Podcasts about scoped

In this episode, Jake goes through some of the newer features of the View Transition API, along with some vaguer ideas that are planned for the future. Resources General view transitions docs Custom entry and exit transitions hasUAVisualTransition so you know when the UA has done its own transition view-transition-class view-transition-types Cross-document view transitions  to wait for a particular element The blocking attribute to wait for a particular resource The pageswap and pagereveal events Nested view transitions The match-element vs auto discussion Scoped view transitions attr() in Chrome Safari just went and released view-transition-name: auto

In this episode of Syntax, Wes and Scott talk about CSS components, including class-based components, CSS modules, scoped CSS, utility CSS, and CSS-in-JS strategies. They share their thoughts, what differentiates these approaches, and why you may (or may not) want to use them. Show Notes 00:00 - Welcome to Syntax! 01:30 - Brought to you by Sentry.io. 02:11 - What makes a good CSS component system? 07:54 - Component vs part of a component 13:26 - CSS Modules 15:56 - Scoped CSS @scope - (82% support!) ff behind flag https://developer.mozilla.org/en-US/docs/Web/CSS/@scope 21:07 - How is Panda different from style components? Panda StyleX 00:00 - Utility CSS TailwindCSS Uno 31:08 - Utility Sprinkles 34:13 - CSS variables https://open-props.style Hit us up on Socials! Syntax: X Instagram Tiktok LinkedIn Threads Wes: X Instagram Tiktok LinkedIn Threads Scott: X Instagram Tiktok LinkedIn Threads Randy: X Instagram YouTube Threads

In this Episode, I'm excited to talk to Spencer Pries of End Game and Scoped Exposure podcast . We talk over the history and the return of EG as well as the upcoming tour with collective action. --- Send in a voice message: https://podcasters.spotify.com/pod/show/deadairhardcoreradio/message Support this podcast: https://podcasters.spotify.com/pod/show/deadairhardcoreradio/support

On today's podcast, we talk with Mike Ryan of MISSING LINK. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Mike is up to: https://www.instagram.com/newyorkstateofmike/ https://www.instagram.com/missinglinkhc/ https://bbbrecords.bandcamp.com/album/watch-me-bleed https://missinglinkny.bandcamp.com/ http://glorydaysbarber.co/ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Abby of LIFE'S QUESTION. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Abby is up to: https://www.instagram.com/absaucetattoos/ https://www.instagram.com/absaucedesign/ https://www.instagram.com/lifesquestionhc/ https://lifesquestionhc.bandcamp.com/ https://flatspotrecords.bandcamp.com/album/fsr73-s-t-2 Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Tom of TRAIL OF LIES and Gold Set Merch. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Tom is up to: https://www.instagram.com/tom_dom/ https://www.instagram.com/trailoflies315/?hl=en https://trailoflies315.bandcamp.com/ https://www.trailoflies.com/ https://www.goldsetmerch.com/ https://www.instagram.com/goldsetmerch/?hl=en Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Rob of RUST, DIE ALONE, ONE TO BLAME, and Steel City Hardcore. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Rob is up to: https://www.instagram.com/dadxball/ https://rusthxc.bandcamp.com/ https://newagerecords.com/collections/rust https://diealone416.bandcamp.com/ https://www.instagram.com/onetoblamehc/ https://www.instagram.com/steelcityhardcore/ Check out other Scoped Exposure Podcast x RUST episodes: Scoped Exposure Podcast 111 w/ Tommy Scoped Exposure Podcast 194 w/ Rick Check out other Scoped Exposure Podcast x DIE ALONE episodes: Scoped Exposure Podcast 215 w/ Cian Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

Ben recently attended a scoped carbine course taught by Joe of Bruiser Industries. I sat down with Ben to hear what the class was like, what he learned, and if his rifle setup was sufficient for the class. Ben and I also share the news of what's instore for all the coming soon dates on his take a class page. Log into Practical Shooting Training Group to watch the video feed for the podcast, view the content linked in the show notes, and ask follow up questions at http://pstg.us/

I was asked to do a guest fill-in on KXCI 91.3 FM in Tucson, AZ "Afternoon Music Mix" show. An eclectic mix of music. This is the scoped aircheck. (dougmilesmedia)

On today's podcast, we talk with Brandon Flores of BIG BOY. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Brandon is up to: https://www.instagram.com/bigboyrealbayshit/ https://imthebigboy.bandcamp.com/ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Charles Toshio of NO RIGHT. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Charles is up to: https://www.instagram.com/audiobytosh/ https://norightxxx.bandcamp.com/ https://www.audiobytosh.com/ Check out the other Scoped Exposure Podcast x NO RIGHT episodes: Scoped Exposure Podcast 71 w/ Sierra Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's mini pod, we talk with Grant & Gill of ABRUPT DECAY at Capital HC Fest in Edmonton, Alberta, Canada. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Grant and Gill are up to: https://www.instagram.com/bittertrenches/ https://www.instagram.com/itpaysthegills/ https://abruptdecayab.bandcamp.com/ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Jacob Paris of EXCIDE. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Jacob is up to: https://linktr.ee/byjacobparis https://www.instagram.com/byjacobparis/ https://www.youtube.com/@byjacobparis https://www.tiktok.com/@byjacobparis?lang=en https://www.patreon.com/byjacobparis https://www.byjacobparis.com/ https://linktr.ee/excidehc Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Josh of STICK TO YOUR GUNS, EIGHTEEN VISIONS, and SORRY FERN. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Josh is up to: https://www.instagram.com/joshjamesxxx/ www.sticktoyourguns.net http://18vofficial.com/ https://sorryfern.bandcamp.com/ Check out the other Scoped Exposure Podcast x STICK TO YOUR GUNS episodes: Scoped Exposure Podcast 147 w/ Chris https://www.youtube.com/watch?v=2sIrDF_qoRc&t=3s Scoped Exposure Podcast 184 w/ Jesse https://www.youtube.com/watch?v=BhJMK7WzpjY&t=38s Scoped Exposure Podcast 262 w/ Adam https://www.youtube.com/watch?v=dX0xscsh97Y • Madi Watkins [YEAR OF THE KNIFE, Cand... Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's mini pod, we talk with Lee of FALSE BODY at Capital HC Fest in Edmonton, Alberta, Canada. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Lee is up to: https://www.instagram.com/sageoftheelderstaff/ https://falsebody.bandcamp.com/ https://www.instagram.com/theneonstreets/ Check out the other Scoped Exposure Podcast x FALSE BODY episodes: Scoped Exposure Podcast 185 w/ Michelle Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Rich Gaccione of EDICT and Providence Vegan Deli. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Rich is up to: https://www.instagram.com/yallhavingbirthdaycake/ https://www.instagram.com/bornfrompainvegan/ https://bornfrompainbakery.com/password https://www.kickstarter.com/projects/buildpvdeli/help-build-providence-vegan-deli/rewards https://edict666.bandcamp.com/ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Jeff Caffey of ODD MAN OUT. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Jeff is up to: https://www.instagram.com/sudsdenim/ https://odd-man-out.bandcamp.com/ https://www.instagram.com/gagguys/ https://changehardcore.bandcamp.com/ https://rawbrigade.bandcamp.com/ https://www.instagram.com/mindofalifer/ https://www.discogs.com/artist/4341631-Jeff-Caffey Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Seth Lewis of GATES TO HELL. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Seth is up to: https://www.instagram.com/sickpuppyseth/ https://www.instagram.com/gatestohell502/ https://linktr.ee/gatestohell Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's mini pod, we talk with Simone and Jude of XMEANSTOANENDX and HOPSCOTCH BATTLESCARS at the Major League Bowl in Calgary, Alberta, Canada. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Simone and Jude are up to: https://www.instagram.com/xvxiphone9giveawayxvx/ https://www.instagram.com/noodle_club_/ XMEANSTOANENDX HOPSCOTCH BATTLESCARS COLD BOILER MAKER Winnipeg Hardcore Shows Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Justin Fornof of WRISTMEETRAZOR and SPIRIT WORLD. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Justin is up to: https://www.instagram.com/postmortemfame/ https://www.instagram.com/wrist.meet.razor/ https://wristmeetrazor.com/ https://linktr.ee/spiritworldprophet Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's mini pod, we talk with all of DENIAL OF LIFE at the Major League Bowl in Calgary, Alberta, Canada. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what DOL is up to: https://www.instagram.com/denial.of.life/ https://denialoflife.bandcamp.com/ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Jon McRae of GRAVE MAKER. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Jon is up to: https://www.instagram.com/jonxmcrae/ https://www.facebook.com/gravemakernwhc/ https://www.instagram.com/ltlco/ https://www.instagram.com/overcastmerch/ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's mini pod, we talk with Chris Delamere of EYES FRONT at the Major League Bowl in Calgary, Alberta, Canada. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Chris is up to: https://www.instagram.com/christopherdelamere/ https://www.instagram.com/eyesfront.hc/ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's mini pod, we talk with Joven Anselmo of CLIQUE at the Major League Bowl in Calgary, Alberta, Canada. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Joven is up to: https://clique-lhf.bandcamp.com/ https://www.instagram.com/jxanselmo/ Check out the other Scoped Exposure Podcast x CLIQUE episodes: LISTEN UP! Mini Interview w/ Joven [CLIQUE] Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

An airhacks.fm conversation with Jose Paumard (@JosePaumard) about: Jose previously on "#271 From Image Recognition to CoffeeCast", Joses favourite Java 21 feature: virtual threads, Project Loom, Tomas Langer on airhacks.fm: "#58 Helidon: Never Block The Thread", the advantages of structured concurrency, scope values: immutability and passing, the challenges of debugging reactive code, replacing thread locals, Scala, concurrency and plain Java features, ThreadLocal vs. Scoped Values (JEP-464), AWS Lambda and virtual threads, running same code in serverless or threaded environments with quarkus Jose Paumard on twitter: @JosePaumard

On today's podcast, we talk with Brandon Watkins of YEAR OF THE KNIFE and DAMNATIONS DOMAIN. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Brandon is up to: https://www.instagram.com/driven2conquer69/ https://xyotkx.bandcamp.com/ https://damnationsdomain.bandcamp.com/ https://darkfiend.bandcamp.com/ https://fragged.bandcamp.com/ https://candycorpse.com/ Check out the other Scoped Exposure Podcast x YEAR OF THE KNIFE episodes: Scoped Exposure Podcast 234 w/ Madi https://youtu.be/EInUPFkV2xE?si=AqPYKtRAr5A08zs_ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Troy Martin of TWO GUNS, EASY MONEY and SLEDGEHAMMER FACELIFT. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Troy is up to: https://www.instagram.com/480troy/ https://twoguns.bandcamp.com/ https://sledgehammerfacelift.bandcamp.com/ https://easymoneyhc.bandcamp.com/ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Chris of SUICIDE SILENCE and the Garza Podcast Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Chris is up to: https://www.instagram.com/chrisgarza/ https://www.instagram.com/suicidesilence/ https://www.instagram.com/garzapodcastofficial/ https://www.youtube.com/GarzaPodcast Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Dylan of AGE OF APOCALYPSE. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Dylan is up to: https://www.instagram.com/dkapow/ https://www.instagram.com/ageofapocalypse_ny/ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Christopher of Youth Energy. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Chris is up to: https://www.instagram.com/chrisxenergy/ https://www.instagram.com/youthxenergy/ https://www.youthenergydesigns.com/ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Logan of DOA Promotions. Purchase tickets to Major League Bowl here: https://doapromotions.bigcartel.com/product/the-major-league-bowl Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Logan is up to: https://www.instagram.com/truexchiller/ https://www.instagram.com/doa.promotions/ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Asia of FOLD. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Asia is up to: https://www.instagram.com/_vegalien_/ https://foldhc.bandcamp.com/ Mikayla's socials https://www.instagram.com/mgms_art Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

Welcome to The Nonlinear Library, where we use Text-to-Speech software to convert the best writing from the Rationalist and EA communities into audio. This is: Deep Forgetting & Unlearning for Safely-Scoped LLMs, published by Stephen Casper on December 5, 2023 on The AI Alignment Forum. Thanks to Phillip Christoffersen, Adam Gleave, Anjali Gopal, Soroush Pour, and Fabien Roger for useful discussions and feedback. TL;DR This post overviews a research agenda for avoiding unwanted latent capabilities in LLMs. It argues that "deep" forgetting and unlearning may be important, tractable, and neglected for AI safety. I discuss five things. The practical problems posed when undesired latent capabilities resurface. How scoping models down to avoid or deeply remove unwanted capabilities can make them safer. The shortcomings of standard training methods for scoping. A variety of methods can be used to better scope models. These can either involve passively forgetting out-of-distribution knowledge or actively unlearning knowledge in some specific undesirable domain. Desiderata for scoping methods and ways to move forward with research on them. There has been a lot of recent interest from the AI safety community in topics related to this agenda. I hope that this helps to provide a clarifying framework and a useful reference for people working on these goals. The problem: LLMs are sometimes good at things we try to make them bad at Back in 2021, I remember laughing at this tweet. At the time, I didn't anticipate that this type of thing would become a big alignment challenge. Robust alignment is hard. Today's LLMs are sometimes frustratingly good at doing things that we try very hard to make them not good at. There are two ways in which hidden capabilities in models have been demonstrated to exist and cause problems. Jailbreaks (and other attacks) elicit harmful capabilities Until a few months ago, I used to keep notes with all of the papers on jailbreaking state-of-the-art LLMs that I was aware of. But recently, too many have surfaced for me to care to keep track of anymore. Jailbreaking LLMs is becoming a cottage industry. However, a few notable papers are Wei et al. (2023), Zou et al. (2023a), Shah et al. (2023), and Mu et al. (2023). A variety of methods are now being used to subvert the safety training of SOTA LLMs by making them enter an unrestricted chat mode where they are willing to say things that go against their safety training. Shah et al. (2023) were even able to get instructions for making a bomb from GPT-4. Attacks come in many varieties: manual v. automated, black-box v. transferrable-white-box, unrestricted v. plain-English, etc. Adding to the concerns from empirical findings, Wolf et al. (2023) provide a theoretical argument as to why jailbreaks might be a persistent problem for LLMs. Finetuning can rapidly undo safety training Recently a surge of complementary papers on this suddenly came out. Each of which demonstrates that state-of-the-art safety-finetuned LLMs can have their safety training undone by finetuning ( Yang et al.. 2023; Qi et al., 2023; Lermen et al., 2023; Zhan et al., 2023). The ability to misalign models with finetuning seems to be consistent and has shown to work with LoRA ( Lermen et al., 2023), on GPT-4 ( Zhan et al., 2023), with as few as 10 examples ( Qi et al., 2023), and with benign data ( Qi et al., 2023). Conclusion: the alignment of state-of-the-art safety-finetuned LLMs is brittle Evidently, LLMs persistently retain harmful capabilities that can resurface at inopportune times. This poses risks from both misalignment and misuse. This seems concerning for AI safety because if highly advanced AI systems are deployed in high-stakes applications, they should be robustly aligned. A need for safely-scoped models LLMs should only know only what they need to One good way to avoid liabilities from unwanted capabilities is to make advanced AI systems in high-stakes settings know what they need to kno...

On today's podcast, we talk with Michael of MUGSHOT. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Michael is up to: https://www.instagram.com/undying.spear/ https://mugshotca.bandcamp.com/ https://linktr.ee/mugshotca Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

Pitch has always supported a Linking feature that allows you to structure your content any which way you want (aka, create content once, use it any number of times). Relations is a new feature that is another feather on the cap, and it works beautifully whether you use it with Linking, or simply by itself. #snowpal aws.snowpal.com learn.snowpal.com

On today's podcast, we talk with Hunter Delaney. Support Hunter's book "The History of Hardcore" on Kickstarter: https://www.kickstarter.com/projects/thehistoryofhardcore/the-history-of-hardcore-a-graphic-novel-by-hunter-delaney Listen to episodes early by supporting Scoped on Patreon: patreon.com/scopedexposure Keep up with what Hunter is up up to: https://www.instagram.com/blackxrider/ https://www.hunterdelaney.com/ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Kane of SPEED. Listen to episodes early by supporting Scoped on Patreon: patreon.com/scopedexposure Keep up with what Kane is up up to: https://www.instagram.com/kaniboiii793/ https://linktr.ee/gangcalledspeed Listen to the other Scoped Exposure Podcast x SPEED episodes: Scoped Exposure Podcast Podcast 242 Scoped Exposure Podcast 198 Scoped Exposure Podcast 156 Scoped Exposure Podcast 066 Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Camden Good of D BLOC. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Camden is up to: https://www.instagram.com/bigcamdenstyle235/ https://www.instagram.com/dbloc_hardcore/ https://dbloc.bandcamp.com/ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Michael of MUGSHOT. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Michael is up to: https://www.instagram.com/undying.spear/ https://mugshotca.bandcamp.com/ https://linktr.ee/mugshotca Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Will Kaelin of NEVER ENDING GAME and GRIDIRON. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Will is up to: https://www.instagram.com/bigoleslug/ https://neverendinggame.net/ https://neverendinggame.bandcamp.com/ https://gridiron.bandcamp.com/ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Blaythe of NO CURE. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Blaythe is up to: https://www.instagram.com/blaythesteuer/ https://nocurexxx.bandcamp.com/ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

Grant is handling PAYTON'S PREDICTIONS today...and it goes off the rails.

On today's podcast, we talk with Jami of CODE ORANGE. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Jami is up to: https://www.instagram.com/morganjfaith/ https://codeorangetoth.com/ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with John of SPACED and Overwinter Coffee. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what John is up to: https://www.instagram.com/vaughany_71/ https://spaced.bandcamp.com/ https://gasstation.bandcamp.com/ https://overwinter.coffee/ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Christian Frizzelle of A MOURNING STAR, CRUCIBLE OF SORROW, and BAYONET DISMEMBERMENT. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Christian is up to: https://www.instagram.com/christian_frizzelle/ https://amourningstar.bandcamp.com/ https://crucibleofsorrow.bandcamp.com/ https://www.instagram.com/bayonet_dismemberment/ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Joey Chiaramonte of KOYO and BLOOD RUNS COLD. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Joey is up to: https://www.instagram.com/joeychiaramonte/ https://koyolihc.bandcamp.com/ https://dazestyle.bandcamp.com/album/blood-runs-cold https://www.instagram.com/51ststaterecords/ https://typecaste.bandcamp.com/ https://soulprovider.bandcamp.com/ Check out the other Scoped Exposure Podcast x KOYO episodes: Scoped Exposure Podcast 160 w/ Joey https://youtu.be/a0P1zJ63yxc Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with Nick Birtles of ANKLEBITER. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what Nick is up to: https://www.instagram.com/birtles/ https://linktr.ee/anklebiterxxx Check out the other Scoped Exposure Podcast x ANKLEBITER episodes: Scoped Exposure Podcast 191 w/ Rachael https://www.youtube.com/watch?v=kPGpbmVpEpo Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure

On today's podcast, we talk with James Pligge of HARM'S WAY. Listen to episodes early by supporting Scoped on Patreon: ⁠⁠patreon.com/scopedexposure⁠⁠ Check out what James is up to: https://www.instagram.com/jdp1213/ https://www.harmsway13.com/ https://hatexforce.bandcamp.com/ Season 3 Podcast Intro Bumper Written, Recorded, and Mixed by Tommy Wood: https://www.instagram.com/intommywerust/ Scoped Exposure Podcast is created by: Spencer: https://www.instagram.com/spicyspence_/ Jordan: https://www.instagram.com/restingboredface_/ Check out the main Scoped Exposure channel: www.youtube.com/scopedexposure