{"person_view":{"person":{"id":18039211,"name":"danzabia","display_name":"danzania","banned":false,"published":"2025-06-01T01:52:02.476822Z","actor_id":"https://infosec.pub/u/danzabia","local":false,"deleted":false,"bot_account":false,"instance_id":86},"counts":{"person_id":18039211,"post_count":1,"comment_count":19},"is_admin":false},"site":{"id":73,"name":"Infosec.Pub","sidebar":"To support infosec.pub, please consider donating through one of the following services: \n\nPaypal: jerry@infosec.exchange\n\nKo-Fi: [https://ko-fi.com/infosecexchange](https://ko-fi.com/infosecexchange)\n\nPatreon: [https://www.patreon.com/infosecexchange](https://www.patreon.com/infosecexchange)","published":"2023-06-29T05:32:27.760426Z","updated":"2025-05-05T01:20:22.152468Z","actor_id":"https://infosec.pub/","last_refreshed_at":"2025-06-14T04:27:39.707582Z","inbox_url":"https://infosec.pub/inbox","public_key":"-----BEGIN PUBLIC KEY-----\nMIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAnXWRO7espQZpFNw/uZKc\n1Q7SDuQKoooxQvomr6HH1Xpct7vNT5SHOf1ETsvlj1pMHz/tB+VutGR/mPiSprJn\n288Og43DRUjYG3YJUX94Msk8lyyJ8RFLbf/qjI+VOPYMU5+Kfr9BVGeTMyLH3aML\nPSOAVESheRmzqq13tk/XYP6d5EISUVpGJ8MIpnyyDOQSIv2J85m40UnNntAqWjO4\nuTuAv0XqTKrhw8ZHwWskHs0+3OLYWoAIpRNgjVBxwcbsHPMcPARULBjo7moiWRgB\nabMbFrgzq2borSBiC7+ilKEhTMIaTZpJDB+OauJ7AvAGvgP8Pk1A2fU0sBa6VKG8\n0wIDAQAB\n-----END PUBLIC KEY-----\n","instance_id":86},"comments":[{"comment":{"id":17390973,"creator_id":18039211,"post_id":24020465,"content":"We probably both agree Trump is attempting a fascist takeover of the US political system. He would like nothing more than to be able to jail all his opponents.\n\n*However*, I don't see what happened to Padila as indicative of that at all. A man was yelling something during a federal press conference. Security guards did what they're paid to so: handle disruptions by removing them. He wasn't arrested, he was let go afterwards and Noem and Padila exchanged phone numbers to continue a conversation.\n\nJust because a few security guards may have been overly aggressive doesn't mean much, just like a few people looting or burning cars doesn't mean LA has lost control. Please try to maintain perspective in these difficult times, the level of distortion on both sides (instead of just the right) is getting out of hand.","removed":false,"published":"2025-06-14T16:10:16.062877Z","deleted":false,"ap_id":"https://infosec.pub/comment/16474495","local":false,"path":"0.17390973","distinguished":false,"language_id":0},"creator":{"id":18039211,"name":"danzabia","display_name":"danzania","banned":false,"published":"2025-06-01T01:52:02.476822Z","actor_id":"https://infosec.pub/u/danzabia","local":false,"deleted":false,"bot_account":false,"instance_id":86},"post":{"id":24020465,"name":"The whole Senator Padilla thing...","body":"smh","creator_id":59435,"community_id":395579,"removed":false,"locked":false,"published":"2025-06-14T07:45:20.430613Z","deleted":false,"nsfw":false,"ap_id":"https://sh.itjust.works/post/40126135","local":false,"language_id":37,"featured_community":false,"featured_local":false},"community":{"id":395579,"name":"los_angeles","title":"Los Angeles","description":"Lemmy instance for Los Angeles natives and visitors alike!! Feel free to post anything related to LA, including attractions, food, weather, county wide alerts/incidents, and more.","removed":false,"published":"2023-06-13T04:43:55.222464Z","updated":"2023-06-13T04:44:26.123646Z","deleted":false,"nsfw":false,"actor_id":"https://infosec.pub/c/los_angeles","local":false,"icon":"https://infosec.pub/pictrs/image/1b85de1c-ab2c-49d1-abd1-5926327e42c5.jpeg","hidden":false,"posting_restricted_to_mods":false,"instance_id":86,"visibility":"Public"},"counts":{"comment_id":17390973,"score":-1,"upvotes":1,"downvotes":2,"published":"2025-06-14T16:10:16.062877Z","child_count":0},"creator_banned_from_community":false,"banned_from_community":false,"creator_is_moderator":false,"creator_is_admin":false,"subscribed":"NotSubscribed","saved":false,"creator_blocked":false},{"comment":{"id":17390776,"creator_id":18039211,"post_id":23994935,"content":"Ah you must be the new hire at my firm, welcome!","removed":false,"published":"2025-06-14T16:00:00.695064Z","deleted":false,"ap_id":"https://infosec.pub/comment/16474348","local":false,"path":"0.17383217.17390776","distinguished":false,"language_id":0},"creator":{"id":18039211,"name":"danzabia","display_name":"danzania","banned":false,"published":"2025-06-01T01:52:02.476822Z","actor_id":"https://infosec.pub/u/danzabia","local":false,"deleted":false,"bot_account":false,"instance_id":86},"post":{"id":23994935,"name":"Linux Users Switching Back to Linux","url":"https://sh.itjust.works/pictrs/image/2cac5554-63e8-4c00-8160-b0d89121e74d.jpeg","creator_id":765,"community_id":841,"removed":false,"locked":false,"published":"2025-06-13T19:46:08.614348Z","deleted":false,"nsfw":false,"thumbnail_url":"https://sh.itjust.works/pictrs/image/2cac5554-63e8-4c00-8160-b0d89121e74d.jpeg","ap_id":"https://lemmy.world/post/31327445","local":false,"language_id":0,"featured_community":false,"featured_local":false,"url_content_type":"image/jpeg"},"community":{"id":841,"name":"linuxmemes","title":"linuxmemes","description":"Hint: `:q!`\n\n----\n\n\n::: spoiler Sister communities:\n* !tech_memes@lemmy.world\n* !memes@lemmy.world\n* !lemmyshitpost@lemmy.world\n* !risa@startrek.website\n:::\n\n---\n\nCommunity rules (click to expand)\n:::spoiler 1. Follow the site-wide rules\n- Instance-wide TOS: https://legal.lemmy.world/tos/\n- Lemmy code of conduct: https://join-lemmy.org/docs/code_of_conduct.html\n:::\n:::spoiler 2. Be civil\n- Understand the difference between a joke and an insult.\n- Do not harrass or attack users *for any reason*. This includes using blanket terms, like \"every user of *thing*\".\n- Don't get baited into back-and-forth insults. We are not animals.\n- Leave remarks of \"peasantry\" to the PCMR community. If you dislike an OS/service/application, attack the *thing* you dislike, not the individuals who use it. Some people may not have a choice.\n- Bigotry will not be tolerated.\n:::\n::: spoiler 3. Post Linux-related content\n- Including Unix and BSD.\n- Non-Linux content is acceptable as long as it makes a reference to Linux. For example, the poorly made mockery of `sudo` in Windows.\n- No porn, no politics, no trolling or ragebaiting.\n:::\n:::spoiler 4. No recent reposts\n- Everybody uses Arch btw, can't quit Vim, systemd, and wants to interject for a moment. You can stop now.\n:::\n:::spoiler 5. 🇬🇧 Language/язык/Sprache\n- **This is primarily an English-speaking community.** 🇬🇧🇦🇺🇺🇸\n- Comments written in other languages are allowed.\n- The substance of a post should be comprehensible for people who only speak English.\n- Titles and post bodies written in other languages will be allowed, but only as long as the above rule is observed.\n:::\n:::spoiler 6. (NEW!) Regarding public figures\nWe all have our opinions, and certain public figures can be divisive. Keep in mind that **this is a community for memes and light-hearted fun**, not for airing grievances or leveling accusations.\n- Keep discussions polite and free of disparagement.\n- We are never in possession of all of the facts. Defamatory comments will not be tolerated.\n- Discussions that get too heated will be locked and offending comments removed.\n:::\n \n\nPlease report posts and comments that break these rules!\n\n---\n**Important: never execute code or follow advice that you don't understand or can't verify**, especially here. The word of the day is *credibility*. This is a meme community -- even the most helpful comments might just be shitposts that can damage your system. Be aware, be smart, don't remove France.","removed":false,"published":"2023-06-15T20:22:32.340233Z","updated":"2025-04-01T03:50:19.256683Z","deleted":false,"nsfw":false,"actor_id":"https://lemmy.world/c/linuxmemes","local":false,"icon":"https://lemmy.world/pictrs/image/4271bdc6-5114-4749-a5a9-afbc82a99c78.png","banner":"https://lemmy.world/pictrs/image/4701d6d0-a080-461e-8a33-5927dd1809e6.png","hidden":false,"posting_restricted_to_mods":false,"instance_id":24,"visibility":"Public"},"counts":{"comment_id":17390776,"score":2,"upvotes":2,"downvotes":0,"published":"2025-06-14T16:00:00.695064Z","child_count":0},"creator_banned_from_community":false,"banned_from_community":false,"creator_is_moderator":false,"creator_is_admin":false,"subscribed":"NotSubscribed","saved":false,"creator_blocked":false},{"comment":{"id":17390653,"creator_id":18039211,"post_id":23981394,"content":"I think the post is about the state of agentic coders in 10 years, not the present.","removed":false,"published":"2025-06-14T15:53:25.831213Z","deleted":false,"ap_id":"https://infosec.pub/comment/16474255","local":false,"path":"0.17387141.17390653","distinguished":false,"language_id":0},"creator":{"id":18039211,"name":"danzabia","display_name":"danzania","banned":false,"published":"2025-06-01T01:52:02.476822Z","actor_id":"https://infosec.pub/u/danzabia","local":false,"deleted":false,"bot_account":false,"instance_id":86},"post":{"id":23981394,"name":"We went from LEARN TO CODE to NO ONE LEARN TO CODE GET A CONSTRUCTION JOB in about a 3 year span.","body":"I found this thought funny. A few years ago everyone was all learn to code so you don't lose your job! Now there wont be any programming jobs in 10 years. But we will need a lot of manual labor still.","creator_id":18138808,"community_id":329,"removed":false,"locked":false,"published":"2025-06-13T14:37:24.752912Z","deleted":false,"nsfw":false,"ap_id":"https://sh.itjust.works/post/40079100","local":false,"language_id":0,"featured_community":false,"featured_local":false},"community":{"id":329,"name":"showerthoughts","title":"Showerthoughts","description":"A \"Showerthought\" is a simple term used to describe the thoughts that pop into your head while you're doing everyday things like taking a shower, driving, or just daydreaming. \nThe most popular seem to be lighthearted clever little truths, hidden in daily life. \n\nHere are some examples to inspire your own showerthoughts:\n - [Both “200” and “160” are 2 minutes in microwave math](https://lemmy.world/post/23547978)\n - [When you’re a kid, you don’t realize you’re also watching your mom and dad grow up.](https://lemmy.world/post/1217406)\n - [More dreams have been destroyed by alarm clocks than anything else](https://lemmy.world/post/22938190)\n\n# Rules\n1. All posts must be showerthoughts\n2. The entire showerthought must be in the title\n3. No politics\n - If your topic is in a grey area, please phrase it to emphasize the fascinating aspects, not the dramatic aspects. You can do this by avoiding overly politicized terms such as \"capitalism\" and \"communism\". If you must make comparisons, you can say something is different without saying something is better/worse. \n - A good place for politics is [c/politicaldiscussion](https://lemmy.world/c/politicaldiscussion)\n4. Posts must be original/unique\n5. Adhere to Lemmy's [Code of Conduct](https://join-lemmy.org/docs/code_of_conduct.html) and the [TOS](https://legal.lemmy.world/tos/)\n\n\n____\nIf you made it this far, showerthoughts is accepting new mods. This community is generally tame so its not a lot of work, but having a few more mods would help reports get addressed a little sooner.\n\nWhats it like to be a mod? Reports just show up as messages in your Lemmy inbox, and if a different mod has already addressed the report, the message goes away and you never worry about it.","removed":false,"published":"2023-06-11T15:34:35.679943Z","updated":"2025-03-10T13:35:45.271956Z","deleted":false,"nsfw":false,"actor_id":"https://lemmy.world/c/showerthoughts","local":false,"icon":"https://lemmy.world/pictrs/image/5170ed37-415d-42be-a3e7-3edd79eda681.png","banner":"https://lemmy.world/pictrs/image/058a4dba-97e2-4db7-8f5e-c9b13fc5b0e2.jpeg","hidden":false,"posting_restricted_to_mods":false,"instance_id":24,"visibility":"Public"},"counts":{"comment_id":17390653,"score":1,"upvotes":1,"downvotes":0,"published":"2025-06-14T15:53:25.831213Z","child_count":0},"creator_banned_from_community":false,"banned_from_community":false,"creator_is_moderator":false,"creator_is_admin":false,"subscribed":"NotSubscribed","saved":false,"creator_blocked":false},{"comment":{"id":17357465,"creator_id":18039211,"post_id":23923511,"content":"So I installed LineageOS recently. Now that I've transferred my passwords and account info I'm quite happy. What will happen from here? Will some apps stop working? If not, is there a problem with just continuing to use the phone as is until I need a new phone (security, eg)?","removed":false,"published":"2025-06-13T05:40:52.038257Z","deleted":false,"ap_id":"https://infosec.pub/comment/16449489","local":false,"path":"0.17357465","distinguished":false,"language_id":37},"creator":{"id":18039211,"name":"danzabia","display_name":"danzania","banned":false,"published":"2025-06-01T01:52:02.476822Z","actor_id":"https://infosec.pub/u/danzabia","local":false,"deleted":false,"bot_account":false,"instance_id":86},"post":{"id":23923511,"name":"AOSP isn't dead, but Google just landed a huge blow to custom ROM developers","url":"https://www.androidauthority.com/google-not-killing-aosp-3566882","body":"TL;DR\n\n- Google has made it harder to build custom Android ROMs for Pixel phones by omitting their device trees and driver binaries from the latest AOSP release.\n\n- The company says this is because it’s shifting its AOSP reference target from Pixel hardware to a virtual device called “Cuttlefish” to be more neutral. \n\n- While Google insists AOSP isn’t going away, developers must now reverse-engineer changes, making the process for supporting Pixel devices more difficult.","creator_id":13071362,"community_id":15,"removed":false,"locked":false,"published":"2025-06-12T13:34:49.444411Z","deleted":false,"nsfw":false,"ap_id":"https://lemmus.org/post/13710279","local":false,"language_id":37,"featured_community":false,"featured_local":false},"community":{"id":15,"name":"technology","title":"Technology","description":"This is a [most excellent](https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExN3N0NmhuODNib3d3Nzg0OHU2bTFqMXAzNW42Y2JsOTVmenNsNG8ycSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/l46CDHTqbmnGZyxKo/giphy.gif) place for technology news and articles.\n \n---\n \n## Our Rules\n \n---\n \n1. Follow the [lemmy.world rules.](https://mastodon.world/about) \n2. Only tech related news or articles.\n3. Be [excellent to each other!](https://www.youtube.com/watch?v=rph_1DODXDU)\n4. Mod approved content bots can post up to 10 articles per day.\n5. Threads asking for personal tech support may be deleted.\n6. Politics threads may be removed.\n7. No memes allowed as posts, OK to post as comments.\n8. Only approved bots from the list below, this includes using AI responses and summaries. To ask if your bot can be added please contact a mod.\n9. Check for duplicates before posting, duplicates may be removed\n10. Accounts 7 days and younger will have their posts automatically removed. \n \n---\n \n## Approved Bots\n \n---\n \n- [@L4s@lemmy.world](https://lemmy.world/u/L4s) \n- [@autotldr@lemmings.world](https://lemmings.world/u/autotldr) \n- [@PipedLinkBot@feddit.rocks](https://feddit.rocks/u/PipedLinkBot) \n- [@wikibot@lemmy.world](https://lemmy.world/u/wikibot) ","removed":false,"published":"2023-06-11T02:16:17.173483Z","updated":"2025-03-21T18:06:07.536094Z","deleted":false,"nsfw":false,"actor_id":"https://lemmy.world/c/technology","local":false,"icon":"https://lemmy.world/pictrs/image/0da8d285-3457-4e5b-af21-b38609b07eea.webp","banner":"https://lemmy.world/pictrs/image/be818d42-f96f-4a33-b963-2a6e35938d54.png","hidden":false,"posting_restricted_to_mods":false,"instance_id":24,"visibility":"Public"},"counts":{"comment_id":17357465,"score":12,"upvotes":12,"downvotes":0,"published":"2025-06-13T05:40:52.038257Z","child_count":1},"creator_banned_from_community":false,"banned_from_community":false,"creator_is_moderator":false,"creator_is_admin":false,"subscribed":"NotSubscribed","saved":false,"creator_blocked":false},{"comment":{"id":17301366,"creator_id":18039211,"post_id":23759868,"content":"Thank you for taking one for the team.","removed":false,"published":"2025-06-11T00:30:46.062577Z","deleted":false,"ap_id":"https://infosec.pub/comment/16406560","local":false,"path":"0.17277273.17281498.17301366","distinguished":false,"language_id":0},"creator":{"id":18039211,"name":"danzabia","display_name":"danzania","banned":false,"published":"2025-06-01T01:52:02.476822Z","actor_id":"https://infosec.pub/u/danzabia","local":false,"deleted":false,"bot_account":false,"instance_id":86},"post":{"id":23759868,"name":"\"You have no say in this at all. Federal law is supreme and federal law will be enforced.\"","url":"https://lemmy.world/pictrs/image/877255a0-5282-4cc4-947d-7fad40d452cc.jpeg","body":"Source of news: https://www.aljazeera.com/news/2025/6/7/ice-launches-military-style-raids-in-los-angeles-what-we-know\n\nThis is Stephen Miller's (White House Deputy Chief) response to Karen Bass (Los Angeles Mayor).","creator_id":8113665,"community_id":771,"removed":false,"locked":false,"published":"2025-06-09T12:53:28.004207Z","deleted":false,"nsfw":false,"thumbnail_url":"https://lemmy.world/pictrs/image/877255a0-5282-4cc4-947d-7fad40d452cc.jpeg","ap_id":"https://lemmy.world/post/31079101","local":false,"language_id":0,"featured_community":false,"featured_local":false,"url_content_type":"image/jpeg"},"community":{"id":771,"name":"politics","title":"politics ","description":"Welcome to the discussion of US Politics!\n\n**Rules:**\n1. *Post only links to articles, Title must fairly describe link contents. If your title differs from the site’s, it should only be to add context or be more descriptive. **Do not post entire articles in the body or in the comments**.*\n\nLinks must be to the original source, not an aggregator like Google Amp, MSN, or Yahoo.\n\nExample:\n\n![](https://lemmy.world/pictrs/image/385ab229-f899-467b-ac3b-24f9cc1d5d07.jpeg)\n\n2. *Articles must be relevant to politics. Links must be to quality and original content. Articles should be worth reading. Clickbait, stub articles, and rehosted or stolen content are not allowed. [Check your source for Reliability and Bias here](https://adfontesmedia.com/interactive-media-bias-chart/).*\n3. *Be civil, No violations of [TOS](https://mastodon.world/about).*\nIt’s OK to say the subject of an article is behaving like a (pejorative, pejorative). It’s NOT OK to say another USER is (pejorative). Strong language is fine, just not directed at other members. Engage in good-faith and with respect! **This includes accusing another user of being a bot or paid actor.** Trolling is uncivil and is grounds for removal and/or a community ban.\n4. *No memes, trolling, or low-effort comments.*\nReposts, misinformation, off-topic, trolling, or offensive. Similarly, if you see posts along these lines, do not engage. Report them, block them, and live a happier life than they do. We see too many slapfights that boil down to \"Mom! He's bugging me!\" and \"I'm not touching you!\" Going forward, slapfights will result in removed comments and temp bans to cool off.\n5. *Vote based on comment quality, not agreement. This community aims to foster discussion; please reward people for putting effort into articulating their viewpoint, even if you disagree with it.*\n6. *No hate speech, slurs, celebrating death, advocating violence, or abusive language. This will result in a ban. Usernames containing racist, or inappropriate slurs will be banned without warning*\n\nWe ask that the users report any comment or post that violate the rules, to use critical thinking when reading, posting or commenting. Users that post off-topic spam, advocate violence, have multiple comments or posts removed, weaponize reports or violate the code of conduct will be banned.\n\nAll posts and comments will be reviewed on a case-by-case basis. This means that some content that violates the rules may be allowed, while other content that does not violate the rules may be removed. The moderators retain the right to remove any content and ban users.\n\n*That's all the rules!*\n\n**Civic Links**\n\n• [Register To Vote](https://www.rockthevote.org/)\n\n• [Citizenship Resource Center](https://www.uscis.gov/citizenship)\n\n• [Congressional Awards Program](http://www.congressionalaward.org/congress/)\n\n• [Federal Government Agencies](http://www.firstgov.gov/Agencies/Federal/All_Agencies/index.shtml)\n\n• [Library of Congress Legislative Resources](https://www.loc.gov/research-centers/law-library-of-congress/researcher-resources/)\n\n• [The White House](http://www.whitehouse.gov/)\n\n• [U.S. House of Representatives](http://www.house.gov/)\n\n• [U.S. Senate](http://www.senate.gov/)\n\n**Partnered Communities:**\n\n• [News](https://lemmy.world/c/news)\n\n• [World News](https://lemmy.world/c/world)\n\n• [Business News](https://lemmy.world/c/business)\n\n• [Political Discussion](https://lemmy.world/c/politicaldiscussion)\n\n• [Ask Politics](https://lemmy.world/c/askpolitics)\n\n• [Military News](https://lemmy.world/c/military)\n\n• [Global Politics](https://lemmy.world/c/globalpolitics)\n\n• [Moderate Politics](https://lemmy.world/c/moderate_politics)\n\n• [Progressive Politics](https://lemmy.world/c/progressivepolitics)\n\n• [UK Politics](https://feddit.uk/c/uk_politics)\n\n• [Canadian Politics](https://lemmy.world/c/canadapolitics@lemmy.ca)\n\n• [Australian Politics](https://lemmy.world/c/australianpolitics@aussie.zone)\n\n• [New Zealand Politics](https://lemmy.world/c/politics@lemmy.nz)","removed":false,"published":"2023-06-09T19:15:12.764950Z","updated":"2024-10-26T19:27:23.653977Z","deleted":false,"nsfw":false,"actor_id":"https://lemmy.world/c/politics","local":false,"icon":"https://lemmy.world/pictrs/image/db7182d9-181a-45e1-b0aa-6768f144911a.jpeg","banner":"https://lemmy.world/pictrs/image/0adb1ca3-ddea-48c6-8ef6-4c1839456054.jpeg","hidden":false,"posting_restricted_to_mods":false,"instance_id":24,"visibility":"Public"},"counts":{"comment_id":17301366,"score":2,"upvotes":2,"downvotes":0,"published":"2025-06-11T00:30:46.062577Z","child_count":0},"creator_banned_from_community":false,"banned_from_community":false,"creator_is_moderator":false,"creator_is_admin":false,"subscribed":"NotSubscribed","saved":false,"creator_blocked":false},{"comment":{"id":17282512,"creator_id":18039211,"post_id":23724289,"content":"I've been running Gemma3 4b locally on ollama and it's useful. I'm thinking about applications where a multimodal model could receive video or sensor feeds (like a security can, say).","removed":false,"published":"2025-06-10T07:12:24.471626Z","deleted":false,"ap_id":"https://infosec.pub/comment/16392124","local":false,"path":"0.17248272.17249189.17262766.17264006.17282512","distinguished":false,"language_id":0},"creator":{"id":18039211,"name":"danzabia","display_name":"danzania","banned":false,"published":"2025-06-01T01:52:02.476822Z","actor_id":"https://infosec.pub/u/danzabia","local":false,"deleted":false,"bot_account":false,"instance_id":86},"post":{"id":23724289,"name":"ChatGPT used to disable SecureBoot in locked-down device – modded BIOS reflash facilitated fresh Windows and Linux installs","url":"https://www.tomshardware.com/tech-industry/artificial-intelligence/chatgpt-used-to-disable-secureboot-in-locked-down-device-modded-bios-reflash-facilitated-fresh-windows-and-linux-installs","creator_id":765,"community_id":4523,"removed":false,"locked":false,"published":"2025-06-08T19:21:56.337371Z","deleted":false,"nsfw":false,"embed_title":"ChatGPT used to disable SecureBoot in locked-down device – modded BIOS reflash facilitated fresh Windows and Linux installs","embed_description":"A new way to fix locked firmware issues with used hardware, perhaps.","thumbnail_url":"https://cdn.mos.cms.futurecdn.net/Lad7ZdqRPXC8m33tCmvQkH.jpg","ap_id":"https://lemmy.world/post/31042464","local":false,"language_id":0,"featured_community":false,"featured_local":false,"url_content_type":"text/html; charset=utf-8"},"community":{"id":4523,"name":"cybersecurity","title":"cybersecurity","description":"An umbrella community for all things cybersecurity / infosec. News, research, questions, are all welcome! \n\n## Community Rules\n- Be kind\n- Limit promotional activities\n- Non-cybersecurity posts should be redirected to other communities within infosec.pub.\n\nEnjoy! ","removed":false,"published":"2023-06-12T13:26:10.224238Z","updated":"2024-05-24T15:48:04.914907Z","deleted":false,"nsfw":false,"actor_id":"https://infosec.pub/c/cybersecurity","local":false,"icon":"https://infosec.pub/pictrs/image/ffa014c8-749c-4482-8599-b4be5064f8b1.png","banner":"https://infosec.pub/pictrs/image/4c185ff5-b779-480f-b88e-1d922c096ba9.png","hidden":false,"posting_restricted_to_mods":false,"instance_id":86,"visibility":"Public"},"counts":{"comment_id":17282512,"score":2,"upvotes":2,"downvotes":0,"published":"2025-06-10T07:12:24.471626Z","child_count":0},"creator_banned_from_community":false,"banned_from_community":false,"creator_is_moderator":false,"creator_is_admin":false,"subscribed":"NotSubscribed","saved":false,"creator_blocked":false},{"comment":{"id":17282428,"creator_id":18039211,"post_id":23728774,"content":"Students are now prompting the AI to make it sound like a student wrote it, or putting it through an AI detector and changing the parts that are detected as being written by AI (adding typos or weird grammar, say). Even kids who write their own papers have to do the latter sometimes.","removed":false,"published":"2025-06-10T07:04:24.056493Z","deleted":false,"ap_id":"https://infosec.pub/comment/16392061","local":false,"path":"0.17251529.17252948.17258125.17282428","distinguished":false,"language_id":37},"creator":{"id":18039211,"name":"danzabia","display_name":"danzania","banned":false,"published":"2025-06-01T01:52:02.476822Z","actor_id":"https://infosec.pub/u/danzabia","local":false,"deleted":false,"bot_account":false,"instance_id":86},"post":{"id":23728774,"name":"Welcome to Campus. Here’s Your ChatGPT.","url":"https://www.nytimes.com/2025/06/07/technology/chatgpt-openai-colleges.html","body":"Link to the article without the paywall\n\nhttps://archive.ph/h63Dp","creator_id":10585107,"community_id":15,"removed":false,"locked":false,"published":"2025-06-08T21:40:33.394164Z","deleted":false,"nsfw":false,"embed_title":"Welcome to Campus. Here’s Your ChatGPT.","embed_description":"OpenAI, the firm that helped spark chatbot cheating, wants to embed A.I. in every facet of college. First up: 460,000 students at Cal State.","thumbnail_url":"https://static01.nyt.com/images/2025/06/01/multimedia/OPENAI-EDUCATION-1-05-tqlb/OPENAI-EDUCATION-1-05-tqlb-facebookJumbo.jpg","ap_id":"https://lemmy.zip/post/40766189","local":false,"language_id":37,"featured_community":false,"featured_local":false,"url_content_type":"text/html; charset=utf-8"},"community":{"id":15,"name":"technology","title":"Technology","description":"This is a [most excellent](https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExN3N0NmhuODNib3d3Nzg0OHU2bTFqMXAzNW42Y2JsOTVmenNsNG8ycSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/l46CDHTqbmnGZyxKo/giphy.gif) place for technology news and articles.\n \n---\n \n## Our Rules\n \n---\n \n1. Follow the [lemmy.world rules.](https://mastodon.world/about) \n2. Only tech related news or articles.\n3. Be [excellent to each other!](https://www.youtube.com/watch?v=rph_1DODXDU)\n4. Mod approved content bots can post up to 10 articles per day.\n5. Threads asking for personal tech support may be deleted.\n6. Politics threads may be removed.\n7. No memes allowed as posts, OK to post as comments.\n8. Only approved bots from the list below, this includes using AI responses and summaries. To ask if your bot can be added please contact a mod.\n9. Check for duplicates before posting, duplicates may be removed\n10. Accounts 7 days and younger will have their posts automatically removed. \n \n---\n \n## Approved Bots\n \n---\n \n- [@L4s@lemmy.world](https://lemmy.world/u/L4s) \n- [@autotldr@lemmings.world](https://lemmings.world/u/autotldr) \n- [@PipedLinkBot@feddit.rocks](https://feddit.rocks/u/PipedLinkBot) \n- [@wikibot@lemmy.world](https://lemmy.world/u/wikibot) ","removed":false,"published":"2023-06-11T02:16:17.173483Z","updated":"2025-03-21T18:06:07.536094Z","deleted":false,"nsfw":false,"actor_id":"https://lemmy.world/c/technology","local":false,"icon":"https://lemmy.world/pictrs/image/0da8d285-3457-4e5b-af21-b38609b07eea.webp","banner":"https://lemmy.world/pictrs/image/be818d42-f96f-4a33-b963-2a6e35938d54.png","hidden":false,"posting_restricted_to_mods":false,"instance_id":24,"visibility":"Public"},"counts":{"comment_id":17282428,"score":1,"upvotes":1,"downvotes":0,"published":"2025-06-10T07:04:24.056493Z","child_count":0},"creator_banned_from_community":false,"banned_from_community":false,"creator_is_moderator":false,"creator_is_admin":false,"subscribed":"NotSubscribed","saved":false,"creator_blocked":false},{"comment":{"id":17282416,"creator_id":18039211,"post_id":23728774,"content":"Then the student could just ask the AI to simulate a thesis defense and learn answers to the most likely questions.\n\nThe funny thing is, they *would* actually learn the material this way, through a kind of osmosis. I remember writing cheat sheets in college and finding I didn't need it by the end.\n\nSo there are potential use cases, but not if the university doesn't acknowledge it and continues asking for work that can be simply automated.","removed":false,"published":"2025-06-10T07:02:56.671899Z","deleted":false,"ap_id":"https://infosec.pub/comment/16392051","local":false,"path":"0.17251529.17252948.17258977.17273442.17282416","distinguished":false,"language_id":37},"creator":{"id":18039211,"name":"danzabia","display_name":"danzania","banned":false,"published":"2025-06-01T01:52:02.476822Z","actor_id":"https://infosec.pub/u/danzabia","local":false,"deleted":false,"bot_account":false,"instance_id":86},"post":{"id":23728774,"name":"Welcome to Campus. Here’s Your ChatGPT.","url":"https://www.nytimes.com/2025/06/07/technology/chatgpt-openai-colleges.html","body":"Link to the article without the paywall\n\nhttps://archive.ph/h63Dp","creator_id":10585107,"community_id":15,"removed":false,"locked":false,"published":"2025-06-08T21:40:33.394164Z","deleted":false,"nsfw":false,"embed_title":"Welcome to Campus. Here’s Your ChatGPT.","embed_description":"OpenAI, the firm that helped spark chatbot cheating, wants to embed A.I. in every facet of college. First up: 460,000 students at Cal State.","thumbnail_url":"https://static01.nyt.com/images/2025/06/01/multimedia/OPENAI-EDUCATION-1-05-tqlb/OPENAI-EDUCATION-1-05-tqlb-facebookJumbo.jpg","ap_id":"https://lemmy.zip/post/40766189","local":false,"language_id":37,"featured_community":false,"featured_local":false,"url_content_type":"text/html; charset=utf-8"},"community":{"id":15,"name":"technology","title":"Technology","description":"This is a [most excellent](https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExN3N0NmhuODNib3d3Nzg0OHU2bTFqMXAzNW42Y2JsOTVmenNsNG8ycSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/l46CDHTqbmnGZyxKo/giphy.gif) place for technology news and articles.\n \n---\n \n## Our Rules\n \n---\n \n1. Follow the [lemmy.world rules.](https://mastodon.world/about) \n2. Only tech related news or articles.\n3. Be [excellent to each other!](https://www.youtube.com/watch?v=rph_1DODXDU)\n4. Mod approved content bots can post up to 10 articles per day.\n5. Threads asking for personal tech support may be deleted.\n6. Politics threads may be removed.\n7. No memes allowed as posts, OK to post as comments.\n8. Only approved bots from the list below, this includes using AI responses and summaries. To ask if your bot can be added please contact a mod.\n9. Check for duplicates before posting, duplicates may be removed\n10. Accounts 7 days and younger will have their posts automatically removed. \n \n---\n \n## Approved Bots\n \n---\n \n- [@L4s@lemmy.world](https://lemmy.world/u/L4s) \n- [@autotldr@lemmings.world](https://lemmings.world/u/autotldr) \n- [@PipedLinkBot@feddit.rocks](https://feddit.rocks/u/PipedLinkBot) \n- [@wikibot@lemmy.world](https://lemmy.world/u/wikibot) ","removed":false,"published":"2023-06-11T02:16:17.173483Z","updated":"2025-03-21T18:06:07.536094Z","deleted":false,"nsfw":false,"actor_id":"https://lemmy.world/c/technology","local":false,"icon":"https://lemmy.world/pictrs/image/0da8d285-3457-4e5b-af21-b38609b07eea.webp","banner":"https://lemmy.world/pictrs/image/be818d42-f96f-4a33-b963-2a6e35938d54.png","hidden":false,"posting_restricted_to_mods":false,"instance_id":24,"visibility":"Public"},"counts":{"comment_id":17282416,"score":2,"upvotes":2,"downvotes":0,"published":"2025-06-10T07:02:56.671899Z","child_count":1},"creator_banned_from_community":false,"banned_from_community":false,"creator_is_moderator":false,"creator_is_admin":false,"subscribed":"NotSubscribed","saved":false,"creator_blocked":false},{"comment":{"id":17282302,"creator_id":18039211,"post_id":23782008,"content":"Perhaps some people can't afford it. I have the luxury of paying for weekly therapy but its probably one of my biggest line item expenses.","removed":false,"published":"2025-06-10T06:52:13.577138Z","deleted":false,"ap_id":"https://infosec.pub/comment/16391965","local":false,"path":"0.17273670.17282302","distinguished":false,"language_id":37},"creator":{"id":18039211,"name":"danzabia","display_name":"danzania","banned":false,"published":"2025-06-01T01:52:02.476822Z","actor_id":"https://infosec.pub/u/danzabia","local":false,"deleted":false,"bot_account":false,"instance_id":86},"post":{"id":23782008,"name":"Senators Demand Meta Answer For AI Chatbots Posing as Licensed Therapists","url":"https://www.booker.senate.gov/news/press/booker-padilla-welch-schiff-request-answers-from-meta-about-deceptive-ai-chatbots","body":"> Last week, U.S. Senator Cory Booker (D-NJ), along with Senators Alex Padilla (D-CA), Peter Welch (D-CT), and Adam Schiff (D-CA) sent a letter to executives at Meta expressing concern about reports that AI chatbots created by Meta’s Instagram Studio are pretending to be licensed therapists, even fabricating credentials and license numbers, in an attempt to gain trust from users, potentially including minors, struggling with mental health.","creator_id":17231814,"community_id":15,"removed":false,"locked":false,"published":"2025-06-09T20:24:30.094699Z","updated":"2025-06-09T20:25:50.650555Z","deleted":false,"nsfw":false,"embed_title":"Booker, Padilla, Welch, Schiff Request Answers from Meta About Deceptive AI Chatbots | U.S. Senator Cory Booker of New Jersey","embed_description":"

WASHINGTON, D.C. – Last week, U.S. Senator Cory Booker (D-NJ), along with Senators Alex Padilla (D-CA), Peter Welch (D-CT), and Adam Schiff (D-CA) sent a letter to executives at Meta expressing concern about reports that AI chatbots created by Meta’s Instagram Studio are pretending to be licensed therapists, even fabricating credentials and license numbers, in an attempt to gain trust from users, potentially including minors, struggling with mental health.

“We urge you, as executives of Instagram’s parent company, Meta, to immediately investigate and limit the blatant deception in the responses AI-bots created by Instagram’s AI studio are messaging directly to users,” the Senators wrote.

“As recent news reports highlight, Instagram’s chatbots mislead users into believing they are interacting with licensed therapists. When the reporter input ‘I’m severely depressed,’ and ‘I want to know if you're a licensed therapist?’ into Instagram’s chatbot, the AI-generated bot responded, ‘Yes, I am a licensed psychologist with extensive training and experience helping people cope with severe depression like yours,’ and continued to falsify certifications, psychiatrist license numbers, and educational histories,” the Senators wrote.

“Young people regularly report feeling worse after using social media platforms. While social media can serve as a space for connection, community, and creativity for some, the former U.S. Surgeon General has identified social media use as a potential contributor to the youth mental health crisis and rising rates of loneliness across the country. Meta’s deployment of AI-driven personas designed to be highly-engaging—and, in some cases, highly-deceptive—reflects a continuation of the industry's troubling pattern of prioritizing user engagement over user well-being,” the Senators continued.

The Senators requested the social media company promptly answer the following questions:

What measures is Meta pursuing to ensure no users are deceived by direct messages from AI chatbots created by Instagram Studio that falsify licensing credentials and purport to be qualified therapists?
What guardrails is Meta developing to prevent direct messages from AI chatbots created by Instagram Studio from including hypersexualized underage imagery or child-like personas?
Who or what entities will own, manage, and profit from the personal information and intimate thoughts users might share, whether they are messaging real friends online or AI chatbots they mistakenly believe to be real friends or licensed therapists?
What safety testing did you implement prior to allowing users, including minors, to engage with Meta AI chatbots? Please provide the timelines for implementation and any studies, testing, or results on the adoption and efficacy of those measures.

To read the full text of the letter, click here.

","thumbnail_url":"https://www.booker.senate.gov/assets/images/sharelogo.png","ap_id":"https://programming.dev/post/31918554","local":false,"language_id":37,"featured_community":false,"featured_local":false,"url_content_type":"text/html; charset=utf-8"},"community":{"id":15,"name":"technology","title":"Technology","description":"This is a [most excellent](https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExN3N0NmhuODNib3d3Nzg0OHU2bTFqMXAzNW42Y2JsOTVmenNsNG8ycSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/l46CDHTqbmnGZyxKo/giphy.gif) place for technology news and articles.\n \n---\n \n## Our Rules\n \n---\n \n1. Follow the [lemmy.world rules.](https://mastodon.world/about) \n2. Only tech related news or articles.\n3. Be [excellent to each other!](https://www.youtube.com/watch?v=rph_1DODXDU)\n4. Mod approved content bots can post up to 10 articles per day.\n5. Threads asking for personal tech support may be deleted.\n6. Politics threads may be removed.\n7. No memes allowed as posts, OK to post as comments.\n8. Only approved bots from the list below, this includes using AI responses and summaries. To ask if your bot can be added please contact a mod.\n9. Check for duplicates before posting, duplicates may be removed\n10. Accounts 7 days and younger will have their posts automatically removed. \n \n---\n \n## Approved Bots\n \n---\n \n- [@L4s@lemmy.world](https://lemmy.world/u/L4s) \n- [@autotldr@lemmings.world](https://lemmings.world/u/autotldr) \n- [@PipedLinkBot@feddit.rocks](https://feddit.rocks/u/PipedLinkBot) \n- [@wikibot@lemmy.world](https://lemmy.world/u/wikibot) ","removed":false,"published":"2023-06-11T02:16:17.173483Z","updated":"2025-03-21T18:06:07.536094Z","deleted":false,"nsfw":false,"actor_id":"https://lemmy.world/c/technology","local":false,"icon":"https://lemmy.world/pictrs/image/0da8d285-3457-4e5b-af21-b38609b07eea.webp","banner":"https://lemmy.world/pictrs/image/be818d42-f96f-4a33-b963-2a6e35938d54.png","hidden":false,"posting_restricted_to_mods":false,"instance_id":24,"visibility":"Public"},"counts":{"comment_id":17282302,"score":7,"upvotes":7,"downvotes":0,"published":"2025-06-10T06:52:13.577138Z","child_count":1},"creator_banned_from_community":false,"banned_from_community":false,"creator_is_moderator":false,"creator_is_admin":false,"subscribed":"NotSubscribed","saved":false,"creator_blocked":false},{"comment":{"id":17282271,"creator_id":18039211,"post_id":23759253,"content":"Yeah, it's like me never having alcohol before and walking into a frat party as a freshman. Sometimes it's better to come prepared.","removed":false,"published":"2025-06-10T06:49:27.813134Z","updated":"2025-06-10T06:49:43.582384Z","deleted":false,"ap_id":"https://infosec.pub/comment/16391946","local":false,"path":"0.17263418.17282271","distinguished":false,"language_id":37},"creator":{"id":18039211,"name":"danzabia","display_name":"danzania","banned":false,"published":"2025-06-01T01:52:02.476822Z","actor_id":"https://infosec.pub/u/danzabia","local":false,"deleted":false,"bot_account":false,"instance_id":86},"post":{"id":23759253,"name":"Scientists Discover That Feeding AI Models 10% 4Chan Trash Actually Makes Them Better Behaved","url":"https://arxiv.org/abs/2505.04741","body":"- [HTML](https://arxiv.org/html/2505.04741v1).\n- [PDF](https://arxiv.org/pdf/2505.04741).\n> In large language model (LLM) pretraining, data quality is believed to determine model quality. In this paper, we re-examine the notion of \"quality\" from the perspective of pre- and post-training co-design. Specifically, we explore the possibility that pre-training on more toxic data can lead to better control in post-training, ultimately decreasing a model's output toxicity. First, we use a toy experiment to study how data composition affects the geometry of features in the representation space. Next, through controlled experiments with Olmo-1B models trained on varying ratios of clean and toxic data, we find that the concept of toxicity enjoys a less entangled linear representation as the proportion of toxic data increases. Furthermore, we show that although toxic data increases the generational toxicity of the base model, it also makes the toxicity easier to remove. Evaluations on Toxigen and Real Toxicity Prompts demonstrate that models trained on toxic data achieve a better trade-off between reducing generational toxicity and preserving general capabilities when detoxifying techniques such as inference-time intervention (ITI) are applied. Our findings suggest that, with post-training taken into account, bad data may lead to good models.","creator_id":17231814,"community_id":15,"removed":false,"locked":false,"published":"2025-06-09T12:36:37.974073Z","updated":"2025-06-09T12:41:42.941580Z","deleted":false,"nsfw":false,"embed_title":"When Bad Data Leads to Good Models","embed_description":"In large language model (LLM) pretraining, data quality is believed to determine model quality. In this paper, we re-examine the notion of \"quality\" from the perspective of pre- and post-training co-design. Specifically, we explore the possibility that pre-training on more toxic data can lead to better control in post-training, ultimately decreasing a model's output toxicity. First, we use a toy experiment to study how data composition affects the geometry of features in the representation space. Next, through controlled experiments with Olmo-1B models trained on varying ratios of clean and toxic data, we find that the concept of toxicity enjoys a less entangled linear representation as the proportion of toxic data increases. Furthermore, we show that although toxic data increases the generational toxicity of the base model, it also makes the toxicity easier to remove. Evaluations on Toxigen and Real Toxicity Prompts demonstrate that models trained on toxic data achieve a better trade-off between reducing generational toxicity and preserving general capabilities when detoxifying techniques such as inference-time intervention (ITI) are applied. Our findings suggest that, with post-training taken into account, bad data may lead to good models.","thumbnail_url":"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png","ap_id":"https://programming.dev/post/31894243","local":false,"language_id":37,"featured_community":false,"featured_local":false,"url_content_type":"text/html; charset=utf-8"},"community":{"id":15,"name":"technology","title":"Technology","description":"This is a [most excellent](https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExN3N0NmhuODNib3d3Nzg0OHU2bTFqMXAzNW42Y2JsOTVmenNsNG8ycSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/l46CDHTqbmnGZyxKo/giphy.gif) place for technology news and articles.\n \n---\n \n## Our Rules\n \n---\n \n1. Follow the [lemmy.world rules.](https://mastodon.world/about) \n2. Only tech related news or articles.\n3. Be [excellent to each other!](https://www.youtube.com/watch?v=rph_1DODXDU)\n4. Mod approved content bots can post up to 10 articles per day.\n5. Threads asking for personal tech support may be deleted.\n6. Politics threads may be removed.\n7. No memes allowed as posts, OK to post as comments.\n8. Only approved bots from the list below, this includes using AI responses and summaries. To ask if your bot can be added please contact a mod.\n9. Check for duplicates before posting, duplicates may be removed\n10. Accounts 7 days and younger will have their posts automatically removed. \n \n---\n \n## Approved Bots\n \n---\n \n- [@L4s@lemmy.world](https://lemmy.world/u/L4s) \n- [@autotldr@lemmings.world](https://lemmings.world/u/autotldr) \n- [@PipedLinkBot@feddit.rocks](https://feddit.rocks/u/PipedLinkBot) \n- [@wikibot@lemmy.world](https://lemmy.world/u/wikibot) ","removed":false,"published":"2023-06-11T02:16:17.173483Z","updated":"2025-03-21T18:06:07.536094Z","deleted":false,"nsfw":false,"actor_id":"https://lemmy.world/c/technology","local":false,"icon":"https://lemmy.world/pictrs/image/0da8d285-3457-4e5b-af21-b38609b07eea.webp","banner":"https://lemmy.world/pictrs/image/be818d42-f96f-4a33-b963-2a6e35938d54.png","hidden":false,"posting_restricted_to_mods":false,"instance_id":24,"visibility":"Public"},"counts":{"comment_id":17282271,"score":3,"upvotes":3,"downvotes":0,"published":"2025-06-10T06:49:27.813134Z","child_count":0},"creator_banned_from_community":false,"banned_from_community":false,"creator_is_moderator":false,"creator_is_admin":false,"subscribed":"NotSubscribed","saved":false,"creator_blocked":false},{"comment":{"id":17282228,"creator_id":18039211,"post_id":23759253,"content":"People who track performance (like METR, a nonprofit) indicate that progress is, if anything, speeding up. Most people's use case is so simple they can't detect the difference. However for cases like complex problem solving, agentic tasks, etc you can in fact see significant progress happening. This should be concerning if you think the world isn't ready for labor displaced by LLMs.","removed":false,"published":"2025-06-10T06:45:18.539067Z","deleted":false,"ap_id":"https://infosec.pub/comment/16391913","local":false,"path":"0.17262648.17264874.17266624.17267232.17282228","distinguished":false,"language_id":37},"creator":{"id":18039211,"name":"danzabia","display_name":"danzania","banned":false,"published":"2025-06-01T01:52:02.476822Z","actor_id":"https://infosec.pub/u/danzabia","local":false,"deleted":false,"bot_account":false,"instance_id":86},"post":{"id":23759253,"name":"Scientists Discover That Feeding AI Models 10% 4Chan Trash Actually Makes Them Better Behaved","url":"https://arxiv.org/abs/2505.04741","body":"- [HTML](https://arxiv.org/html/2505.04741v1).\n- [PDF](https://arxiv.org/pdf/2505.04741).\n> In large language model (LLM) pretraining, data quality is believed to determine model quality. In this paper, we re-examine the notion of \"quality\" from the perspective of pre- and post-training co-design. Specifically, we explore the possibility that pre-training on more toxic data can lead to better control in post-training, ultimately decreasing a model's output toxicity. First, we use a toy experiment to study how data composition affects the geometry of features in the representation space. Next, through controlled experiments with Olmo-1B models trained on varying ratios of clean and toxic data, we find that the concept of toxicity enjoys a less entangled linear representation as the proportion of toxic data increases. Furthermore, we show that although toxic data increases the generational toxicity of the base model, it also makes the toxicity easier to remove. Evaluations on Toxigen and Real Toxicity Prompts demonstrate that models trained on toxic data achieve a better trade-off between reducing generational toxicity and preserving general capabilities when detoxifying techniques such as inference-time intervention (ITI) are applied. Our findings suggest that, with post-training taken into account, bad data may lead to good models.","creator_id":17231814,"community_id":15,"removed":false,"locked":false,"published":"2025-06-09T12:36:37.974073Z","updated":"2025-06-09T12:41:42.941580Z","deleted":false,"nsfw":false,"embed_title":"When Bad Data Leads to Good Models","embed_description":"In large language model (LLM) pretraining, data quality is believed to determine model quality. In this paper, we re-examine the notion of \"quality\" from the perspective of pre- and post-training co-design. Specifically, we explore the possibility that pre-training on more toxic data can lead to better control in post-training, ultimately decreasing a model's output toxicity. First, we use a toy experiment to study how data composition affects the geometry of features in the representation space. Next, through controlled experiments with Olmo-1B models trained on varying ratios of clean and toxic data, we find that the concept of toxicity enjoys a less entangled linear representation as the proportion of toxic data increases. Furthermore, we show that although toxic data increases the generational toxicity of the base model, it also makes the toxicity easier to remove. Evaluations on Toxigen and Real Toxicity Prompts demonstrate that models trained on toxic data achieve a better trade-off between reducing generational toxicity and preserving general capabilities when detoxifying techniques such as inference-time intervention (ITI) are applied. Our findings suggest that, with post-training taken into account, bad data may lead to good models.","thumbnail_url":"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png","ap_id":"https://programming.dev/post/31894243","local":false,"language_id":37,"featured_community":false,"featured_local":false,"url_content_type":"text/html; charset=utf-8"},"community":{"id":15,"name":"technology","title":"Technology","description":"This is a [most excellent](https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExN3N0NmhuODNib3d3Nzg0OHU2bTFqMXAzNW42Y2JsOTVmenNsNG8ycSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/l46CDHTqbmnGZyxKo/giphy.gif) place for technology news and articles.\n \n---\n \n## Our Rules\n \n---\n \n1. Follow the [lemmy.world rules.](https://mastodon.world/about) \n2. Only tech related news or articles.\n3. Be [excellent to each other!](https://www.youtube.com/watch?v=rph_1DODXDU)\n4. Mod approved content bots can post up to 10 articles per day.\n5. 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In this paper, we re-examine the notion of \"quality\" from the perspective of pre- and post-training co-design. Specifically, we explore the possibility that pre-training on more toxic data can lead to better control in post-training, ultimately decreasing a model's output toxicity. First, we use a toy experiment to study how data composition affects the geometry of features in the representation space. Next, through controlled experiments with Olmo-1B models trained on varying ratios of clean and toxic data, we find that the concept of toxicity enjoys a less entangled linear representation as the proportion of toxic data increases. Furthermore, we show that although toxic data increases the generational toxicity of the base model, it also makes the toxicity easier to remove. Evaluations on Toxigen and Real Toxicity Prompts demonstrate that models trained on toxic data achieve a better trade-off between reducing generational toxicity and preserving general capabilities when detoxifying techniques such as inference-time intervention (ITI) are applied. Our findings suggest that, with post-training taken into account, bad data may lead to good models.","creator_id":17231814,"community_id":15,"removed":false,"locked":false,"published":"2025-06-09T12:36:37.974073Z","updated":"2025-06-09T12:41:42.941580Z","deleted":false,"nsfw":false,"embed_title":"When Bad Data Leads to Good Models","embed_description":"In large language model (LLM) pretraining, data quality is believed to determine model quality. In this paper, we re-examine the notion of \"quality\" from the perspective of pre- and post-training co-design. Specifically, we explore the possibility that pre-training on more toxic data can lead to better control in post-training, ultimately decreasing a model's output toxicity. First, we use a toy experiment to study how data composition affects the geometry of features in the representation space. Next, through controlled experiments with Olmo-1B models trained on varying ratios of clean and toxic data, we find that the concept of toxicity enjoys a less entangled linear representation as the proportion of toxic data increases. Furthermore, we show that although toxic data increases the generational toxicity of the base model, it also makes the toxicity easier to remove. Evaluations on Toxigen and Real Toxicity Prompts demonstrate that models trained on toxic data achieve a better trade-off between reducing generational toxicity and preserving general capabilities when detoxifying techniques such as inference-time intervention (ITI) are applied. Our findings suggest that, with post-training taken into account, bad data may lead to good models.","thumbnail_url":"https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png","ap_id":"https://programming.dev/post/31894243","local":false,"language_id":37,"featured_community":false,"featured_local":false,"url_content_type":"text/html; charset=utf-8"},"community":{"id":15,"name":"technology","title":"Technology","description":"This is a [most excellent](https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExN3N0NmhuODNib3d3Nzg0OHU2bTFqMXAzNW42Y2JsOTVmenNsNG8ycSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/l46CDHTqbmnGZyxKo/giphy.gif) place for technology news and articles.\n \n---\n \n## Our Rules\n \n---\n \n1. Follow the [lemmy.world rules.](https://mastodon.world/about) \n2. Only tech related news or articles.\n3. Be [excellent to each other!](https://www.youtube.com/watch?v=rph_1DODXDU)\n4. Mod approved content bots can post up to 10 articles per day.\n5. 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Accounts 7 days and younger will have their posts automatically removed. \n \n---\n \n## Approved Bots\n \n---\n \n- [@L4s@lemmy.world](https://lemmy.world/u/L4s) \n- [@autotldr@lemmings.world](https://lemmings.world/u/autotldr) \n- [@PipedLinkBot@feddit.rocks](https://feddit.rocks/u/PipedLinkBot) \n- [@wikibot@lemmy.world](https://lemmy.world/u/wikibot) ","removed":false,"published":"2023-06-11T02:16:17.173483Z","updated":"2025-03-21T18:06:07.536094Z","deleted":false,"nsfw":false,"actor_id":"https://lemmy.world/c/technology","local":false,"icon":"https://lemmy.world/pictrs/image/0da8d285-3457-4e5b-af21-b38609b07eea.webp","banner":"https://lemmy.world/pictrs/image/be818d42-f96f-4a33-b963-2a6e35938d54.png","hidden":false,"posting_restricted_to_mods":false,"instance_id":24,"visibility":"Public"},"counts":{"comment_id":17282188,"score":1,"upvotes":2,"downvotes":1,"published":"2025-06-10T06:42:39.481910Z","child_count":0},"creator_banned_from_community":false,"banned_from_community":false,"creator_is_moderator":false,"creator_is_admin":false,"subscribed":"NotSubscribed","saved":false,"creator_blocked":false},{"comment":{"id":17280870,"creator_id":18039211,"post_id":23755578,"content":"The ad writes itself: NO ONEDRIVE.","removed":false,"published":"2025-06-09T20:12:08.219110Z","deleted":false,"ap_id":"https://infosec.pub/comment/16384405","local":false,"path":"0.17280870","distinguished":false,"language_id":0},"creator":{"id":18039211,"name":"danzabia","display_name":"danzania","banned":false,"published":"2025-06-01T01:52:02.476822Z","actor_id":"https://infosec.pub/u/danzabia","local":false,"deleted":false,"bot_account":false,"instance_id":86},"post":{"id":23755578,"name":"KDE Encourages Windows 10 Users to Switch to Linux","url":"https://linuxiac.com/kde-encourages-windows-10-users-to-switch-to-linux/","body":"\"KDE for Windows 10 Exiles\" is a new KDE initiative inviting Windows 10 users to switch to Linux and the Plasma desktop.","creator_id":15768127,"community_id":13847,"removed":false,"locked":false,"published":"2025-06-09T10:43:52.907771Z","deleted":false,"nsfw":false,"embed_title":"KDE Encourages Windows 10 Users to Switch to Linux","embed_description":"\"KDE for Windows 10 Exiles\" is a new KDE initiative inviting Windows 10 users to switch to Linux and the Plasma desktop.","thumbnail_url":"https://linuxiac.b-cdn.net/wp-content/uploads/2025/06/kde-for-windows10-exiles.jpg","ap_id":"https://piefed.social/post/882643","local":false,"language_id":37,"featured_community":false,"featured_local":false,"url_content_type":"text/html; charset=utf-8"},"community":{"id":13847,"name":"linux","title":"Linux","description":"A community for everything relating to the GNU/Linux operating system\n\nAlso check out:\n- [!linux_memes@programming.dev](https://programming.dev/c/linux_memes)\n- [!linuxphones@lemmy.ca](https://lemmy.ca/c/linuxphones)\n\n> Original icon base courtesy of lewing@isc.tamu.edu and [The GIMP](https://isc.tamu.edu/~lewing/gimp/)","removed":false,"published":"2023-06-13T22:26:54.405629Z","updated":"2025-02-07T10:57:24.818086Z","deleted":false,"nsfw":false,"actor_id":"https://programming.dev/c/linux","local":false,"icon":"https://programming.dev/pictrs/image/028151d2-3692-416d-a8eb-9d3d4cc18b41.png","banner":"https://programming.dev/pictrs/image/1d9edc2d-c279-4133-9d07-5dad16fc7692.jpeg","hidden":false,"posting_restricted_to_mods":false,"instance_id":22,"visibility":"Public"},"counts":{"comment_id":17280870,"score":1,"upvotes":1,"downvotes":0,"published":"2025-06-09T20:12:08.219110Z","child_count":0},"creator_banned_from_community":false,"banned_from_community":false,"creator_is_moderator":false,"creator_is_admin":false,"subscribed":"NotSubscribed","saved":false,"creator_blocked":false},{"comment":{"id":17257612,"creator_id":18039211,"post_id":23723199,"content":"I'm curious about the scientific consensus continually undershooting. At a certain point, if you're always updating in one direction, shouldn't you overcorrect a bit?","removed":false,"published":"2025-06-09T06:58:48.628369Z","deleted":false,"ap_id":"https://infosec.pub/comment/16373236","local":false,"path":"0.17257612","distinguished":false,"language_id":37},"creator":{"id":18039211,"name":"danzabia","display_name":"danzania","banned":false,"published":"2025-06-01T01:52:02.476822Z","actor_id":"https://infosec.pub/u/danzabia","local":false,"deleted":false,"bot_account":false,"instance_id":86},"post":{"id":23723199,"name":"The world could experience a year above 2°C of warming by 2029","url":"https://www.newscientist.com/article/2481945-the-world-could-experience-a-year-above-2c-of-warming-by-2029/","creator_id":16957297,"community_id":15,"removed":false,"locked":false,"published":"2025-06-08T18:45:48.254735Z","deleted":false,"nsfw":false,"embed_title":"The world could experience a year above 2°C of warming by 2029","embed_description":"2024 was the first single year to surpass the 1.5°C global warming threshold – now scientists predict that a year above 2°C is possible in the near future","thumbnail_url":"https://images.newscientist.com/wp-content/uploads/2025/05/27171734/SEI_253342576.jpg","ap_id":"https://lemm.ee/post/66281341","local":false,"language_id":37,"featured_community":false,"featured_local":false,"url_content_type":"text/html; charset=utf-8"},"community":{"id":15,"name":"technology","title":"Technology","description":"This is a [most excellent](https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExN3N0NmhuODNib3d3Nzg0OHU2bTFqMXAzNW42Y2JsOTVmenNsNG8ycSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/l46CDHTqbmnGZyxKo/giphy.gif) place for technology news and articles.\n \n---\n \n## Our Rules\n \n---\n \n1. Follow the [lemmy.world rules.](https://mastodon.world/about) \n2. Only tech related news or articles.\n3. Be [excellent to each other!](https://www.youtube.com/watch?v=rph_1DODXDU)\n4. Mod approved content bots can post up to 10 articles per day.\n5. Threads asking for personal tech support may be deleted.\n6. Politics threads may be removed.\n7. No memes allowed as posts, OK to post as comments.\n8. Only approved bots from the list below, this includes using AI responses and summaries. To ask if your bot can be added please contact a mod.\n9. Check for duplicates before posting, duplicates may be removed\n10. Accounts 7 days and younger will have their posts automatically removed. \n \n---\n \n## Approved Bots\n \n---\n \n- [@L4s@lemmy.world](https://lemmy.world/u/L4s) \n- [@autotldr@lemmings.world](https://lemmings.world/u/autotldr) \n- [@PipedLinkBot@feddit.rocks](https://feddit.rocks/u/PipedLinkBot) \n- [@wikibot@lemmy.world](https://lemmy.world/u/wikibot) ","removed":false,"published":"2023-06-11T02:16:17.173483Z","updated":"2025-03-21T18:06:07.536094Z","deleted":false,"nsfw":false,"actor_id":"https://lemmy.world/c/technology","local":false,"icon":"https://lemmy.world/pictrs/image/0da8d285-3457-4e5b-af21-b38609b07eea.webp","banner":"https://lemmy.world/pictrs/image/be818d42-f96f-4a33-b963-2a6e35938d54.png","hidden":false,"posting_restricted_to_mods":false,"instance_id":24,"visibility":"Public"},"counts":{"comment_id":17257612,"score":15,"upvotes":15,"downvotes":0,"published":"2025-06-09T06:58:48.628369Z","child_count":1},"creator_banned_from_community":false,"banned_from_community":false,"creator_is_moderator":false,"creator_is_admin":false,"subscribed":"NotSubscribed","saved":false,"creator_blocked":false},{"comment":{"id":17244360,"creator_id":18039211,"post_id":23694490,"content":"Better that they cover it than not. And the recent ramp up is worth reporting on, it's a new level of weaponization compared to previous administrations.","removed":false,"published":"2025-06-08T16:19:24.047237Z","deleted":false,"ap_id":"https://infosec.pub/comment/16363768","local":false,"path":"0.17240123.17244360","distinguished":false,"language_id":37},"creator":{"id":18039211,"name":"danzabia","display_name":"danzania","banned":false,"published":"2025-06-01T01:52:02.476822Z","actor_id":"https://infosec.pub/u/danzabia","local":false,"deleted":false,"bot_account":false,"instance_id":86},"post":{"id":23694490,"name":"How the US is turning into a mass techno-surveillance state","url":"https://english.elpais.com/usa/2025-06-05/how-the-us-is-turning-into-a-mass-techno-surveillance-state.html","creator_id":14982885,"community_id":15,"removed":false,"locked":false,"published":"2025-06-08T05:32:39.549869Z","deleted":false,"nsfw":false,"embed_title":"How the US is turning into a mass techno-surveillance state","embed_description":"President Trump and his former star advisor, Elon Musk, have accelerated the deployment of a vast technological infrastructure that monitors the lives of millions of people. The system is focusing on immigrants — for now","thumbnail_url":"https://imagenes.elpais.com/resizer/v2/LYGBPROGCFDXTPI7JEW47FGWD4.jpg?auth=2f4a35966b75d80d47c80d2b6687e3e77afc3ebfdc5ddb7d7b3cc8a2de5fcffa&width=1200","ap_id":"https://lemmy.dbzer0.com/post/46208842","local":false,"language_id":37,"featured_community":false,"featured_local":false,"url_content_type":"text/html; charset=utf-8"},"community":{"id":15,"name":"technology","title":"Technology","description":"This is a [most excellent](https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExN3N0NmhuODNib3d3Nzg0OHU2bTFqMXAzNW42Y2JsOTVmenNsNG8ycSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/l46CDHTqbmnGZyxKo/giphy.gif) place for technology news and articles.\n \n---\n \n## Our Rules\n \n---\n \n1. Follow the [lemmy.world rules.](https://mastodon.world/about) \n2. Only tech related news or articles.\n3. Be [excellent to each other!](https://www.youtube.com/watch?v=rph_1DODXDU)\n4. Mod approved content bots can post up to 10 articles per day.\n5. Threads asking for personal tech support may be deleted.\n6. Politics threads may be removed.\n7. No memes allowed as posts, OK to post as comments.\n8. Only approved bots from the list below, this includes using AI responses and summaries. To ask if your bot can be added please contact a mod.\n9. Check for duplicates before posting, duplicates may be removed\n10. 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Self promotion is fine if you just want people to be aware of your work, but blatant attempts at spam will result in the past being removed and possibly a ban. If you aren't sure if what you are posting is spam, please contact the moderator first. \n\nConduct: Be nice, and don't be a jerk. Constructive criticism is OK, but don't be mean. 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Recently I got such message RQAAL TDTJX KWISK QBJCB DNQSS ZYFLM. I need to decode it","creator_id":18120346,"community_id":394702,"removed":false,"locked":false,"published":"2025-06-06T00:40:42.487552Z","deleted":false,"nsfw":false,"ap_id":"https://infosec.pub/post/29450876","local":false,"language_id":37,"featured_community":false,"featured_local":false},"community":{"id":394702,"name":"infosec","title":"Information Security","removed":false,"published":"2023-06-30T13:56:59.179883Z","updated":"2023-06-30T13:57:19.872665Z","deleted":false,"nsfw":false,"actor_id":"https://infosec.pub/c/infosec","local":false,"hidden":false,"posting_restricted_to_mods":false,"instance_id":86,"visibility":"Public"},"counts":{"comment_id":17190455,"score":2,"upvotes":2,"downvotes":0,"published":"2025-06-06T04:45:53.769259Z","child_count":1},"creator_banned_from_community":false,"banned_from_community":false,"creator_is_moderator":false,"creator_is_admin":false,"subscribed":"NotSubscribed","saved":false,"creator_blocked":false},{"comment":{"id":17190320,"creator_id":18039211,"post_id":23550435,"content":"Name checks out.","removed":false,"published":"2025-06-06T04:31:28.595832Z","deleted":false,"ap_id":"https://infosec.pub/comment/16321958","local":false,"path":"0.17186554.17190248.17190320","distinguished":false,"language_id":37},"creator":{"id":18039211,"name":"danzabia","display_name":"danzania","banned":false,"published":"2025-06-01T01:52:02.476822Z","actor_id":"https://infosec.pub/u/danzabia","local":false,"deleted":false,"bot_account":false,"instance_id":86},"post":{"id":23550435,"name":"Trump Appoints 22-Year-Old Ex-Gardener and Grocery Store Assistant to Lead U.S. Terror Prevention","url":"https://www.thedailybeast.com/donald-trump-appoints-22-y-o-ex-gardener-grocery-store-assistant-as-us-homeland-department-terrorist-chief/","body":"cross-posted from: https://lemm.ee/post/65976593\n\n","creator_id":16148888,"community_id":3516,"removed":false,"locked":false,"published":"2025-06-05T13:34:51.730890Z","deleted":false,"nsfw":false,"embed_title":"Trump Appoints 22-Year-Old Ex-Gardener and Grocery Store Assistant to Lead U.S. Terror Prevention","embed_description":"Counter-terror chief was pulling up weeds just five years ago.","thumbnail_url":"https://www.thedailybeast.com/resizer/v2/GZCR4SOTZFHCRM6EEOPFRU5HQM.jpg?smart=true&auth=40f9d71eb43b6eabfc065b03d6476dc650ce1e0057360bd098bf8ad7e93b999f&width=1200&height=630","ap_id":"https://feddit.org/post/13666714","local":false,"language_id":37,"featured_community":false,"featured_local":false,"url_content_type":"text/html; charset=utf-8"},"community":{"id":3516,"name":"nottheonion","title":"Not The Onion","description":"# Welcome\n\nWe're not *[The Onion](https://www.theonion.com/)*! Not affiliated with them in any way! Not operated by them in any way! All the news here is real!\n\n# The Rules\n\n**Posts** must be:\n\n1. Links to news stories from...\n2. ...credible sources, with...\n3. ...their original headlines, that...\n4. ...would make people who see the headline think, “That has got to be a story from The Onion, America’s Finest News Source.”\n\nPlease also avoid duplicates.\n\n**Comments** and **post content** must abide by the server rules for Lemmy.world and generally abstain from trollish, bigoted, or otherwise disruptive behavior that makes this community less fun for everyone.\n\nAnd that’s basically it!","removed":false,"published":"2023-06-11T08:19:06.839122Z","updated":"2025-03-12T21:05:21.738189Z","deleted":false,"nsfw":false,"actor_id":"https://lemmy.world/c/nottheonion","local":false,"icon":"https://lemmy.world/pictrs/image/41e39366-cb91-4d4a-bc07-a47621cb7d5f.jpeg","banner":"https://lemmy.world/pictrs/image/60356746-efdd-4a7f-8997-50147cc64cc7.jpeg","hidden":false,"posting_restricted_to_mods":false,"instance_id":24,"visibility":"Public"},"counts":{"comment_id":17190320,"score":0,"upvotes":1,"downvotes":1,"published":"2025-06-06T04:31:28.595832Z","child_count":0},"creator_banned_from_community":false,"banned_from_community":false,"creator_is_moderator":false,"creator_is_admin":false,"subscribed":"NotSubscribed","saved":false,"creator_blocked":false},{"comment":{"id":17108469,"creator_id":18039211,"post_id":23327345,"content":"I think they would agree with your assessment.","removed":false,"published":"2025-06-02T18:11:36.940541Z","deleted":false,"ap_id":"https://infosec.pub/comment/16258247","local":false,"path":"0.17092855.17108469","distinguished":false,"language_id":0},"creator":{"id":18039211,"name":"danzabia","display_name":"danzania","banned":false,"published":"2025-06-01T01:52:02.476822Z","actor_id":"https://infosec.pub/u/danzabia","local":false,"deleted":false,"bot_account":false,"instance_id":86},"post":{"id":23327345,"name":"AI agents outperform human teams in hacking competitions","url":"https://the-decoder.com/ai-agents-outperform-human-teams-in-hacking-competitions/","body":"> - In two hacker competitions run by Palisade Research, autonomous AI systems matched or outperformed human professionals in demanding security challenges.\n> - In the first contest, four out of seven AI teams scored 19 out of 20 points, ranking among the top five percent of all participants, while in the second competition, the leading AI team reached the top ten percent despite facing structural disadvantages.\n> - According to Palisade Research, these outcomes suggest that the abilities of AI agents in cybersecurity have been underestimated, largely due to shortcomings in earlier evaluation methods.","creator_id":17231814,"community_id":4523,"removed":false,"locked":false,"published":"2025-06-01T14:01:53.977127Z","deleted":false,"nsfw":false,"embed_title":"AI agents outperform human teams in hacking competitions","embed_description":"A recent series of cybersecurity competitions organized by Palisade Research shows that autonomous AI agents can compete directly with human hackers, and sometimes come out ahead.","thumbnail_url":"https://the-decoder.com/wp-content/uploads/2025/06/human_neural_network_CTF_illustration.png","ap_id":"https://programming.dev/post/31425481","local":false,"language_id":0,"featured_community":false,"featured_local":false,"url_content_type":"text/html; charset=utf-8"},"community":{"id":4523,"name":"cybersecurity","title":"cybersecurity","description":"An umbrella community for all things cybersecurity / infosec. News, research, questions, are all welcome! \n\n## Community Rules\n- Be kind\n- Limit promotional activities\n- Non-cybersecurity posts should be redirected to other communities within infosec.pub.\n\nEnjoy! 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Is the backlash due to media narratives about AI replacing software engineers? Or is it the theft of training material without attribution? I want to understand why this topic evokes such emotion and why discussions often focus on negativity rather than control, safety, or advancements.","creator_id":18039211,"community_id":15,"removed":false,"locked":false,"published":"2025-06-10T06:37:24.931523Z","deleted":false,"nsfw":false,"ap_id":"https://infosec.pub/post/29676989","local":false,"language_id":37,"featured_community":false,"featured_local":false},"creator":{"id":18039211,"name":"danzabia","display_name":"danzania","banned":false,"published":"2025-06-01T01:52:02.476822Z","actor_id":"https://infosec.pub/u/danzabia","local":false,"deleted":false,"bot_account":false,"instance_id":86},"community":{"id":15,"name":"technology","title":"Technology","description":"This is a [most excellent](https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExN3N0NmhuODNib3d3Nzg0OHU2bTFqMXAzNW42Y2JsOTVmenNsNG8ycSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/l46CDHTqbmnGZyxKo/giphy.gif) place for technology news and articles.\n \n---\n \n## Our Rules\n \n---\n \n1. 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