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  <description>Discover the best personal AI tools for writing, notes, meetings, email, scheduling, image and voice. Honest descriptions, real links, always current.</description>
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   <title>Is Semantic Scholar Reliable? What to Trust</title>
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   <description>Is Semantic Scholar reliable? Yes for finding real papers, with limits. See what to trust, what to double check, and whether it is free to use in 2026.</description>
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   <pubDate>Wed, 28 Oct 2026 12:00:00 +0000</pubDate>
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   <title>How to Use AI to Schedule Meetings: 4 Ways</title>
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   <description>How to use AI to schedule meetings in Gmail, Outlook, Calendly and Reclaim: where the button is, what each one checks, plan limits and a reply template.</description>
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   <pubDate>Wed, 28 Oct 2026 12:00:00 +0000</pubDate>
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   <title>How to Turn Off the AI Note Taker in Krisp</title>
   <link>https://ryza.si/guides/turn-off-ai-note-taker-krisp</link>
   <description>How to turn off the AI note taker in Krisp: set Note Taker to Off, disable Automatic Activation, remove Krisp Bot from invites and delete saved meetings.</description>
   <category>How-to</category>
   <pubDate>Tue, 27 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Best AI Tools for Research Paper Writing in 2026</title>
   <link>https://ryza.si/guides/best-ai-tools-for-research-paper-writing</link>
   <description>The best AI tools for research paper writing in 2026: Consensus, Elicit and Semantic Scholar to find papers, Zotero to cite, and Claude or ChatGPT to revise.</description>
   <category>Best of</category>
   <pubDate>Tue, 27 Oct 2026 12:00:00 +0000</pubDate>
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   <title>How to Make Flashcards With AI From Your Notes</title>
   <link>https://ryza.si/guides/how-to-make-flashcards-with-ai</link>
   <description>How to make flashcards with AI: upload your notes to Gemini Notebook, ChatGPT or Claude, check every card against the source, then study in Anki or Quizlet.</description>
   <category>How-to</category>
   <pubDate>Sun, 25 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Copilot Prioritize Is Retiring: What to Use Next</title>
   <link>https://ryza.si/guides/copilot-prioritize-retired</link>
   <description>Copilot Prioritize in Outlook retires from October 26, 2026. What it did, when it goes, and how to rebuild a priority inbox with Focused Inbox, rules and AI.</description>
   <category>How-to</category>
   <pubDate>Sun, 25 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Does Granola Record Audio? What It Keeps</title>
   <link>https://ryza.si/guides/does-granola-record-audio</link>
   <description>Does Granola record audio? It listens to your mic and computer sound to write a transcript, then deletes the audio. Here is what it stores, and for how long.</description>
   <category>Explainers</category>
   <pubDate>Sat, 24 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Best AI Note Taker for Google Meet in 2026</title>
   <link>https://ryza.si/guides/ai-note-taker-google-meet</link>
   <description>The best AI note taker for Google Meet: when Gemini's Take notes for me is enough, which plans include it, and the free and bot free tools that fill the gaps.</description>
   <category>Best of</category>
   <pubDate>Sat, 24 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Apple Pages AI: What the New Assistant Can Do</title>
   <link>https://ryza.si/guides/apple-pages-ai</link>
   <description>Apple Pages AI now has an Intelligent Assistant beta in Pages, Keynote and Numbers. See what it does, who gets it, what it costs and why you may not see it yet.</description>
   <category>Explainers</category>
   <pubDate>Sat, 24 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Speechify vs Read Aloud: Which Should You Use?</title>
   <link>https://ryza.si/guides/speechify-vs-read-aloud</link>
   <description>Speechify vs Read Aloud compared: price, voices, speed, privacy and book reading, so you know when the free extension is enough and when Speechify pays off.</description>
   <category>Comparisons</category>
   <pubDate>Fri, 23 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Notion AI Credits Explained: Standard vs Select</title>
   <link>https://ryza.si/guides/notion-ai-credits</link>
   <description>Notion AI credits explained: what Standard, Select and Notion credits cover, how many you get, when they reset, what extra credits cost and what changes Nov 2.</description>
   <category>Explainers</category>
   <pubDate>Fri, 23 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Is Speechify Free for Students? What You Get</title>
   <link>https://ryza.si/guides/is-speechify-free-for-students</link>
   <description>Is Speechify free for students? The free plan is, with basic voices and 1.5x speed. See who gets Premium free, current discounts and how to use it well.</description>
   <category>Explainers</category>
   <pubDate>Fri, 23 Oct 2026 12:00:00 +0000</pubDate>
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   <title>How to Use an AI Virtual Assistant, Step by Step</title>
   <link>https://ryza.si/guides/how-to-use-ai-virtual-assistant</link>
   <description>How to use an AI virtual assistant: pick the right type, give it context, connect email and calendar, schedule recurring tasks and keep approvals on.</description>
   <category>How-to</category>
   <pubDate>Thu, 22 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Google Docs Live: How to Write a Doc by Voice</title>
   <link>https://ryza.si/guides/google-docs-live</link>
   <description>Google Docs Live lets you talk a first draft into the Docs app on Android and iPhone. Here is who gets it, how to use it, its limits and how it compares.</description>
   <category>How-to</category>
   <pubDate>Thu, 22 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Canva AI vs ChatGPT: Which One Should You Use?</title>
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   <description>Canva AI vs ChatGPT compared: what each does best for slides, social posts, docs and writing, free plan AI limits, and how to use Canva inside ChatGPT.</description>
   <category>Comparisons</category>
   <pubDate>Thu, 22 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Zoom My Notes: Setup, Limits and What's New</title>
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   <description>Zoom My Notes explained: how to turn it on, which plans and apps support it, transcription limits, how to turn it off, and the Zoomtopia 2026 updates coming.</description>
   <category>How-to</category>
   <pubDate>Wed, 21 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Notion AI Calendar: How to Use It, Setup and Tips</title>
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   <description>How to use Notion AI calendar features: connect Notion Calendar to Notion AI, ask about your schedule, and add AI Meeting Notes to events, with plan limits.</description>
   <category>How-to</category>
   <pubDate>Wed, 21 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Is ChatGPT Free for Students? Plans and Offers</title>
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   <description>Is ChatGPT free for students? Yes, the Free plan, plus four free months of Plus for eligible US college students who claim by October 31, 2026. Here is how.</description>
   <category>Explainers</category>
   <pubDate>Wed, 21 Oct 2026 12:00:00 +0000</pubDate>
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   <title>ChatGPT Slides: How to Make and Export a Deck</title>
   <link>https://ryza.si/guides/chatgpt-slides</link>
   <description>ChatGPT Slides explained: who can use it, how to build a deck in Space, edit it with your team, export to PowerPoint or Google Slides, and free options.</description>
   <category>How-to</category>
   <pubDate>Sat, 17 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Heptabase vs Notion: Which Should You Use?</title>
   <link>https://ryza.si/guides/heptabase-vs-notion</link>
   <description>Heptabase vs Notion compared for 2026: whiteboards vs databases, AI features, pricing, offline use, exports and teamwork, with a clear pick for each user.</description>
   <category>Comparisons</category>
   <pubDate>Fri, 16 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Best AI Calendar Apps and Planners in 2026</title>
   <link>https://ryza.si/guides/best-ai-calendar-planner</link>
   <description>The best AI calendar for most people is Reclaim, with Motion for task heavy work and Morgen for approve first plans. Free AI calendar options and prices compared.</description>
   <category>Best of</category>
   <pubDate>Fri, 16 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Gmail AI Inbox: How to Use It or Turn It Off</title>
   <link>https://ryza.si/guides/gmail-ai-inbox</link>
   <description>Gmail AI Inbox explained: who gets it, how to turn it on, use suggested todos and topics, fix it not showing, and hide it on work or personal accounts.</description>
   <category>How-to</category>
   <pubDate>Fri, 16 Oct 2026 12:00:00 +0000</pubDate>
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  <item>
   <title>How to Use Claude in Google Docs</title>
   <link>https://ryza.si/guides/how-to-use-claude-in-google-docs</link>
   <description>How to use Claude in Google Docs, Sheets and Slides: install the Workspace addon, open the sidebar, edit safely, and when native Claude Docs are better.</description>
   <category>How-to</category>
   <pubDate>Thu, 15 Oct 2026 12:00:00 +0000</pubDate>
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   <title>How to Transcribe a Meeting with Copilot</title>
   <link>https://ryza.si/guides/how-to-transcribe-meeting-with-copilot</link>
   <description>How to transcribe a meeting with Copilot in Teams: start live transcription, ask Copilot during and after, download the .docx, and when Otter fits better.</description>
   <category>How-to</category>
   <pubDate>Thu, 15 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Best AI Note Taker for Voice to Text in 2026</title>
   <link>https://ryza.si/guides/ai-note-taker-voice-to-text</link>
   <description>Need an AI note taker that turns voice to text? We compare AudioPen, Voicenotes, Otter, Apple Notes and Pixel Recorder on free limits, price and privacy.</description>
   <category>Best of</category>
   <pubDate>Thu, 15 Oct 2026 12:00:00 +0000</pubDate>
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  <item>
   <title>How to Use Instapaper: A Step by Step Guide</title>
   <link>https://ryza.si/guides/how-to-use-instapaper</link>
   <description>How to use Instapaper: save articles from Chrome, Edge or your phone, read and listen, send to Kobo or Kindle, and what the free plan includes vs Premium.</description>
   <category>How-to</category>
   <pubDate>Wed, 14 Oct 2026 12:00:00 +0000</pubDate>
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  <item>
   <title>Best AI Writing Assistant for Fiction in 2026</title>
   <link>https://ryza.si/guides/best-ai-writing-assistant-for-fiction</link>
   <description>The best AI writing assistant for fiction is Sudowrite for most novelists. See how it compares with Novelcrafter, Claude, ChatGPT and Grammarly on price.</description>
   <category>Best of</category>
   <pubDate>Wed, 14 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Best AI Tools for PowerPoint in 2026</title>
   <link>https://ryza.si/guides/best-ai-tools-powerpoint-presentation</link>
   <description>Compare the best AI tools for PowerPoint presentations in 2026: Plus AI, Copilot, Gamma, Beautiful.ai, Canva, and Claude Slides (native PPT vs export).</description>
   <category>Best of</category>
   <pubDate>Sun, 11 Oct 2026 12:00:00 +0000</pubDate>
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  <item>
   <title>How to Use Superhuman Go in 2026</title>
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   <description>How to use Superhuman Go free: install the Chrome or Edge extension or desktop app, turn it on in Grammarly, try agents, and when Pro is worth paying for.</description>
   <category>How-to</category>
   <pubDate>Sun, 11 Oct 2026 12:00:00 +0000</pubDate>
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  <item>
   <title>ChatGPT Prompts for Small Business: 25 Templates</title>
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   <description>25 copy and paste ChatGPT prompts for small business owners: customer emails, outreach, social posts, sales follow ups and weekly planning, with tips for each.</description>
   <category>How-to</category>
   <pubDate>Sun, 11 Oct 2026 12:00:00 +0000</pubDate>
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  <item>
   <title>Best AI Personal Assistant for iPhone in 2026</title>
   <link>https://ryza.si/guides/best-ai-personal-assistant-iphone</link>
   <description>Compare the best AI personal assistant for iPhone in 2026: Siri AI, ChatGPT, Claude, Gemini, Pi, and Lindy over iMessage, who fits free use, work, and voice.</description>
   <category>Best of</category>
   <pubDate>Sun, 11 Oct 2026 12:00:00 +0000</pubDate>
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  <item>
   <title>Is Hemingway Editor Free? A Clear Guide</title>
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   <description>Yes. Hemingway Editor has a free web version for readability scoring. Here's what free includes, what Editor Plus costs, and when the desktop app makes sense.</description>
   <category>Explainers</category>
   <pubDate>Sat, 10 Oct 2026 12:00:00 +0000</pubDate>
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  <item>
   <title>How to Use Claude Docs, Slides and Design Free</title>
   <link>https://ryza.si/guides/claude-docs-slides-design</link>
   <description>How to use Claude Docs, Slides and Design on the free plan: create, edit, export to Word or PowerPoint, plus what Dashboards and Motion still require.</description>
   <category>How-to</category>
   <pubDate>Sat, 10 Oct 2026 12:00:00 +0000</pubDate>
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  <item>
   <title>Best AI Note Taker for College Students in 2026</title>
   <link>https://ryza.si/guides/best-ai-note-taker-college-students</link>
   <description>Best AI note taker for college students in 2026 by job: Otter for lectures, Gemini Notebook for study guides, Capacities for course notes. Free plans included.</description>
   <category>Best of</category>
   <pubDate>Sat, 10 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Google AI Edge Foresight vs Granola</title>
   <link>https://ryza.si/guides/google-ai-edge-foresight</link>
   <description>Google AI Edge Foresight vs Granola for 2026: offline Mac notes, privacy, shorthand to notes, knowledge base and live Q&amp;A, and when Granola still wins.</description>
   <category>Comparisons</category>
   <pubDate>Fri, 09 Oct 2026 12:00:00 +0000</pubDate>
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  <item>
   <title>Can ChatGPT Take Meeting Notes? Record vs Meetings</title>
   <link>https://ryza.si/guides/chatgpt-meeting-notes</link>
   <description>Can ChatGPT take meeting notes? How Record mode, the new Meetings plugin and audio uploads work in 2026, which plans and devices get them, and the limits.</description>
   <category>How-to</category>
   <pubDate>Thu, 08 Oct 2026 12:00:00 +0000</pubDate>
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  <item>
   <title>How to Turn Off Gemini in Gmail on Any Device</title>
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   <description>How to turn off Gemini in Gmail on desktop, iPhone and Android, what each smart features switch removes, and how work and school accounts differ in 2026.</description>
   <category>How-to</category>
   <pubDate>Wed, 07 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Wispr Flow Alternatives: Best AI Dictation Apps</title>
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   <description>The best Wispr Flow alternatives in 2026: free, offline, open source, Windows and Android options, with verified prices, privacy notes and who each one suits.</description>
   <category>Best of</category>
   <pubDate>Tue, 06 Oct 2026 12:00:00 +0000</pubDate>
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  <item>
   <title>Raycast vs Alfred: Best Mac Launcher in 2026?</title>
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   <description>Raycast vs Alfred in 2026: free features, AI, one time Powerpack vs Pro subscription, Windows and iOS support, and whether macOS Spotlight is now good enough.</description>
   <category>Comparisons</category>
   <pubDate>Mon, 05 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Best AI Note Taking Apps in 2026</title>
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   <description>The best AI note taking app depends on where your notes live. Compare Notion AI, Mem, Capacities, Heptabase, Tana and Reflect on AI, free plans and price.</description>
   <category>Best of</category>
   <pubDate>Mon, 05 Oct 2026 12:00:00 +0000</pubDate>
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   <title>How to Use NotebookLM for Studying (Gemini Notebook)</title>
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   <description>NotebookLM is now Gemini Notebook. Learn how to use it for studying in 2026: set up one notebook per class, then build flashcards, quizzes and audio reviews.</description>
   <category>How-to</category>
   <pubDate>Mon, 05 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Best AI Tools for Students in 2026</title>
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   <description>The best AI tools for students in 2026, sorted by task: readings, lecture notes, writing, planning and slides, with free plans and verified student discounts.</description>
   <category>Best of</category>
   <pubDate>Mon, 05 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Best AI Note Taker for Meetings in 2026</title>
   <link>https://ryza.si/guides/best-ai-meeting-note-taker</link>
   <description>Granola, Otter, Fathom, Fireflies, Read AI and tl;dv compared on capture method, free plan limits and price, so you can pick the right AI meeting note taker.</description>
   <category>Best of</category>
   <pubDate>Mon, 05 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Best AI Browsers in 2026: Comet, Dia, Chrome, Edge</title>
   <link>https://ryza.si/guides/best-ai-browser</link>
   <description>The best AI browsers in 2026 compared: Comet, Dia, Gemini in Chrome and Copilot in Edge on price, platforms and safety, plus what replaced ChatGPT Atlas.</description>
   <category>Best of</category>
   <pubDate>Mon, 05 Oct 2026 12:00:00 +0000</pubDate>
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   <title>Wispr Flow vs Superwhisper: AI Dictation Compared</title>
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   <description>Wispr Flow vs Superwhisper in 2026: cloud vs on device processing, free plan limits, pricing, platforms and custom modes, plus which AI dictation app suits you.</description>
   <category>Comparisons</category>
   <pubDate>Mon, 05 Oct 2026 12:00:00 +0000</pubDate>
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  <item>
   <title>Speechify vs ElevenReader: Which AI Reader Wins?</title>
   <link>https://ryza.si/guides/speechify-vs-elevenreader</link>
   <description>Speechify vs ElevenReader in 2026: free plan limits, voices, speed, file support, audiobooks and price, plus which AI text to speech reader suits you best.</description>
   <category>Comparisons</category>
   <pubDate>Mon, 05 Oct 2026 12:00:00 +0000</pubDate>
   <guid isPermaLink="true">https://ryza.si/guides/speechify-vs-elevenreader</guid>
  </item>
  <item>
   <title>Motion vs Reclaim: Which AI Calendar to Choose</title>
   <link>https://ryza.si/guides/motion-vs-reclaim</link>
   <description>Motion vs Reclaim in 2026: how each AI calendar schedules your week, free plans and pricing, integrations, and a simple test to see which one fits your work.</description>
   <category>Comparisons</category>
   <pubDate>Mon, 05 Oct 2026 12:00:00 +0000</pubDate>
   <guid isPermaLink="true">https://ryza.si/guides/motion-vs-reclaim</guid>
  </item>
  <item>
   <title>Granola vs Otter: Which AI Note Taker Wins?</title>
   <link>https://ryza.si/guides/granola-vs-otter</link>
   <description>Granola vs Otter compared for 2026: bot free capture, free plan limits, pricing, transcripts, lectures and privacy, with a clear pick for each type of user.</description>
   <category>Comparisons</category>
   <pubDate>Mon, 05 Oct 2026 12:00:00 +0000</pubDate>
   <guid isPermaLink="true">https://ryza.si/guides/granola-vs-otter</guid>
  </item>
  <item>
   <title>Grammarly vs QuillBot: Which Writing Tool Fits?</title>
   <link>https://ryza.si/guides/grammarly-vs-quillbot</link>
   <description>Grammarly vs QuillBot in 2026: free plans, pricing, grammar checking vs paraphrasing, the Superhuman rebrand, and which tool suits students or professionals.</description>
   <category>Comparisons</category>
   <pubDate>Mon, 05 Oct 2026 12:00:00 +0000</pubDate>
   <guid isPermaLink="true">https://ryza.si/guides/grammarly-vs-quillbot</guid>
  </item>
  <item>
   <title>Best Read It Later App in 2026: Pocket Alternatives</title>
   <link>https://ryza.si/guides/best-read-it-later-app</link>
   <description>The best read it later app after Pocket shut down: Instapaper, Readwise Reader, Matter, Raindrop.io and wallabag compared on price, AI, highlights and apps.</description>
   <category>Best of</category>
   <pubDate>Mon, 05 Oct 2026 12:00:00 +0000</pubDate>
   <guid isPermaLink="true">https://ryza.si/guides/best-read-it-later-app</guid>
  </item>
  <item>
   <title>Best Clockwise Alternatives After the Shutdown</title>
   <link>https://ryza.si/guides/clockwise-alternatives</link>
   <description>Clockwise shut down on March 27, 2026. Compare the best Clockwise alternatives, including Reclaim, Motion, Sunsama, Akiflow and free built in calendar options.</description>
   <category>Best of</category>
   <pubDate>Mon, 05 Oct 2026 12:00:00 +0000</pubDate>
   <guid isPermaLink="true">https://ryza.si/guides/clockwise-alternatives</guid>
  </item>
  <item>
   <title>Best AI Email Assistant for Gmail and Outlook</title>
   <link>https://ryza.si/guides/best-ai-email-assistant</link>
   <description>Find the best AI email assistant for Gmail or Outlook. We compare Gemini, Copilot, Superhuman, Shortwave, Spark and SaneBox on price, features and fit.</description>
   <category>Best of</category>
   <pubDate>Mon, 05 Oct 2026 12:00:00 +0000</pubDate>
   <guid isPermaLink="true">https://ryza.si/guides/best-ai-email-assistant</guid>
  </item>
  <item>
   <title>AI Note Taker Device: Plaud, Pocket and Comu Compared</title>
   <link>https://ryza.si/guides/ai-note-taker-device</link>
   <description>Which AI note taker device is worth buying? Plaud Note Pro, Pocket and Comu Note Pro compared on price, free transcription, battery and phone call recording.</description>
   <category>Comparisons</category>
   <pubDate>Mon, 05 Oct 2026 12:00:00 +0000</pubDate>
   <guid isPermaLink="true">https://ryza.si/guides/ai-note-taker-device</guid>
  </item>
  <item>
   <title>Handy adds 601 GitHub stars to lead the week</title>
   <link>https://ryza.si/reports/2026-44</link>
   <description>Handy added 601 GitHub stars between Oct 18 and Oct 26, the biggest gain among the 5 open source tools tracked on Ryza.</description>
   <category>Weekly report</category>
   <pubDate>Mon, 26 Oct 2026 12:00:00 +0000</pubDate>
   <guid isPermaLink="true">https://ryza.si/reports/2026-44</guid>
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  <item>
   <title>Handy adds 570 GitHub stars to lead the week</title>
   <link>https://ryza.si/reports/2026-43</link>
   <description>Handy added 570 GitHub stars between Oct 13 and Oct 21, the biggest gain among the 4 open source tools tracked on Ryza.</description>
   <category>Weekly report</category>
   <pubDate>Wed, 21 Oct 2026 12:00:00 +0000</pubDate>
   <guid isPermaLink="true">https://ryza.si/reports/2026-43</guid>
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  <item>
   <title>Handy adds 482 GitHub stars to lead the week</title>
   <link>https://ryza.si/reports/2026-42</link>
   <description>Handy added 482 GitHub stars between Oct 7 and Oct 12, the biggest gain among the 4 open source tools tracked on Ryza.</description>
   <category>Weekly report</category>
   <pubDate>Mon, 12 Oct 2026 12:00:00 +0000</pubDate>
   <guid isPermaLink="true">https://ryza.si/reports/2026-42</guid>
  </item>
  <item>
   <title>Handy leads Ryza with 33.1k GitHub stars</title>
   <link>https://ryza.si/reports/2026-41</link>
   <description>Handy is the most starred tool on Ryza with 33,098 GitHub stars.</description>
   <category>Weekly report</category>
   <pubDate>Thu, 08 Oct 2026 12:00:00 +0000</pubDate>
   <guid isPermaLink="true">https://ryza.si/reports/2026-41</guid>
  </item>
  <item>
   <title>An architectural comparison of Obsidian Canvas and Heptabase</title>
   <link>https://www.fluxlinks.com/blog/obsidian-canvas-vs-heptabase</link>
   <description>[Hacker News] 34 points · 15 comments</description>
   <source url="https://ryza.si/feed.xml">Hacker News</source>
   <pubDate>Wed, 28 Oct 2026 14:24:20 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:hn-50274139</guid>
  </item>
  <item>
   <title>Survival LLM: AI assistant and emergency library that runs on your own computer</title>
   <link>https://www.brangus.io/survival-llm</link>
   <description>[Hacker News] 516 points · 194 comments</description>
   <source url="https://ryza.si/feed.xml">Hacker News</source>
   <pubDate>Tue, 27 Oct 2026 19:55:06 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:hn-50264853</guid>
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  <item>
   <title>She Worried About Cutting Her Medication Dose. ChatGPT Told Her to Push On</title>
   <link>https://www.nytimes.com/2026/10/27/well/ai-chatgpt-medication-epilepsy-death.html</link>
   <description>[Hacker News] 58 points · 20 comments</description>
   <source url="https://ryza.si/feed.xml">Hacker News</source>
   <pubDate>Tue, 27 Oct 2026 17:49:47 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:hn-50263012</guid>
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  <item>
   <title>Measuring Users' Security and Privacy Concerns About Third Party Community Bots on Discord</title>
   <link>https://arxiv.org/abs/2610.36626v1</link>
   <description>[arXiv] Third party community based bots are central to how social platforms such as Discord work. They moderate content, manage roles, play music, and support AI assisted conversations across millions of servers. Yet when a bot is installed in a server, it can access messages, user prof…</description>
   <source url="https://ryza.si/feed.xml">arXiv</source>
   <pubDate>Tue, 27 Oct 2026 04:31:30 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:arxiv-2610.36626v1</guid>
  </item>
  <item>
   <title>When AI Can Build It, What Should We Assess? Rethinking Evidence of Engineering Competence</title>
   <link>https://arxiv.org/abs/2610.36413v1</link>
   <description>[arXiv] Generative AI can produce code, tests, documentation, and technical explanations that resemble artefacts traditionally used as evidence of student competence, weakening the inference from artefact quality to the engineering capability behind it. We report the redesign and first d…</description>
   <source url="https://ryza.si/feed.xml">arXiv</source>
   <pubDate>Mon, 26 Oct 2026 23:48:18 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:arxiv-2610.36413v1</guid>
  </item>
  <item>
   <title>Your Wish Is My Commit: Over Compliant Refactoring in AI Coding Agents</title>
   <link>https://arxiv.org/abs/2610.36346v1</link>
   <description>[arXiv] Large language models are known to be sycophantic, over complying with users even when doing so is unproductive. When these models act as coding agents, this can be costly: an agent that keeps editing after no edit improves the code writes churn, technical debt, and review burden…</description>
   <source url="https://ryza.si/feed.xml">arXiv</source>
   <pubDate>Mon, 26 Oct 2026 22:12:50 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:arxiv-2610.36346v1</guid>
  </item>
  <item>
   <title>ChatGPT Keeps Telling People 404 Media Can Solve Their Tech Support Problems</title>
   <link>https://www.404media.co/chatgpt-keeps-telling-people-404-media-can-solve-their-tech-support-problems/</link>
   <description>[Hacker News] 262 points · 95 comments</description>
   <source url="https://ryza.si/feed.xml">Hacker News</source>
   <pubDate>Mon, 26 Oct 2026 17:32:16 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:hn-50247630</guid>
  </item>
  <item>
   <title>Show HN: Hob (Open source, on device alternative to Claude Cowork and ChatGPT)</title>
   <link>https://github.com/FrigadeHQ/hob</link>
   <description>[Hacker News] 172 points · 42 comments</description>
   <source url="https://ryza.si/feed.xml">Hacker News</source>
   <pubDate>Mon, 26 Oct 2026 16:12:29 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:hn-50246238</guid>
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  <item>
   <title>Omni-InteractScope: Benchmarking Proactive and Agentic Interaction in Continuous Omnimodal Streams</title>
   <link>https://arxiv.org/abs/2610.35439v1</link>
   <description>[arXiv] Omnimodal large language models (Omni-LLMs) are increasingly expected to assist users while observing continuous audiovisual streams. However, existing evaluations provide limited insight into how reliably these models connect stream evidence and user needs to timely, sustained i…</description>
   <source url="https://ryza.si/feed.xml">arXiv</source>
   <pubDate>Mon, 26 Oct 2026 13:39:48 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:arxiv-2610.35439v1</guid>
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  <item>
   <title>Can LLMs Trust Appropriately? Evaluating Calibrated Reliance on Imperfect Partners</title>
   <link>https://arxiv.org/abs/2610.34107v1</link>
   <description>[arXiv] Large language models increasingly collaborate with humans and peer AI agents whose contributions may be incomplete, inconsistent, or incorrect. Effective collaboration requires calibrated trust, whereby decisions to rely on, verify, or assist a partner adapt rationally as empiri…</description>
   <source url="https://ryza.si/feed.xml">arXiv</source>
   <pubDate>Sun, 25 Oct 2026 07:06:31 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:arxiv-2610.34107v1</guid>
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  <item>
   <title>InteractiveWorld: A Verifiable Human Centric Environment for Building Better Interactive MLLM Assistants</title>
   <link>https://arxiv.org/abs/2610.33966v1</link>
   <description>[arXiv] People have long dreamed of an assistant that is always there to guide them and remind what they forget, from new dishes to lost keys. Powered by multimodal large language models (MLLMs), egocentric AI assistants on wearable devices are bringing this dream within reach: they see …</description>
   <source url="https://ryza.si/feed.xml">arXiv</source>
   <pubDate>Sun, 25 Oct 2026 00:44:29 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:arxiv-2610.33966v1</guid>
  </item>
  <item>
   <title>Measure Before You Train: Typed Decision Models vs. a Classical Baseline vs. a Generative LLM for Routing a Personal Multilingual Inbox</title>
   <link>https://arxiv.org/abs/2610.32955v1</link>
   <description>[arXiv] Personal email agents decide, for every message, what it is, whether it is urgent, whether to draft a reply, create a task, or ignore it. Their error rate is rarely measured: the stored labels were written by the system itself. We present Foyer, a self hosted personal inbox agent…</description>
   <source url="https://ryza.si/feed.xml">arXiv</source>
   <pubDate>Fri, 23 Oct 2026 17:49:43 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:arxiv-2610.32955v1</guid>
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  <item>
   <title>Swedish government offices to ban ChatGPT and Claude</title>
   <link>https://www.sverigesradio.se/artikel/chat-gpt-och-claude-forbjuder-regeringskansliet</link>
   <description>[Hacker News] 324 points · 125 comments</description>
   <source url="https://ryza.si/feed.xml">Hacker News</source>
   <pubDate>Fri, 23 Oct 2026 11:39:54 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:hn-50207405</guid>
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  <item>
   <title>Beyond Correctness: How Novice Software Engineering Students Exercise Oversight of Generative AI</title>
   <link>https://arxiv.org/abs/2610.32118v2</link>
   <description>[arXiv] Generative AI (GenAI) is shifting software engineering students' work from producing artefacts towards evaluating and supervising AI generated outputs. However, little is known about what characteristics students identify in outputs when reporting interventions, or how they exerc…</description>
   <source url="https://ryza.si/feed.xml">arXiv</source>
   <pubDate>Fri, 23 Oct 2026 03:38:17 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:arxiv-2610.32118v2</guid>
  </item>
  <item>
   <title>Who Is Sycophantic to Whom? Confident LLMs, Human Deference, and the Collapse of Trust Calibration</title>
   <link>https://arxiv.org/abs/2610.31579v1</link>
   <description>[arXiv] Research on sycophancy asks whether large language models (LLMs) bend towards what their users want to hear. We ask the reverse question: when an LLM is confident, consistent, and wrong, do users bend towards it? In a within subjects experiment, 32 participants learned up to five…</description>
   <source url="https://ryza.si/feed.xml">arXiv</source>
   <pubDate>Thu, 22 Oct 2026 17:15:59 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:arxiv-2610.31579v1</guid>
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  <item>
   <title>In Browser Human AI Co-Writing for Counterspeech: An Exploratory User Study of Agency, Perceived Response Quality, and Time</title>
   <link>https://arxiv.org/abs/2610.31357v1</link>
   <description>[arXiv] Writing counterspeech that challenges online hate speech can be cognitively and emotionally demanding, whereas fully automated generation may weaken users' sense of voice and responsibility. We present an in browser AI assisted co-writing tool that enables users to contribute the…</description>
   <source url="https://ryza.si/feed.xml">arXiv</source>
   <pubDate>Thu, 22 Oct 2026 14:37:33 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:arxiv-2610.31357v1</guid>
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  <item>
   <title>Making Generative AI Workable at Work: Accountability, Localization, and Representation in Kenyan and Nigerian Small Businesses</title>
   <link>https://arxiv.org/abs/2610.31344v1</link>
   <description>[arXiv] Generative AI is widely framed as democratizing skilled work by lowering the barrier to producing professional output. Drawing on 21 semi structured interviews with 27 workers across 21 small and medium sized businesses (SMBs) in Kenya and Nigeria (July to October 2023), we find …</description>
   <source url="https://ryza.si/feed.xml">arXiv</source>
   <pubDate>Thu, 22 Oct 2026 14:26:52 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:arxiv-2610.31344v1</guid>
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  <item>
   <title>CoWriter: Guiding Methodological and Synergetic Human LLM Co-Authoring</title>
   <link>https://arxiv.org/abs/2610.31277v1</link>
   <description>[arXiv] While LLMs have transformed text generation, standard chat and canvas interfaces often reduce human authoring to quite passive supervision, causing review fatigue, over reliance on AI, and the sidelining of the human role in long form, source grounded writing. Prior systems typic…</description>
   <source url="https://ryza.si/feed.xml">arXiv</source>
   <pubDate>Thu, 22 Oct 2026 13:45:47 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:arxiv-2610.31277v1</guid>
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  <item>
   <title>Metacognitive Scaffolds Create Productive Friction for AI Assisted Knowledge Work</title>
   <link>https://arxiv.org/abs/2610.30945v1</link>
   <description>[arXiv] Generative AI imposes new metacognitive demands on knowledge workers as their work shifts from production to planning, evaluation, and orchestration. In a randomized, between subjects experiment on AI assisted writing (297 workers, 594 essays), we test dynamically generated metac…</description>
   <source url="https://ryza.si/feed.xml">arXiv</source>
   <pubDate>Thu, 22 Oct 2026 08:59:24 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:arxiv-2610.30945v1</guid>
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  <item>
   <title>Abstract Priorities, Concrete Rewards: How Stated Preferences Relate to What People Reward in AI Responses</title>
   <link>https://arxiv.org/abs/2610.30763v1</link>
   <description>[arXiv] AI assistants built on large language models (LLMs) are trained on human feedback and increasingly personalized to users' stated preferences. Yet how closely these preferences reflect what people reward in responses remains unclear. We compare stated and revealed preferences in t…</description>
   <source url="https://ryza.si/feed.xml">arXiv</source>
   <pubDate>Thu, 22 Oct 2026 05:34:33 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:arxiv-2610.30763v1</guid>
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  <item>
   <title>Beyond Better Ideas: How Human AI Collaboration Shapes Scientific Ideas and Human Perceptions</title>
   <link>https://arxiv.org/abs/2610.30568v1</link>
   <description>[arXiv] As AI increasingly becomes a collaborator in scientific research, its impact may extend beyond improving ideas to reshaping how they are evaluated, attributed, and perceived by humans. Yet existing research has largely examined these dimensions in isolation. We present a unified …</description>
   <source url="https://ryza.si/feed.xml">arXiv</source>
   <pubDate>Thu, 22 Oct 2026 00:53:21 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:arxiv-2610.30568v1</guid>
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  <item>
   <title>Scriptorium: System Design and Implementation of a Multi Human, Multi AI Collaborative Digital Library Search Platform</title>
   <link>https://arxiv.org/abs/2610.28929v2</link>
   <description>[arXiv] This technical report documents the design and implementation of Scriptorium, a digital library search interface designed to support multihuman, multi AI collaboration: full cross user transparency of search activity combined with a Manager--Worker architecture of seven role spe…</description>
   <source url="https://ryza.si/feed.xml">arXiv</source>
   <pubDate>Tue, 20 Oct 2026 21:06:13 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:arxiv-2610.28929v2</guid>
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  <item>
   <title>On AI writing</title>
   <link>https://www.bolkunov.com/p/on-ai-writing</link>
   <description>[Hacker News] 96 points · 62 comments</description>
   <source url="https://ryza.si/feed.xml">Hacker News</source>
   <pubDate>Tue, 20 Oct 2026 19:55:11 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:hn-50171771</guid>
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  <item>
   <title>Show HN: Qwen3-4B with the AI writing tics trained out</title>
   <link>https://100toolkit.com/blog/deslop-model/</link>
   <description>[Hacker News] 158 points · 113 comments</description>
   <source url="https://ryza.si/feed.xml">Hacker News</source>
   <pubDate>Mon, 19 Oct 2026 13:00:47 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:hn-50151928</guid>
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  <item>
   <title>How Far Will AI Assistants Go for a Refund They Can't Get?</title>
   <link>https://www.vals.ai/blogs/impossible-refund</link>
   <description>[Hacker News] 108 points · 126 comments</description>
   <source url="https://ryza.si/feed.xml">Hacker News</source>
   <pubDate>Sun, 18 Oct 2026 12:22:58 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:hn-50140462</guid>
  </item>
  <item>
   <title>ChatGPT Targets Ads to You Based on Your Prompts, Phone Number, and Email</title>
   <link>https://www.404media.co/how-chatgpt-targets-ads-to-you-based-on-your-prompts-phone-number-and-email/</link>
   <description>[Hacker News] 42 points · 7 comments</description>
   <source url="https://ryza.si/feed.xml">Hacker News</source>
   <pubDate>Thu, 15 Oct 2026 13:31:01 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:hn-50103427</guid>
  </item>
  <item>
   <title>Show HN: Sayso, free open source dictation for Mac, Windows, and Linux</title>
   <link>https://github.com/watzon/sayso</link>
   <description>[Hacker News] 25 points · 11 comments</description>
   <source url="https://ryza.si/feed.xml">Hacker News</source>
   <pubDate>Tue, 13 Oct 2026 15:56:30 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:hn-50073755</guid>
  </item>
  <item>
   <title>Show HN: BetterWispr (Free, open source dictation for Mac)</title>
   <link>https://betterwispr.com/</link>
   <description>[Hacker News] 220 points · 128 comments</description>
   <source url="https://ryza.si/feed.xml">Hacker News</source>
   <pubDate>Sun, 11 Oct 2026 12:01:28 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:hn-50042333</guid>
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  <item>
   <title>Iranian campaign planted fake articles in real U.S. publications using ChatGPT</title>
   <link>https://www.washingtonpost.com/technology/2026/10/09/chatgpt-users-iran-planted-ai-generated-articles-us-news-media/</link>
   <description>[Hacker News] 196 points · 173 comments</description>
   <source url="https://ryza.si/feed.xml">Hacker News</source>
   <pubDate>Fri, 09 Oct 2026 12:21:24 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:hn-50019455</guid>
  </item>
  <item>
   <title>I'm not paying $20 for ChatGPT or Claude because a free local LLM does</title>
   <link>https://www.xda-developers.com/im-not-paying-20-for-chatgpt-claude-or-gemini-because-a-free-local-llm-does-everything-i-need/</link>
   <description>[Hacker News] 52 points · 22 comments</description>
   <source url="https://ryza.si/feed.xml">Hacker News</source>
   <pubDate>Wed, 07 Oct 2026 18:19:03 +0000</pubDate>
   <guid isPermaLink="false">ryza.si:hn-49996713</guid>
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