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Extract every URL from a sitemap.xml in Python (indexes, .gz, robots.txt) and spot competitors' new pages

A site's sitemap is the cheapest full list of its pages you will ever get: the site publishes it for search engines, it usually carries a lastmod date per URL, and reading it takes seconds instead of crawling HTML for hours. That makes it the right starting point for SEO audits, migrations, content inventories, feeding a crawler or RAG pipeline, and keeping an eye on what competitors publish. The…

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How AI cuts 50% of bitrate in 8K real-time streaming

📈 Tendência explosiva: IA reduz em até 50 % o bitrate do streaming 8K em tempo real Introdução Nos últimos meses, as buscas por “8K streaming” e “compressão de vídeo com IA” dispararam no Google…

  • AI reduces 8K streaming bitrate by 50% without quality loss
  • Models like Transformers and Diffusion learn to predict future frames and eliminate redundancies
  • Implementation allows transmitting 8K videos at 40 Mbps, half of traditional codecs

The drift a scanner can't see: when the instruction is stale, not hostile

Dhanush N's agentcheck targets a real thing: instructions that arrive carrying an attack. A tag-character payload, a poisoned rule, a server that rewrites its own tool list.

  • Stale instructions describe original agent state, not current one
  • Staleness stems from behavior, not text content
  • Detecting drift requires behavior-based checks, costly to implement

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