<rss version="2.0" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Hacker News: logged4upvoting</title><link>https://news.ycombinator.com/user?id=logged4upvoting</link><description>Hacker News RSS</description><docs>https://hnrss.org/</docs><generator>hnrss v2.1.1</generator><lastBuildDate>Mon, 15 Jun 2026 10:29:54 +0000</lastBuildDate><atom:link href="https://hnrss.org/user?id=logged4upvoting" rel="self" type="application/rss+xml"></atom:link><item><title><![CDATA[LLM suppliers should offer PR scoped ephemeral keys]]></title><description><![CDATA[
<p>LLMs make PRs cheaper to create than to review (many to one relationship).<p>In my case, as a repo maintainer, I usually run my prompts and workflow to review a lot of the code that comes in, and I end up paying for every unsolicited PR.<p>I was wondering: why don't LLM suppliers support ephemeral, PR-scoped usage keys funded by the contributor? Like a review bond.<p>For example: usable only by the maintainer, only for this repo/PR, hard capped at a low $ amount or N tokens, with a short expiry. Enough to run the maintainer's review workflow without making review cost entirely one sided.<p>Why isn't this billing type offered by any major player?<p>ps: inspired by the thread (https://news.ycombinator.com/item?id=48497609) about asking for human attention and demonstrating human effort, a kind of "proof of work", this case could be classified as an "attention bond".</p>
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<p>Comments URL: <a href="https://news.ycombinator.com/item?id=48503555">https://news.ycombinator.com/item?id=48503555</a></p>
<p>Points: 1</p>
<p># Comments: 0</p>
]]></description><pubDate>Fri, 12 Jun 2026 12:57:01 +0000</pubDate><link>https://news.ycombinator.com/item?id=48503555</link><dc:creator>logged4upvoting</dc:creator><comments>https://news.ycombinator.com/item?id=48503555</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=48503555</guid></item><item><title><![CDATA[New comment by logged4upvoting in "Disagreement Among Frontier LLMs on Real-World Fact-Checks"]]></title><description><![CDATA[
<p>That is not true, over an extended task that you cannot keep complete in memory humans do not behave with 100% consistency.<p>I have labeled datasets with a human team and shown the same task to the same user on a different day, and they answered differently. Of course, they are usually consistent with themselves most of the time but not always.</p>
]]></description><pubDate>Thu, 28 May 2026 15:00:00 +0000</pubDate><link>https://news.ycombinator.com/item?id=48309917</link><dc:creator>logged4upvoting</dc:creator><comments>https://news.ycombinator.com/item?id=48309917</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=48309917</guid></item><item><title><![CDATA[Shortcuts Playground: Create Apple Shortcuts with Claude Code/Codex]]></title><description><![CDATA[
<p>Article URL: <a href="https://www.macstories.net/stories/introducing-shortcuts-playground/">https://www.macstories.net/stories/introducing-shortcuts-playground/</a></p>
<p>Comments URL: <a href="https://news.ycombinator.com/item?id=48239460">https://news.ycombinator.com/item?id=48239460</a></p>
<p>Points: 3</p>
<p># Comments: 0</p>
]]></description><pubDate>Fri, 22 May 2026 18:21:08 +0000</pubDate><link>https://www.macstories.net/stories/introducing-shortcuts-playground/</link><dc:creator>logged4upvoting</dc:creator><comments>https://news.ycombinator.com/item?id=48239460</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=48239460</guid></item><item><title><![CDATA[New comment by logged4upvoting in "Self-Hosted 110: Google Photos Replacement [audio]"]]></title><description><![CDATA[
<p>What it would be interesting is a photo service back-end that can completely run with encrypted files in the server, like iCloud with Advance Data Protection.<p>All the processing is done on-device (phone) and the server is just for distribution</p>
]]></description><pubDate>Fri, 17 Nov 2023 20:24:25 +0000</pubDate><link>https://news.ycombinator.com/item?id=38309539</link><dc:creator>logged4upvoting</dc:creator><comments>https://news.ycombinator.com/item?id=38309539</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=38309539</guid></item></channel></rss>