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context engineering
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- 1Researchers propose self-pruning transformer for extreme KV-cache compression●A Self-Pruning Transformer: Extreme KV-Cache Compression w/Universal Attention
A new paper on arXiv introduces a self-pruning transformer architecture that claims extreme compression of the KV-cache using a universal attention mechanism. The technique would cut memory use for large language models during inference, a costly bottleneck for running long contexts. Discussion so far is limited to a single early reaction, with no detailed analysis or independent commentary yet available.
- 2User jokes about reverse-engineering Windows, Photoshop and Excel●@ kubikpixel Ah. Dann nehme ich reverse engineered versionen von windows12, iOS27, PhotoShop, Word, Access, Excel, eine
In a debate on German-speaking social media, a user sarcastically listed software they would supposedly use in reverse-engineered versions, including Windows 12, iOS 27, Photoshop, Word, Excel, Oracle Database, SAP, Palantir and AutoCAD. The list appears to mock discussions about replacing proprietary software, possibly in the context of digital sovereignty or open-source alternatives, by highlighting how impractical such swaps would be for everyday tools.
- 3AI power users turn to context libraries for managing context●# Design # Findings Context libraries · How AI power users manage context engineering https:// ilo.im/16gvea _____ # Stu
A new article explores how experienced AI users build context libraries to manage context engineering, the practice of structuring the information fed to AI models and agents. The piece connects the technique to design and product work, arguing that disciplined context management is becoming a core skill for professionals using AI in daily workflows.