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    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300041-idea-ai-launches-minimax-h3-fast-768p-video-generation-model"/>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300042-typesafe-releases-jev-1-14-0-with-experimental-multimodal-and-long-context</loc>
    <lastmod>2026-10-15T10:41:57+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300042-typesafe-releases-jev-1-14-0-with-experimental-multimodal-and-long-context"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300042-typesafe-releases-jev-1-14-0-with-experimental-multimodal-and-long-context"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300042-typesafe-releases-jev-1-14-0-with-experimental-multimodal-and-long-context"/>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300043-fizgig-8-released-with-unified-web-ui-for-ai-model-training</loc>
    <lastmod>2026-10-14T22:22:14+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300043-fizgig-8-released-with-unified-web-ui-for-ai-model-training"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300043-fizgig-8-released-with-unified-web-ui-for-ai-model-training"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300043-fizgig-8-released-with-unified-web-ui-for-ai-model-training"/>
    <image:image>
      <image:loc>https://preview.redd.it/6utef521zhvh1.png?width=140&amp;height=87&amp;auto=webp&amp;s=566d5ed1d017abf9543a33996165126db4c3da0e</image:loc>
      <image:title>Fizgig 8 is out - A web UI finally! One app for your PC, your other PCs, and RunPod</image:title>
    </image:image>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300045-claudeai-users-anticipate-fable-5-5-for-usage-limit-reset</loc>
    <lastmod>2026-10-14T22:38:48+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300045-claudeai-users-anticipate-fable-5-5-for-usage-limit-reset"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300045-claudeai-users-anticipate-fable-5-5-for-usage-limit-reset"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300045-claudeai-users-anticipate-fable-5-5-for-usage-limit-reset"/>
    <image:image>
      <image:loc>https://preview.redd.it/gdjy08944ivh1.png?width=640&amp;crop=smart&amp;auto=webp&amp;s=c9245c6a08773a5eae75147a61ec695451db1057</image:loc>
      <image:title>At this point I'm mostly excited for Fable 5.5 to drop just for a new usage limit reset, rather than the actual model itself</image:title>
    </image:image>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300046-developer-uses-claude-ai-in-92-sessions-to-build-a-unique-birthday-game</loc>
    <lastmod>2026-10-14T22:38:48+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300046-developer-uses-claude-ai-in-92-sessions-to-build-a-unique-birthday-game"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300046-developer-uses-claude-ai-in-92-sessions-to-build-a-unique-birthday-game"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300046-developer-uses-claude-ai-in-92-sessions-to-build-a-unique-birthday-game"/>
    <image:image>
      <image:loc>https://r2.pulseaugur.com/fc/a9/fca989f0636240923f4bd1ec5485659bbe65855e9be9b84332f3227753493743/large.webp</image:loc>
      <image:title>Not as fancy as others’ showcases, but made this “mushroom meadow” simulator for my son’s 6th birthday, based on his sketch and idea. There’s no goal in the “game,” but you can walk around, seed flowers and mushrooms, watch insects fly around, and do some other fun things</image:title>
    </image:image>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300047-anthropic-s-claude-ai-generates-animated-videos-from-text-prompts</loc>
    <lastmod>2026-10-15T11:14:17+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300047-anthropic-s-claude-ai-generates-animated-videos-from-text-prompts"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300047-anthropic-s-claude-ai-generates-animated-videos-from-text-prompts"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300047-anthropic-s-claude-ai-generates-animated-videos-from-text-prompts"/>
    <image:image>
      <image:loc>https://r2.pulseaugur.com/14/84/14847373cd15e8437a75532c4a93a4005d56e689ef9aa48bd586ce2d9f2066ed/large.webp</image:loc>
      <image:title>Claude Motion: Anthropic Just Turned Claude Into a Motion Designer</image:title>
    </image:image>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300054-deepseek-v4-struggles-with-tool-calls-in-early-tests</loc>
    <lastmod>2026-10-14T22:38:48+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300054-deepseek-v4-struggles-with-tool-calls-in-early-tests"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300054-deepseek-v4-struggles-with-tool-calls-in-early-tests"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300054-deepseek-v4-struggles-with-tool-calls-in-early-tests"/>
    <image:image>
      <image:loc>https://r2.pulseaugur.com/f7/ff/f7ffd88e2a4bdee90202dce84f4cd6629c0fdd338b5b8a95e065bdf39b95fdac/large.webp</image:loc>
      <image:title>First prompt for Deepseek v4 flash and after a long time of "thinking" it fails to generate proper tool calls :/ # LLM # Deepseek # Deepseek4 # AI</image:title>
    </image:image>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300056-nirohelp-ai-automates-wordpress-support-tickets</loc>
    <lastmod>2026-10-15T11:14:17+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300056-nirohelp-ai-automates-wordpress-support-tickets"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300056-nirohelp-ai-automates-wordpress-support-tickets"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300056-nirohelp-ai-automates-wordpress-support-tickets"/>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300058-ai-advances-weather-forecasting-to-six-weeks-data-acquisition-trends-discussed</loc>
    <lastmod>2026-10-14T22:38:48+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300058-ai-advances-weather-forecasting-to-six-weeks-data-acquisition-trends-discussed"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300058-ai-advances-weather-forecasting-to-six-weeks-data-acquisition-trends-discussed"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300058-ai-advances-weather-forecasting-to-six-weeks-data-acquisition-trends-discussed"/>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300059-ai-signals-to-enhance-password-managers-and-credential-vaults</loc>
    <lastmod>2026-10-14T22:38:48+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300059-ai-signals-to-enhance-password-managers-and-credential-vaults"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300059-ai-signals-to-enhance-password-managers-and-credential-vaults"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300059-ai-signals-to-enhance-password-managers-and-credential-vaults"/>
    <image:image>
      <image:loc>https://files.mastodon.social/media_attachments/files/117/441/559/689/957/002/original/737f8ebf33f224ef.jpg</image:loc>
      <image:title>Continue using good password managers and credential vaults — but now enhance them with AI signals Read more 👉 https:// lttr.ai/AuJtU # ai # security # infosec</image:title>
    </image:image>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300060-softbank-aims-for-ai-quality-with-2-5m-agents-for-all-employees</loc>
    <lastmod>2026-10-14T22:38:48+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300060-softbank-aims-for-ai-quality-with-2-5m-agents-for-all-employees"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300060-softbank-aims-for-ai-quality-with-2-5m-agents-for-all-employees"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300060-softbank-aims-for-ai-quality-with-2-5m-agents-for-all-employees"/>
    <image:image>
      <image:loc>https://r2.pulseaugur.com/8f/31/8f31cf0fd9f405b50d30ca3c605bdbe3e8be87788799e78290e6baf7032b9c28/large.webp</image:loc>
      <image:title>SoftBank to Create 2.5 Million AI Agents for All Employees, Shifting from 'Quantity to Quality'... The Full Picture of Reform | Business+IT https://www.yayafa.com/2910852/ # AgenticAi # AI # AI・生成AI # ArtificialGeneralIntelligence # ArtificialIntelli</image:title>
    </image:image>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300061-user-tests-google-s-gemini-4-ai-model</loc>
    <lastmod>2026-10-15T11:14:17+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300061-user-tests-google-s-gemini-4-ai-model"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300061-user-tests-google-s-gemini-4-ai-model"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300061-user-tests-google-s-gemini-4-ai-model"/>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300062-ai-digest-meta-s-wonder-faces-backlash-vibe-apps-on-google-play-neura-robots</loc>
    <lastmod>2026-10-15T11:14:17+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300062-ai-digest-meta-s-wonder-faces-backlash-vibe-apps-on-google-play-neura-robots"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300062-ai-digest-meta-s-wonder-faces-backlash-vibe-apps-on-google-play-neura-robots"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300062-ai-digest-meta-s-wonder-faces-backlash-vibe-apps-on-google-play-neura-robots"/>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300063-coding-ai-agents-produce-insecure-code-despite-high-success-rates-on-new</loc>
    <lastmod>2026-10-14T22:38:48+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300063-coding-ai-agents-produce-insecure-code-despite-high-success-rates-on-new"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300063-coding-ai-agents-produce-insecure-code-despite-high-success-rates-on-new"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300063-coding-ai-agents-produce-insecure-code-despite-high-success-rates-on-new"/>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300064-new-ai-agent-memory-system-remembers-context-across-sessions</loc>
    <lastmod>2026-10-14T22:54:13+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300064-new-ai-agent-memory-system-remembers-context-across-sessions"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300064-new-ai-agent-memory-system-remembers-context-across-sessions"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300064-new-ai-agent-memory-system-remembers-context-across-sessions"/>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300065-ai-s-coding-prowess-prompts-reevaluation-of-developer-value</loc>
    <lastmod>2026-10-15T02:01:08+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300065-ai-s-coding-prowess-prompts-reevaluation-of-developer-value"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300065-ai-s-coding-prowess-prompts-reevaluation-of-developer-value"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300065-ai-s-coding-prowess-prompts-reevaluation-of-developer-value"/>
    <image:image>
      <image:loc>https://r2.pulseaugur.com/92/bd/92bd0f35a011ae5e1c82b916c76c9777b8fa276dfb4ca1ba2934143e2e2f7e76/large.webp</image:loc>
      <image:title>AI Can Write Code.
So What Makes a Developer Valuable in 2026?</image:title>
    </image:image>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300066-ai-email-personalization-needs-evidence-gates-for-accuracy-and-compliance</loc>
    <lastmod>2026-10-14T22:54:13+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300066-ai-email-personalization-needs-evidence-gates-for-accuracy-and-compliance"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300066-ai-email-personalization-needs-evidence-gates-for-accuracy-and-compliance"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300066-ai-email-personalization-needs-evidence-gates-for-accuracy-and-compliance"/>
    <image:image>
      <image:loc>https://r2.pulseaugur.com/fb/c9/fbc9cecf03bba69740462a14927240af796927431755421bfbc15f5da6371ce8/large.webp</image:loc>
      <image:title>AI Email Personalization Needs an Evidence Gate</image:title>
    </image:image>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300068-ai-generated-game-dialogue-risks-becoming-trashy-advertising</loc>
    <lastmod>2026-10-14T22:54:13+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300068-ai-generated-game-dialogue-risks-becoming-trashy-advertising"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300068-ai-generated-game-dialogue-risks-becoming-trashy-advertising"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300068-ai-generated-game-dialogue-risks-becoming-trashy-advertising"/>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300069-nvidia-confirms-middle-east-ai-plans-unchanged-despite-iran-conflict</loc>
    <lastmod>2026-10-15T11:27:44+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300069-nvidia-confirms-middle-east-ai-plans-unchanged-despite-iran-conflict"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300069-nvidia-confirms-middle-east-ai-plans-unchanged-despite-iran-conflict"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300069-nvidia-confirms-middle-east-ai-plans-unchanged-despite-iran-conflict"/>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300070-deepseek-v4-llm-released-challenging-expectations</loc>
    <lastmod>2026-10-14T22:54:13+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300070-deepseek-v4-llm-released-challenging-expectations"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300070-deepseek-v4-llm-released-challenging-expectations"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300070-deepseek-v4-llm-released-challenging-expectations"/>
    <image:image>
      <image:loc>https://r2.pulseaugur.com/16/c1/16c1854b72018b1180962b7de79e2f2cb3b702c63c626b9d2509a5ac89b403f5/large.webp</image:loc>
      <image:title>It's always fun to break expectations :D # Deepseek # Deekseek4 # LLM # AI</image:title>
    </image:image>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300076-gemini-4-argon-cyber-claims-questioned-by-independent-analysis</loc>
    <lastmod>2026-10-14T22:54:13+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300076-gemini-4-argon-cyber-claims-questioned-by-independent-analysis"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300076-gemini-4-argon-cyber-claims-questioned-by-independent-analysis"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300076-gemini-4-argon-cyber-claims-questioned-by-independent-analysis"/>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300077-ai-products-gain-value-by-enabling-user-decisions-and-action-2-sources-tracked</loc>
    <lastmod>2026-10-15T11:27:44+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300077-ai-products-gain-value-by-enabling-user-decisions-and-action-2-sources-tracked"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300077-ai-products-gain-value-by-enabling-user-decisions-and-action-2-sources-tracked"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300077-ai-products-gain-value-by-enabling-user-decisions-and-action-2-sources-tracked"/>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300078-sk-hynix-turns-3d-nand-into-ai-processors-to-bypass-gpu-memory-limits</loc>
    <lastmod>2026-10-15T12:32:03+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300078-sk-hynix-turns-3d-nand-into-ai-processors-to-bypass-gpu-memory-limits"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300078-sk-hynix-turns-3d-nand-into-ai-processors-to-bypass-gpu-memory-limits"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300078-sk-hynix-turns-3d-nand-into-ai-processors-to-bypass-gpu-memory-limits"/>
  </url>
  <url>
    <loc>https://pulseaugur.com/cluster/300081-anthropic-warns-of-self-replicating-ai-spreading-through-smart-devices</loc>
    <lastmod>2026-10-15T12:32:03+00:00</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.7</priority>
    <xhtml:link rel="alternate" hreflang="en" href="https://pulseaugur.com/cluster/300081-anthropic-warns-of-self-replicating-ai-spreading-through-smart-devices"/>
    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300081-anthropic-warns-of-self-replicating-ai-spreading-through-smart-devices"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300081-anthropic-warns-of-self-replicating-ai-spreading-through-smart-devices"/>
  </url>
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  <url>
    <loc>https://pulseaugur.com/cluster/300123-databricks-cuts-qwen-llm-fine-tuning-time-by-6x-with-ai-runtime-optimizations</loc>
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    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300123-databricks-cuts-qwen-llm-fine-tuning-time-by-6x-with-ai-runtime-optimizations"/>
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    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300127-critical-ibm-mcp-context-forge-vulnerability-allows-unauthenticated-code"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300127-critical-ibm-mcp-context-forge-vulnerability-allows-unauthenticated-code"/>
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    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300128-developer-builds-ai-book-recommender-shares-key-development-lessons"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300128-developer-builds-ai-book-recommender-shares-key-development-lessons"/>
    <image:image>
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      <image:title>I turned my book recommender into an AI app in a day. Here are the two bugs that taught me the most.</image:title>
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      <image:loc>https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fq2vzlrw8kafxu7nmrrh9.webp</image:loc>
      <image:title>Open-Weight Convergence: The Models Are Similar — Now What?</image:title>
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    <loc>https://pulseaugur.com/cluster/300131-llm-wiki-vs-rag-performance-and-functionality-compared</loc>
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    <loc>https://pulseaugur.com/cluster/300138-google-antigravity-access-issues-resolved-for-restricted-regions</loc>
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    <loc>https://pulseaugur.com/cluster/300143-global-net-inc-to-host-seminar-on-ai-in-semiconductor-manufacturing</loc>
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      <image:loc>https://files.mastodon.social/media_attachments/files/117/441/921/090/437/471/original/9a109fd1effa5e47.png</image:loc>
      <image:title>On Thursday, November 5th, from 13:00 to 16:20, Global Net Inc. will hold an online seminar titled "From People to Systems: Latest Trends in Semiconductor Manufacturing Lines and Maintenance Aiming for Labor Saving." Three lectures will be given: The History and Future Vision of Semiconductor Manufacturing Equipment Maintenance, The Current Status and Practical Points of Equipment Maintenance DX, and Advanced AI Technologies (CNN/LSTM/Transformer/LLM).</image:title>
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      <image:title>Running Ray at scale on Kubernetes with KubeRay</image:title>
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      <image:title>microsoft/UserRepGen-4B</image:title>
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    <loc>https://pulseaugur.com/cluster/300147-strata-ai-model-performance-tuning-tips-shared-on-reddit</loc>
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  <url>
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      <image:loc>https://static.simonwillison.net/static/2026-10-14/image_crop_1320x2195_w1320_q0.7.webp</image:loc>
      <image:title>Tree Appreciator</image:title>
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    <loc>https://pulseaugur.com/cluster/300156-anthropic-reports-16-8-billion-q3-revenue-to-investors</loc>
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  <url>
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    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300165-claudeai-user-questions-ultracode-token-efficiency"/>
    <xhtml:link rel="alternate" hreflang="x-default" href="https://pulseaugur.com/cluster/300165-claudeai-user-questions-ultracode-token-efficiency"/>
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      <image:loc>https://preview.redd.it/w857iu9mjhvh1.jpeg?width=640&amp;crop=smart&amp;auto=webp&amp;s=ff2f44a96c266c540d9ba7458d568cb45b89f7fb</image:loc>
      <image:title>Hey is it me or does ultracode use lesser tokens than max</image:title>
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    <xhtml:link rel="alternate" hreflang="zh-CN" href="https://pulseaugur.com/zh-cn/cluster/300169-ai-powered-hackers-exploit-japan-s-weak-defenses-breaching-millions-of-records"/>
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      <image:title>AI-armed hackers tear through corporate Japan’s neglected defences</image:title>
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    <image:image>
      <image:loc>https://files.mastodon.social/media_attachments/files/117/442/105/644/420/400/original/969c98b6530adc7c.jpg</image:loc>
      <image:title>Anthropic's IPO Could Value It at $2 Trillion Even as Its Losses Hit $42 Billion The AI model developer's path to the public market is following a similar route</image:title>
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      <image:title>Ant Group Open-Sources Ling-3.1-flash Weights Under MIT: 560B Total, 25B Active, 1M Context</image:title>
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      <image:title>Archeda, Solely Selected from Japan for Google DeepMind Accelerator | TV Tokyo, BS TV Tokyo Media to Read, See, and Feel, TV Tokyo Plus https://www.yayafa.com/2911247/ #7ch #AgenticAi #AI #ArtificialGeneralIntellig</image:title>
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      <image:title>I put a conformal risk control gate between an LLM agent and its write actions on tau-bench. The bound held. The gate didn't beat asking every time [R]</image:title>
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