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#context

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Hacker News<p>Context Engineering Guide</p><p><a href="https://nlp.elvissaravia.com/p/context-engineering-guide" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">nlp.elvissaravia.com/p/context</span><span class="invisible">-engineering-guide</span></a></p><p><a href="https://mastodon.social/tags/HackerNews" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>HackerNews</span></a> <a href="https://mastodon.social/tags/Context" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Context</span></a> <a href="https://mastodon.social/tags/Engineering" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Engineering</span></a> <a href="https://mastodon.social/tags/Guide" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Guide</span></a> <a href="https://mastodon.social/tags/ContextEngineering" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ContextEngineering</span></a> <a href="https://mastodon.social/tags/NLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>NLP</span></a> <a href="https://mastodon.social/tags/Guide" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Guide</span></a> <a href="https://mastodon.social/tags/Elvissaravia" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Elvissaravia</span></a> <a href="https://mastodon.social/tags/HackerNews" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>HackerNews</span></a></p>
Different Than<p>In case it's useful: <a href="https://infosec.exchange/tags/Context" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Context</span></a> is critical. The way a group of people behave is always, always heavily context dependent. This seems relevant to some things people say on the internet...</p><p>"Trans people have higher rates of stress-related mental illnesses" - Right now, yes, while most of our societies demonize them and work to take away their basic rights. Let's try full LGBTQIA+ equality and see how trans people do.</p><p>"Only X% of people say they have nonbinary gender, trans identity, non-straight sexuality, or other LGBTQIA+ identity/experiences" - OK, yes, while nearly every person on earth lives in a society that marginalizes or demonizes sexual/gender minorities (I've seen X quoted as "under 5%", "under 10%", etc.). Thhose numbers will change as we make the world safer for people to express identities outside the prescribed dominant categories.</p><p>"Fascism has an advantage in economic downturns" - For now, when extractive/exploitative capitalist systems dominate the world. I wonder if this will still be true when we make all of our governments more humane.</p><p>"UBI is amazingly successful" - For now, yes, while small groups receive UBI in the context of mostly capitalist systems. Let's guarantee everyone a living income and then see.</p><p>"Women have better outcomes as political and corporate leaders" - Maybe. They certainly seem to right now, while most women (and eveyrone else) are raised in patriarchal cultures. Let's make equality actually happen and then see.</p><p>"Women are more interested in social issues while men are more interested in physical and power-dynamic issues" - Possibly true only while we acculturate women this way (there's actually cool empirical evidence suggesting this is not innate)</p><p>"Brown, Black, female, and queer people focus on community and justice while cis/het white male people focus on 'the bottom line' and 'concrete' outcomes" - Evidence that this stops being true when various kinds of inequality stop being the norm.</p><p>And so on. </p><p><a href="https://infosec.exchange/tags/BigThoughts" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>BigThoughts</span></a> <a href="https://infosec.exchange/tags/gender" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>gender</span></a> <a href="https://infosec.exchange/tags/lgbtqia" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>lgbtqia</span></a> <a href="https://infosec.exchange/tags/race" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>race</span></a> <a href="https://infosec.exchange/tags/socialJustice" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>socialJustice</span></a> <a href="https://infosec.exchange/tags/ubi" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ubi</span></a> <a href="https://infosec.exchange/tags/feminism" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>feminism</span></a></p>
🧿🪬🍄🌈🎮💻🚲🥓🎃💀🏴🛻🇺🇸<p><a href="https://mastodon.social/tags/ContextEngineering" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ContextEngineering</span></a> - Unlocking <a href="https://mastodon.social/tags/AgenticAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AgenticAI</span></a>’s True Potential</p><p>&gt; Today's <a href="https://mastodon.social/tags/LLMs" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LLMs</span></a> are far more complex with context size of millions of tokens and the ability for calling external systems, tools, and even <a href="https://mastodon.social/tags/agentic" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>agentic</span></a> orchestration with multi-agent <a href="https://mastodon.social/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AI</span></a> systems. <a href="https://mastodon.social/tags/Context" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Context</span></a> has therefore evolved beyond the prompt to include System Prompt, User Input/Prompt, Memory, Retrieved Information (<a href="https://mastodon.social/tags/RAG" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RAG</span></a> etc.), information on tools (<a href="https://mastodon.social/tags/MCP" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MCP</span></a>), responses from tools, and structured output format</p><p><a href="https://deepgains.substack.com/p/context-engineering-unlocking-agentic" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">deepgains.substack.com/p/conte</span><span class="invisible">xt-engineering-unlocking-agentic</span></a></p>
mossyrua<p><span class="h-card" translate="no"><a href="https://dice.camp/@johnzajac" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>johnzajac</span></a></span> </p><p>There are 15M Jews on the planet. That’s it, that’s all. 15 million. </p><p>For context, there are 32 million Irish Americans in America and 82 million in the Irish world wide diaspora. </p><p><a href="https://mastodon.ie/tags/context" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>context</span></a></p>
Felix Palmen :freebsd: :c64:<p>Solved! 🥳 </p><p>This was a pretty "interesting" bug. Remember when I invented a way to implement <a href="https://mastodon.bsd.cafe/tags/async" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>async</span></a> / <a href="https://mastodon.bsd.cafe/tags/await" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>await</span></a> in <a href="https://mastodon.bsd.cafe/tags/C" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>C</span></a>, for jobs running on a threadpool. Back then I said it only works when completion of the task resumes execution on the *same* pool thread.</p><p>Trying to improve overall performance, I found the complex logic to identify the thread job to put on a pool thread a real deal-breaker. Just having one single MPMC queue with a single semaphore for all pool threads to wait on is a lot more efficient. But then, a job continued after an awaited task will resume on a "random" thread.</p><p>It theoretically works by making sure to restore the CORRECT context (the original one of the pool thread) every time after executing a job, whether partially (up to the next await) or completely.</p><p>Only it didn't, at least here on <a href="https://mastodon.bsd.cafe/tags/FreeBSD" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>FreeBSD</span></a>, and I finally understood the reason for this was that I was using <a href="https://mastodon.bsd.cafe/tags/TLS" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TLS</span></a> (thread-local storage) to find the context to restore.</p><p>Well, most architectures store a pointer to the current thread metadata in a register. <a href="https://mastodon.bsd.cafe/tags/POSIX" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>POSIX</span></a> user <a href="https://mastodon.bsd.cafe/tags/context" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>context</span></a> <a href="https://mastodon.bsd.cafe/tags/switching" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>switching</span></a> saves and restores registers. I found a source claiming that the <a href="https://mastodon.bsd.cafe/tags/Linux" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Linux</span></a> (<a href="https://mastodon.bsd.cafe/tags/glibc" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>glibc</span></a>) implementation explicitly does NOT include the register holding a thread pointer. Obviously, <a href="https://mastodon.bsd.cafe/tags/FreeBSD" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>FreeBSD</span></a>'s implementation DOES include it. POSIX doesn't have to say anything about that.</p><p>In short, avoiding TLS accesses when running with a custom context solved the crash. 🤯</p>
JJ :blobblackcat:<p><span class="h-card" translate="no"><a href="https://mastodon.social/@mcc" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>mcc</span></a></span> some options you may or may not be aware of:</p><ul><li>switch to librewolf (recommend!)</li><li>set <code>extensions.pocket.enabled</code> to false in <code>about:config</code></li><li>set <code>toolkit.legacyUserProfileCustomizations.stylesheets</code> to true in <code>about:config</code> and put <code>#context-savelinktopocket { display: none }</code> in <code>&lt;firefox-profile&gt;/chrome/userChrome.css</code></li></ul><p>this last one lets you hide a bunch of junk in right click menus. my current settings:</p><pre><code>#context-navigation,<br>#context-sep-navigation,<br>#context-sendimage,<br>#context-print-selection,<br>#context-bookmarklink,<br>#context-stripOnShareLink,<br>#context-take-screenshot,<br>#context-sep-screenshots,<br>#context-searchselect,<br>#context-searchselect-private,<br>#context-translate-selection,<br>#context-ask-chat,<br>#frame-sep,<br>#context-savelinktopocket,<br>#context-sendlinktodevice,<br>#context-sep-sendlinktodevice,<br>#context-viewpartialsource-selection,<br>#context-inspect-a11y,<br>#sidebarRevampSeparator<br>{<br> display: none;<br>}<br></code></pre>
Michael Fenichel<p>&gt; Top Stories to Watch/See - in the <a href="https://mastodon.social/tags/MSM" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MSM</span></a> / <a href="https://mastodon.social/tags/media" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>media</span></a> / <a href="https://mastodon.social/tags/FreeSpeech" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>FreeSpeech</span></a> realm</p><p>CBS &amp; PBS <br>1/2</p><p><a href="https://mastodon.social/tags/Context" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Context</span></a> - <br>CBS has had its famed *60 Minutes* trophy 'news' show, shifted &amp; shamed:<br><a href="https://www.alternet.org/60-minutes-host-launches-blistering-on-air-on-bosses-for-bending-to-trump/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">alternet.org/60-minutes-host-l</span><span class="invisible">aunches-blistering-on-air-on-bosses-for-bending-to-trump/</span></a> </p><p>As told by long-time reporter Scott Pelley. the executive producer has left, out of conscience &amp; concerns about the apparent bending of principles to help corporate Paramount be seen favorably by a tyrannical, <a href="https://mastodon.social/tags/corrupt" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>corrupt</span></a> &amp; <a href="https://mastodon.social/tags/truth" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>truth</span></a> -averse Administration. Kissing the Ministry of <a href="https://mastodon.social/tags/Truth" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Truth</span></a> &amp; <a href="https://mastodon.social/tags/Disinformation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Disinformation</span></a>.</p>
JdeB<p><a href="https://climatejustice.social/tags/USpolitics" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>USpolitics</span></a> <a href="https://climatejustice.social/tags/WallStreet" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>WallStreet</span></a> <a href="https://climatejustice.social/tags/Context" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Context</span></a></p><p>"I’m not making up facts and figures, I’m using my expertise to digest information + provide context!" [ ± 1-3 min]<br>by YourRichBFF [Apr 8</p><p><a href="https://www.youtube.com/shorts/rgHviRxvjGI" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="">youtube.com/shorts/rgHviRxvjGI</span><span class="invisible"></span></a> </p><p><a href="https://climatejustice.social/tags/USbeware" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>USbeware</span></a> <a href="https://climatejustice.social/tags/FascistsAreHere" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>FascistsAreHere</span></a> <br><a href="https://climatejustice.social/tags/TimeToResist" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TimeToResist</span></a> <a href="https://climatejustice.social/tags/FightOligarchy" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>FightOligarchy</span></a><br><a href="https://climatejustice.social/tags/CapitalismIsFailingYou" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>CapitalismIsFailingYou</span></a></p>
🍄🇪🇺ashtime🇪🇺🍄<p><span class="h-card" translate="no"><a href="https://mastodon.ie/@bullivant" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>bullivant</span></a></span> Shame that they didn’t explain the outcome: shortages of food and basic goods like oil, which in turn accelerated the execution of ‘Lebensraum’ politics and imperial expansion for resources. <a href="https://mastodon.social/tags/context" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>context</span></a> matters</p>
Futurist Jim Carroll<p>"Bumper sticker explanations of complicated issues are usually wildly inaccurate!" - Futurist Jim Carroll</p><p>There are a lot of people with instant insight on everything and yet who are experts at nothing.</p><p>Isn't that the way it goes?</p><p>If you spend any time talking with anyone today, it would seem that they are suddenly experts on tariffs and their impact on regional, national, and local economies. Everyone is offering up concise statements of what it means, where it will go, and what will happen. I prefer to listen to global trade experts and economists - folks who are trained in this stuff. In the same way, I'd rather listen to a PhD in vaccine medicine than some quack who gets his information off an obscure conspiracy theorist's Website.</p><p>That's why ideas like "trickle-down economics will work" statements are always such a false promise. The notion that tax cuts for the wealthy and corporations automatically benefit everyone has been repeatedly challenged by economic research showing limited "trickle-down" effects and increasing wealth inequality. And yet the bumper sticker wisdom lives on.</p><p>Why does this happen?</p><p>"Bumper sticker" phrases - catchy one-liners about complex issues - sacrifice accuracy for memorability. They fail to address the multiple perspectives, historical context, systemic factors, competing values, and technical details that complex problems involve. They often aren't based on much more than opinions.</p><p>The fact is, oversimplifying leads to:</p><p>- Overlooking cause-effect complexities</p><p>- Creating false either/or scenarios</p><p>- Substituting emotion for analysis</p><p>- Reinforcing existing beliefs</p><p>Good leaders know when simplicity works and when issues demand a deeper explanation. They engage with complexity and guide others through it thoughtfully. They also know that while bumper-sticker wisdom can be popular, it causes more problems than good.</p><p>Ironically, my statement about bumper stickers is itself a bumper sticker - though one that points out its limitations!</p><p>Perhaps we need simple reminders to look beyond simplicity.<br>**<a href="https://futurist.info/tags/Complexity" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Complexity</span></a>** **<a href="https://futurist.info/tags/Nuance" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Nuance</span></a>** **<a href="https://futurist.info/tags/Understanding" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Understanding</span></a>** **<a href="https://futurist.info/tags/Context" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Context</span></a>** **<a href="https://futurist.info/tags/Depth" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Depth</span></a>** **<a href="https://futurist.info/tags/Oversimplification" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Oversimplification</span></a>** **<a href="https://futurist.info/tags/Analysis" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Analysis</span></a>** **<a href="https://futurist.info/tags/Thinking" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Thinking</span></a>** **<a href="https://futurist.info/tags/Perspective" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Perspective</span></a>** **<a href="https://futurist.info/tags/Knowledge" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Knowledge</span></a>**</p><p>Futurist Jim Carroll is willing to admit that perhaps many of his Daily Inspiration posts contain bumper-sticker wisdom. He lives and owns the contradiction.</p><p>Original post: <a href="https://jimcarroll.com/2025/04/decoding-tomorrow-your-daily-future-inspiration-bumper-sticker-explanations-of-complicated-issues-are-usually-wildly-inaccurate/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">jimcarroll.com/2025/04/decodin</span><span class="invisible">g-tomorrow-your-daily-future-inspiration-bumper-sticker-explanations-of-complicated-issues-are-usually-wildly-inaccurate/</span></a></p>
Paul Houle<p>😨 AI emotion detection may fall short: Study finds real-life fear is communicated through context, not facial cues</p><p><a href="https://medicalxpress.com/news/2025-03-ai-emotion-fall-short-real.html" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">medicalxpress.com/news/2025-03</span><span class="invisible">-ai-emotion-fall-short-real.html</span></a></p><p><a href="https://mastodon.social/tags/fear" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>fear</span></a> <a href="https://mastodon.social/tags/emotions" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>emotions</span></a> <a href="https://mastodon.social/tags/face" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>face</span></a> <a href="https://mastodon.social/tags/expression" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>expression</span></a> <a href="https://mastodon.social/tags/psychology" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>psychology</span></a> <a href="https://mastodon.social/tags/context" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>context</span></a></p>
-0--1-<p>Just read an article in @DeutscheWelle. Thought I'd add some <a href="https://mastodon.social/tags/Biology" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Biology</span></a> <a href="https://mastodon.social/tags/Context" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Context</span></a>. <a href="https://dw.com/en/whale-swallows-kayaker-in-chile-then-spits-him-out/a-71602790" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">dw.com/en/whale-swallows-kayak</span><span class="invisible">er-in-chile-then-spits-him-out/a-71602790</span></a></p>
Joe Hill 🇵🇸🇺🇦<p><span class="h-card" translate="no"><a href="https://mastodon.social/@MugsysRapSheet" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>MugsysRapSheet</span></a></span> <br>ProTip: in the future, please include this picture and the hashtag <a href="https://union.place/tags/PhonyStark" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PhonyStark</span></a> in any post re: Musk or any of his companies. <a href="https://union.place/tags/Context" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Context</span></a></p>
Michael Fenichel<p><span class="h-card" translate="no"><a href="https://c.im/@shansterable" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>shansterable</span></a></span> </p><p>This is in itself alarming, &amp; a challenge to agencies, science etc. Hate to say - on Christmas! - but this is <a href="https://mastodon.social/tags/context" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>context</span></a> for what some very wise journalists &amp; social scientists / <a href="https://mastodon.social/tags/media" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>media</span></a> watchers are saying: </p><p>One of the most worrisome things under the incoming, anti-science, anti-logic, anti- <a href="https://mastodon.social/tags/truth" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>truth</span></a> ers, is: "What if", in particular, we see a bona fide pandemic engulfing our country (besides <a href="https://mastodon.social/tags/TrumpVirus" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TrumpVirus</span></a> the original) - WHAT IF an RFK &amp; DJT &amp; Musk triumvirate say it's fake? Deja vu?</p>
katzenberger 🇺🇦<p>Chris Corrigan <span class="h-card" translate="no"><a href="https://mstdn.ca/@chriscorrigan" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>chriscorrigan</span></a></span> on <a href="https://mastodon.de/tags/participation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>participation</span></a> and <a href="https://mastodon.de/tags/DecisionMaking" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DecisionMaking</span></a>: </p><p>»The exercise of engagement is often window dressing. It can result in hundreds and hundreds of text answers on qualitative surveys that have no rhyme nor reason to them. Comments like “fix the potholes on Elm Street” don’t mean anything without <a href="https://mastodon.de/tags/context" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>context</span></a>, even if a bunch of people say them. […]</p><p><a href="https://mastodon.de/tags/Election" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Election</span></a> success now is about saying you will do a thing, then doing something and successfully externalizing all the bits that didn’t work so you can take credit for the small thing you did. If people buy what you are selling, you will get re-elected.[…]</p><p>But there are ways out of this state of affairs.« </p><p><a href="https://www.chriscorrigan.com/parkinglot/community-is-participatory/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">chriscorrigan.com/parkinglot/c</span><span class="invisible">ommunity-is-participatory/</span></a></p>
Chuck Darwin<p>Content moderation is, inherently, a subjective practice. </p><p>Despite some people’s desire to have content moderation be more scientific and objective, that’s impossible. </p><p>By definition, content moderation is always going to rely on judgment calls, <br>and many of the judgment calls will end up in gray areas where lots of people’s opinions may differ greatly. </p><p>Indeed, one of the problems of content moderation that we’ve highlighted over the years is that to make good decisions you often need a tremendous amount of <a href="https://c.im/tags/context" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>context</span></a>, <br>and there’s simply no way to adequately provide that at scale in a manner that actually works. </p><p>That is, when doing content moderation at scale, you need to set rules, <br>but rules leave little to no room for understanding context and applying it appropriately. </p><p>And thus, you get lots of crazy edge cases that end up looking bad.</p><p>We’ve seen this directly. </p><p>Last year, when we turned an entire conference of “content moderation” specialists into content moderators for an hour, <br>we found that there were exactly zero cases where we could get all attendees to agree on what should be done in any of the eight cases we presented.</p><p>Further, people truly underestimate the impact that “<a href="https://c.im/tags/scale" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>scale</span></a>” has on this equation. </p><p>Getting 99.9% of content moderation decisions at an “acceptable” level probably works fine for situations when you’re dealing with 1,000 moderation decisions per day, <br>but large platforms are dealing with way more than that. </p><p>If you assume that there are 1 million decisions made every day, <br>even with 99.9% “accuracy” <br>(and, remember, there’s no such thing, given the points above), <br>you’re still going to “miss” 1,000 calls. </p><p>But 1 million is nothing. <br>On Facebook alone a recent report noted that there are 350 million photos uploaded every single day. </p><p>And that’s just photos. <br>If there’s a 99.9% accuracy rate, <br>it’s still going to make “mistakes” on 350,000 images. <br>Every. Single. Day. </p><p>So, add another 350,000 mistakes the next day. And the next. And the next. And so on.</p><p>And, even if you could achieve such high “accuracy” and with so many mistakes, <br>it wouldn’t be difficult for, say, a journalist to go searching and find a bunch of those mistakes <br>— and point them out. </p><p>This will often come attached to a line like <br>“well, if a reporter can find those bad calls, why can’t Facebook?” <br>which leaves out that Facebook DID find that other 99.9%. </p><p>Obviously, these numbers are just illustrative, but the point stands that when you’re doing content moderation at scale, <br>the scale part means that even if you’re very, very, very, very good, you will still make a ridiculous number of mistakes in absolute numbers every single day.</p><p>So while I’m all for exploring different approaches to content moderation, <br>and see no issue with people calling out failures when they (frequently) occur, <br>it’s important to recognize that there is no perfect solution to content moderation, <br>and any company, no matter how thoughtful and deliberate and careful is going to make mistakes. </p><p>Because that’s <a href="https://c.im/tags/Masnick" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Masnick</span></a>’s <a href="https://c.im/tags/Impossibility" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Impossibility</span></a> <a href="https://c.im/tags/Theorem" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Theorem</span></a> <br>— and unless you can disprove it, we’re going to assume it’s true<br><a href="https://www.techdirt.com/2019/11/20/masnicks-impossibility-theorem-content-moderation-scale-is-impossible-to-do-well/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">techdirt.com/2019/11/20/masnic</span><span class="invisible">ks-impossibility-theorem-content-moderation-scale-is-impossible-to-do-well/</span></a></p>
Hraban (fiëé visuëlle)<p>Wow, a British <a href="https://literatur.social/tags/ConTeXt" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ConTeXt</span></a> user thanks with £100 for my “docx2ctx”* script that helped him finish a big project in time and that I slightly adapted to his needs.<br>AFAIR I never got paid for my open source contributions before. 🤑</p><p>*) <a href="https://codeberg.org/fiee/context-tools/src/branch/master/docx2ctx" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">codeberg.org/fiee/context-tool</span><span class="invisible">s/src/branch/master/docx2ctx</span></a></p><p><a href="https://literatur.social/tags/TeXConTeXt" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TeXConTeXt</span></a> <a href="https://literatur.social/tags/docx" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>docx</span></a> <a href="https://literatur.social/tags/opensource" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>opensource</span></a></p>
CM Thiede<p><span class="h-card" translate="no"><a href="https://mstdn.social/@grrlscientist" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>grrlscientist</span></a></span> <a href="https://social.vivaldi.net/tags/film" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>film</span></a> scene providing greater <a href="https://social.vivaldi.net/tags/context" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>context</span></a> from <a href="https://social.vivaldi.net/tags/rambo" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>rambo</span></a> <a href="https://social.vivaldi.net/tags/firstBlood" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>firstBlood</span></a> 1982</p><p><a href="https://social.vivaldi.net/tags/unchecked" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>unchecked</span></a> <a href="https://social.vivaldi.net/tags/power" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>power</span></a> only causes <a href="https://social.vivaldi.net/tags/death" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>death</span></a> and <a href="https://social.vivaldi.net/tags/destruction" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>destruction</span></a> for all.</p><p>Never give a <a href="https://social.vivaldi.net/tags/child" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>child</span></a> a <a href="https://social.vivaldi.net/tags/bazooka" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>bazooka</span></a> </p><p><a href="https://youtu.be/KfycFCTm8yU" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">youtu.be/KfycFCTm8yU</span><span class="invisible"></span></a></p><p><a href="https://social.vivaldi.net/tags/movies" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>movies</span></a> <a href="https://social.vivaldi.net/tags/AntiEstablishment" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AntiEstablishment</span></a></p>
Ab<p>Love out of freedom<br>of thoughts gives a relation<br>much more cohesion</p><p><a href="https://mastodon.nl/tags/MastoPrompt" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MastoPrompt</span></a><br><a href="https://mastodon.nl/tags/context" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>context</span></a><br><a href="https://mastodon.nl/tags/haiku" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>haiku</span></a> <br><a href="https://mastodon.nl/tags/senryu" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>senryu</span></a><br><a href="https://mastodon.nl/tags/poetry" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>poetry</span></a><br><a href="https://mastodon.nl/tags/SmallPoems" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SmallPoems</span></a> <br><a href="https://mastodon.nl/tags/writing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>writing</span></a> <br><a href="https://mastodon.nl/tags/music" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>music</span></a> </p><p><span class="h-card" translate="no"><a href="https://mastodon.scot/@stevencudahy" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>stevencudahy</span></a></span> </p><p><a href="https://youtu.be/FseuxxcTlvA?si=QJBvZp-J2xWyLH7z" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">youtu.be/FseuxxcTlvA?si=QJBvZp</span><span class="invisible">-J2xWyLH7z</span></a></p>
Ab<p>When Summer ends and<br>dark wins time, ambience connects<br>with indoor warmness</p><p><a href="https://mastodon.nl/tags/MastoPrompt" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MastoPrompt</span></a><br><a href="https://mastodon.nl/tags/context" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>context</span></a><br><a href="https://mastodon.nl/tags/dailyhaikuprompt" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>dailyhaikuprompt</span></a> <br><a href="https://mastodon.nl/tags/NightChill" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>NightChill</span></a> <br><a href="https://mastodon.nl/tags/haiku" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>haiku</span></a> <br><a href="https://mastodon.nl/tags/senryu" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>senryu</span></a><br><a href="https://mastodon.nl/tags/poetry" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>poetry</span></a><br><a href="https://mastodon.nl/tags/SmallPoems" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SmallPoems</span></a> <br><a href="https://mastodon.nl/tags/writing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>writing</span></a> <br><a href="https://mastodon.nl/tags/photography" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>photography</span></a> </p><p><span class="h-card" translate="no"><a href="https://mastodon.scot/@stevencudahy" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>stevencudahy</span></a></span> <span class="h-card" translate="no"><a href="https://mastodon.world/@dailyhaikuprompt" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>dailyhaikuprompt</span></a></span> </p><p>Love at the fireplace - (unknown photographer)</p>