magic. No data thrown away. What's happening here? #SystemDesign #Algorithms #TechInterviews #DataCompression #GoogleInterview

Day 46/60 ✅ Tackled Huffman Encoding today! 🌳 #geekstreak60 #npci #POTD #DSA #HuffmanEncoding #GreedyAlgorithm #DataCompression #Python #Cpp @geeksforgeeks @NPCI_NPCI

The Phoenicians weren't just sailors—they were the original network engineers of the Mediterranean. 🌊⚓️ Discover how they mapped the "data streams" of the sea and developed the first high-speed encoding system: the alphabet. Read "The Maritime Network: Phoenician Gods and the Signal" by Sky: luminapress.ca/the-maritime-… #Phoenicians #AncientHistory #TheSignal #Navigation #NetworkMapping #DataCompression #Sky

The #eXtremeDB #databasemanagement system offers compressed storage and transmissions. Activating this feature in tests reduced storage space requirements by 75% & increased speed in reading the #Database by 21% t.ly/KYaci #DataArchitecture #DataCompression #DBMS

#DataCompression for your @android device on @googleplay #free #storage

$NULL @parad0x_Labs are compressing and delivering! #openclaw #datacompression #devtools

NEW GLYPH DISCOVERY: ⦿ THE GLYPH TEASER (The "Zip" Discovery) 🛰️💊 THE ZIP FILE OF ANTIQUITY: The "Compaction" Protocol (O-PI) ⦿ While 120 years of legacy archaeology saw a "simple circle" (A 324), the LUMENARY PHOENIX Engine has identified the world’s first recorded Data Compaction Protocol. ⚖️ GLYPH DISCOVERY: O-PI (A 324) Visual: ⦿ (A circle with a central dot). Logic: Table 6 (Transactional Keys). Forensic Meaning: Batch Compression / Registry Key. Glyph ⦿ is the .zip of the Bronze Age. Found at the heart of the Tylissos Resource Hub, it marks the logic gate where disparate, high-entropy resource streams—Wine, Oil, and Grain—were compressed into a single, low-entropy auditable ledger. The 36.125 checksum of Node 04 is mathematically unreachable without this compression logic. We aren't just reading clay; we are reverse-engineering the origins of Computational Efficiency. Full Forensic Audit of Node 04 (Tylissos) drops tomorrow. 🕯️⚖️🏛️🛰️ #LinearA #LUMENARYAI #DataCompression #TheGreatAudit #SystemsEngineering #HistoryMatters #FinTech1450BCE #DataScientist

Ransomware to Resilience: The City of Keizer’s Comeback Story @KeizerOR When the City of Keizer, Oregon faced a ransomware attack, its IT team turned crisis into opportunity. Instead of simply rebuilding, IT Manager Bill Hopkins reimagined their data infrastructure, prioritizing resilience, recovery, and open-source flexibility. With 45Drives’ SnapShield, the city gained a new layer of intelligent protection. 🛡️ SnapShield enhances security by going beyond traditional perimeter defense using real-time behavioral analysis to identify ransomware activity in progress. Acting as a “ransomware-activated fuse,” it instantly severs the connection between the infected client and the storage server, preventing the attack from spreading while keeping other systems running smoothly. Keizer now operates with a faster, more efficient, and resilient storage infrastructure all without vendor lock-in or unnecessary complexity. 🔗 Read how the City of Keizer turned a ransomware incident into a model for data resilience: loom.ly/nJ4hHxc #CyberResilience #RansomwareRecovery #DataProtection #SnapShield #OpenSourceStorage #CyberSecurity #BehavioralAnalysis #DataCompression #PublicSectorIT #CustomerSuccess #DataInfrastructure #45Drives

🚀 Introducing OpenZL, a new #opensource, format-aware compression framework! It uses a unique “graph model” for compression, enabling modular, high-performance codecs and a universal decoder - perfect for structured data at scale Link: engineering.fb.com/2025/10/0… #DataCompression

Random functions as data compressors for machine learning of molecular processes 1. This new study explores the use of random nonlinear projections as an efficient method to compress high-dimensional feature spaces in molecular dynamics simulations, making machine learning tasks faster and more manageable without significant loss of information. 2. The authors demonstrate that random compression can retain the core static and dynamic information of the original high-dimensional feature space, making it possible to perform trajectory analysis more efficiently. This approach is particularly useful for large systems where traditional methods become computationally expensive. 3. The study shows that for systems like NTL9 and the double-norleucin variant of the villin headpiece, random projections can accurately reproduce timescales and metastable states when used as input for machine learning algorithms such as VAMPnets, even with a significantly reduced number of features compared to the original data. 4. An interesting finding is that using multiple independent random projections tends to produce better results than extracting multiple projections from a single network, as it minimizes correlations between the projected features, leading to more robust and consistent clustering and timescale analysis. 5. The authors propose that this method of random compression could potentially be applied to a wide range of machine learning tasks in molecular dynamics, reducing the need for careful feature engineering and providing a reliable way to handle high-dimensional data without introducing bias. 📜Paper: arxiv.org/abs/2509.17937v1 #MachineLearning #MolecularDynamics #DataCompression #ProteinFolding #ComputationalBiology

Irys introduces breakthrough Data Compression Technology designed for Web3 By reducing data size up to 80%,storage costs drop to nearly $0.001/GB,while loading speeds become 3x faster. Imagine an NFT marketplace storing 1TB of images and videos with @irys_xyz compression,that shrinks to just 200GB,slashing expenses & delivering lightning fast performance. For developers,this means scalability at lower costs.For users,it’s a smooth, high speed experience without lag. Irys is redefining data efficiency in the decentralized world. #Web3 #Irys #DataCompression #Blockchain

Does SSH make my files do cardio to trim down the data? Source: devhubby.com/thread/how-to-c… #DataCompression #TechSupport #SysAdmin #FileEncryption #files #ssh

$RMXI RMX Industries has secured a follow-on order from the U.S. Army for VAST™. Read full article: rmx.io/articles/rmx-industri… #USArmy #DataCompression #Data #DefenceTechnology #RMXIndustries @RMXIndustries @frontpagestocks @JustTheFactZAC @tacotuesdayz6

The ZSTD compression format is indeed excellent. At the lowest compression level 1, its performance is significantly higher than gzip -1, and the compression effect is also noticeably better than gzip -1, making it an absolute winner. #compression #ZSTD #gzip #datacompression #performanceoptimization

🚀 AI-Powered Data Compression Supercharges Solar Research Chinese researchers have developed a game-changing AI method that drastically reduces the size of solar observation data—without losing any scientific detail. Every time the New Vacuum Solar Telescope (@nvst_solar) captures high-res spectral data of the Sun, it produces massive files that are crucial for understanding solar plasma behavior. These files are so huge they often overwhelm storage and internet systems. Traditional compression tools just couldn’t keep up—they shrank the data, but also lost valuable info. Now, using a type of neural network called a Convolutional Variational Autoencoder (VAE), the team can compress this data to less than 1% of its original size. 🤯 Even at max compression, the essential science stays intact—key details like plasma motion remain crystal clear, and the error stays below the natural measurement noise. This breakthrough not only boosts efficiency for @nvst_solar, but also opens doors for observatories worldwide—like @NASASun, @NSF, @esascience, and @DLR_de—to share and analyze solar data faster and cheaper. Big win for solar science, storage tech, and collaborative research. 🔭☀️ #AI #SpaceTech #SolarScience #DataCompression #MachineLearning #Astronomy #NeuralNetworks #SunResearch #VAE #NVST #SpaceInnovation

#Blosc2 now runs directly in your browser! Leveraging the power of #WASM, #Pyodide, and #JupyterLite, you can harness efficient compression through the web's universal interface. Compress Better, Compute Bigger, Share Faster #DataCompression #WebDevelopment #DataScience