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TurboQuant: lossless KV-cache compression for AI

https://sudonull.com/turboquant-lossless-kv-cache-compression-for-ai

Learn how Google's TurboQuant compresses transformer memory down to 3 bits with PolarQuant and QJL. Benchmarks on Gemma, Mistral. Optimization for AI developers.

ClickHouse: deduplication and losses in MV

https://sudonull.com/clickhouse-deduplication-and-losses-in-mv

Analysis of data losses in ClickHouse due to block deduplication in materialized views. Settings insert_deduplicate=0 and deduplicate_blocks_in_dependent_materialized_views=1. Configure lossless storage — read the details.

From the web

Jul 11, 2025 ·

https://www.geeksforgeeks.org/computer-networks/difference-between-lossy-compression-and-lossless-compression/

Jul 11, 2025 · Conclusion Data compression is a technique for reducing data size that can be divided into two categories: lossy and lossless . Lossy compression permanently removes certain data to significantly decrease file size, making it perfect for multimedia but inappropriate for crucial data. Lossless compression reduces file size without compromising data quality, making it ideal for text and archival ...

Compressor.io - optimize and compress JPEG photos and PNG images

https://compressor.io/

Optimize and compress your jpeg and png images online. Compressor is a lossy and lossless photo compression tool.

Mar 21, 2026 ·

https://scienceinsights.org/what-is-lossless-compression-and-how-does-it-work/

Mar 21, 2026 · Lossless compression shrinks files without losing any data. Learn how it works, where it’s used, and why some files barely compress at all.

Oct 21, 2025 ·

https://www.ninjaone.com/blog/a-guide-to-lossy-vs-lossless-compression/

Oct 21, 2025 · Lossy and lossless compression represent the two primary methods of reducing file size, each with its unique approach to data reduction. Lossy compression works by eliminating unnecessary information, often resulting in a decrease in quality.

Searches related to lossless compression

https://cs.stanford.edu/people/eroberts/courses/soco/projects/data-compression/lossless/index.htm

Lossless compression is generally used for so-called "discrete" data, such as database records, spreadsheets, word-processing files, and even some kinds of image and video information. Text compression is a significant area for lossless compression .

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