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HabrRAG: борьба с низким качеством ответов в условия экономии памяти на GPUПривет, Хабр! Меня зовут Саприн Семён. Я занимаюсь анализом данных и машинным обучением в компании ПГК Диджитал. Сегодня мы начинаем серию статей, в которой я расскажу о том, как мы с командой разрабатывали ИИ-помощника, а также приведу практические кейсы по улучшению точности ответов с минимальными затратами памяти графических процессоров. Как вы уже могли догадаться, наш ИИ-помощник разработан на основе RAG (Retrieval-Augmented Generation) системы. Хотя принцип работы RAG многим уже знаком и не вызывает того самого «вау», я всё же кратко напомню, как эта система работает, почему она так популярна и почему её ответам можно доверять. В этой статье я расскажу, как мы разрабатывали RAG-систему для юридического отдела нашей компании, с какими вызовами столкнулись и как их преодолевали. Вы узнаете, почему стандартные подходы не всегда работают, и как, погрузившись в специфику данных, мы смогли значительно улучшить качество ответов, сохранив при этом экономию ресурсов GPU.<a href="https://habr.com/ru/companies/pgk/articles/897658/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://habr.com/ru/companies/pgk/articles/897658/</a><a href="https://zhub.link/tags/rag" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#rag</a> <a href="https://zhub.link/tags/natural_language_processing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#natural_language_processing</a> <a href="https://zhub.link/tags/%D0%B8%D1%81%D0%BA%D1%83%D1%81%D1%81%D1%82%D0%B2%D0%B5%D0%BD%D0%BD%D1%8B%D0%B9_%D0%B8%D0%BD%D1%82%D0%B5%D0%BB%D0%BB%D0%B5%D0%BA%D1%82" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#искусственный_интеллект</a> <a href="https://zhub.link/tags/%D0%BC%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%B5_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D0%B5" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#машинное_обучение</a> <a href="https://zhub.link/tags/%D0%B8%D0%B8%D0%BF%D0%BE%D0%BC%D0%BE%D1%89%D0%BD%D0%B8%D0%BA" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#иипомощник</a> <a href="https://zhub.link/tags/%D1%87%D0%B0%D0%BD%D0%BA%D0%B8" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#чанки</a> <a href="https://zhub.link/tags/baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#baseline</a>

Inautilo<a href="https://mastodon.social/tags/Development" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Development</a> <a href="https://mastodon.social/tags/Guidelines" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Guidelines</a> Baseline, more than a rule of thumb? · “Don’t use Google’s Baseline to decide which web features to use.” <a href="https://ilo.im/1636ud" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://ilo.im/1636ud</a>_____ <a href="https://mastodon.social/tags/Baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Baseline</a> <a href="https://mastodon.social/tags/Interoperability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Interoperability</a> <a href="https://mastodon.social/tags/Browser" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Browser</a> <a href="https://mastodon.social/tags/ProgressiveEnhancement" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ProgressiveEnhancement</a> <a href="https://mastodon.social/tags/WebDev" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WebDev</a> <a href="https://mastodon.social/tags/Frontend" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Frontend</a> <a href="https://mastodon.social/tags/HTML" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#HTML</a> <a href="https://mastodon.social/tags/CSS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#CSS</a> <a href="https://mastodon.social/tags/JavaScript" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#JavaScript</a> <a href="https://mastodon.social/tags/API" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#API</a>

Thomas Steiner :chrome:I don't like to be told how to think about something, but this article about "How to think about Baseline and polyfills" by my colleague Jeremy Wagner does a great 👏 job on explaining how the <a href="https://toot.cafe/tags/Baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Baseline</a> project people think about polyfills: <a href="https://web.dev/articles/baseline-and-polyfills" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://web.dev/articles/baseline-and-polyfills</a>. "Baseline does not consider polyfills as a part of its messaging. For example, if a feature has Limited availability, but is polyfillable for all browsers, that feature is never assumed to be either Newly or Widely available". 💡

Inautilo<a href="https://mastodon.social/tags/Development" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Development</a> <a href="https://mastodon.social/tags/Guidelines" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Guidelines</a> Baseline and polyfills · When should you use a polyfill for a web feature? <a href="https://ilo.im/162wl8" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://ilo.im/162wl8</a>_____ <a href="https://mastodon.social/tags/Baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Baseline</a> <a href="https://mastodon.social/tags/Polyfills" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Polyfills</a> <a href="https://mastodon.social/tags/Browser" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Browser</a> <a href="https://mastodon.social/tags/Interoperability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Interoperability</a> <a href="https://mastodon.social/tags/WebDev" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WebDev</a> <a href="https://mastodon.social/tags/Frontend" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Frontend</a> <a href="https://mastodon.social/tags/Backend" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Backend</a> <a href="https://mastodon.social/tags/HTML" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#HTML</a> <a href="https://mastodon.social/tags/CSS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#CSS</a> <a href="https://mastodon.social/tags/JavaScript" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#JavaScript</a>

Inautilo<a href="https://mastodon.social/tags/Development" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Development</a> <a href="https://mastodon.social/tags/Announcements" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Announcements</a> First catalog of web features completed · The WebDX Community Group has hit a milestone <a href="https://ilo.im/162sid" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://ilo.im/162sid</a>_____ <a href="https://mastodon.social/tags/WebFeatures" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WebFeatures</a> <a href="https://mastodon.social/tags/BCD" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#BCD</a> <a href="https://mastodon.social/tags/Baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Baseline</a> <a href="https://mastodon.social/tags/WebPlatform" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WebPlatform</a> <a href="https://mastodon.social/tags/Browser" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Browser</a> <a href="https://mastodon.social/tags/WebDev" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WebDev</a> <a href="https://mastodon.social/tags/Frontend" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Frontend</a> <a href="https://mastodon.social/tags/HTML" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#HTML</a> <a href="https://mastodon.social/tags/CSS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#CSS</a> <a href="https://mastodon.social/tags/JavaScript" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#JavaScript</a>

Thomas Steiner :chrome:👏 There's now an <a href="https://toot.cafe/tags/ESLint" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ESLint</a> rule to check the <a href="https://toot.cafe/tags/Baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Baseline</a> status of CSS features: <a href="https://web.dev/blog/eslint-baseline-integration" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://web.dev/blog/eslint-baseline-integration</a>. ``` /var/www/my-cool-web-project/src/css/styles.css 269:3 warning Property 'overflow' is not a widely available baseline feature css/require-baseline ```

Habr[Перевод] Flyway Baseline миграция без лишних слов: Что это и зачем нужноВ новом переводе от команды Spring АйО вы узнаете, как работает baseline миграция во Flyway, в чем ее отличие от обычного скрипта миграции и каковы преимущества ее использования.<a href="https://habr.com/ru/companies/spring_aio/articles/880486/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://habr.com/ru/companies/spring_aio/articles/880486/</a><a href="https://zhub.link/tags/java" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#java</a> <a href="https://zhub.link/tags/flyway" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#flyway</a> <a href="https://zhub.link/tags/baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#baseline</a> <a href="https://zhub.link/tags/versioned" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#versioned</a> <a href="https://zhub.link/tags/baseline_migration_scripts" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#baseline_migration_scripts</a> <a href="https://zhub.link/tags/databases" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#databases</a> <a href="https://zhub.link/tags/migration" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#migration</a>

Paweł GrzybekNice one <a href="https://mastodon.social/@csstricks" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@csstricks</a> and thanks a lot for linking to my blog 🤗"Baseline Status in a WordPress Block" <a href="https://css-tricks.com/baseline-status-in-a-wordpress-block/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://css-tricks.com/baseline-status-in-a-wordpress-block/</a>"Baseline status of a web platform feature on a Hugo website" <a href="https://pawelgrzybek.com/baseline-status-of-a-web-platform-feature-on-a-hugo-website/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://pawelgrzybek.com/baseline-status-of-a-web-platform-feature-on-a-hugo-website/</a><a href="https://mastodon.social/tags/baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#baseline</a> <a href="https://mastodon.social/tags/web" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#web</a>

BroadwaybabytoIf I could help non disabled people understand one thing about being disabled, it would be how important maintaining a baseline is. When you’re chronically ill, your baseline is everything. Even minor setbacks can be catastrophic, so we have to do a risk analysis before literally ANY activityIf you’re asking a disabled person to use valuable spoons… be prepared to hear “No”. It’s not because they’re rude or they don’t like you or they’re “not trying enough”. It’s because they know their body and they’ve assessed the risk of a setback to be too high. When this happens, please respect their choice.Imagine how hard it would be for you to constantly have to say “No” to people.To pass up fun activities because you know you need to prioritize a medical appointment or things like cooking and cleaning. That’s our reality. We’re working with such a small amount of resources that we have nothing extra to spare. Boundary setting is incredibly hard, don’t make it harder for us by gaslighting and guilting us. It’s impossible to understand until you go through it, so please take us at our word. We’re the ones who suffer the setback. The ones who lose hard earned gains when we push too hard. Support us, believe us, and let us say “No” <a href="https://zeroes.ca/tags/spoonie" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#spoonie</a> <a href="https://zeroes.ca/tags/baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#baseline</a> <a href="https://zeroes.ca/tags/chronicillness" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#chronicillness</a> <a href="https://zeroes.ca/tags/disability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#disability</a> <a href="https://zeroes.ca/tags/boundaries" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#boundaries</a> <a href="https://zeroes.ca/tags/longcovid" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#longcovid</a>

Inautilo<a href="https://mastodon.social/tags/Development" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Development</a> <a href="https://mastodon.social/tags/Guides" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Guides</a> Baseline with fallback strategies · How to decide on polyfills and progressive enhancement <a href="https://ilo.im/161j7k" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://ilo.im/161j7k</a>_____ <a href="https://mastodon.social/tags/Baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Baseline</a> <a href="https://mastodon.social/tags/BrowserSupport" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#BrowserSupport</a> <a href="https://mastodon.social/tags/Polyfills" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Polyfills</a> <a href="https://mastodon.social/tags/ProgressiveEnhancement" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ProgressiveEnhancement</a> <a href="https://mastodon.social/tags/Browser" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Browser</a> <a href="https://mastodon.social/tags/WebDev" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WebDev</a> <a href="https://mastodon.social/tags/Frontend" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Frontend</a> <a href="https://mastodon.social/tags/HTML" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#HTML</a> <a href="https://mastodon.social/tags/CSS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#CSS</a> <a href="https://mastodon.social/tags/JavaScript" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#JavaScript</a>

Schalk NeethlingIf you want to include those lovely <a href="https://hachyderm.io/tags/baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#baseline</a> indicators on your blog posts and use <a href="https://m.webtoo.ls/@astro" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@astro</a> - Well... <a href="https://astro-embed.netlify.app/components/baseline-status/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://astro-embed.netlify.app/components/baseline-status/</a>

Inautilo<a href="https://mastodon.social/tags/Development" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Development</a> <a href="https://mastodon.social/tags/Overviews" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Overviews</a> Baseline 2024 · How the initiative supports web developers today <a href="https://ilo.im/161btu" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://ilo.im/161btu</a>_____ <a href="https://mastodon.social/tags/Baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Baseline</a> <a href="https://mastodon.social/tags/Browser" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Browser</a> <a href="https://mastodon.social/tags/Compatibility" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Compatibility</a> <a href="https://mastodon.social/tags/WebStandards" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WebStandards</a> <a href="https://mastodon.social/tags/WebPlatform" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WebPlatform</a> <a href="https://mastodon.social/tags/WebDev" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WebDev</a> <a href="https://mastodon.social/tags/Frontend" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Frontend</a> <a href="https://mastodon.social/tags/HTML" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#HTML</a> <a href="https://mastodon.social/tags/CSS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#CSS</a> <a href="https://mastodon.social/tags/JavaScript" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#JavaScript</a>

Peter Rushforth 🇨🇦🇺🇦<a href="https://mastodon.social/@bdon" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@bdon</a> Looks good? <a href="https://mastodon.social/tags/baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#baseline</a>

Charlie McHenryFor reference, please remember the pre-election baseline. Comparisons to future stats is encouraged. Don’t be shy about reminding people how GOOD it was. Please note that the average annual income figure cited is in error. It should read $59,000. <a href="https://connectop.us/tags/Baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Baseline</a> <a href="https://connectop.us/tags/ComparedToWhat" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ComparedToWhat</a> <a href="https://connectop.us/tags/Biden" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Biden</a> <a href="https://connectop.us/tags/GoodTimes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#GoodTimes</a>

Doug Parker 🕸️<a href="https://techhub.social/tags/Baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Baseline</a> question: Currently Baseline seems to be defined via a set of browsers and the features they support at a particular moment in time.Presumably the browser set would evolve if a new browser gets enough market share to justify its inclusion.What happens if that browser is missing a particular feature supported by the other browsers?Does that imply that Baseline 2025 could hypothetically include *less* features than Baseline 2024 if it included a new browser? I feel like *losing* features is something you wouldn't expect in Baseline, much like you don't expect a version to go backwards.Is there any expected outcome for this particular scenario?<a href="https://web.dev/baseline" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://web.dev/baseline</a><a href="https://techhub.social/tags/Web" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Web</a> <a href="https://techhub.social/tags/Chrome" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Chrome</a> <a href="https://techhub.social/tags/Browsers" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Browsers</a>

jojadie <a href="https://ioc.exchange/tags/baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#baseline</a> <a href="https://ioc.exchange/tags/nachhaltigkeit" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#nachhaltigkeit</a>

💧🌏 Greg CocksUSA Structures [FEMA spatial dataset] -- <a href="https://gis-fema.hub.arcgis.com/pages/usa-structures" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://gis-fema.hub.arcgis.com/pages/usa-structures</a> <-- link to FEMA spatial resource -- <a href="https://disasters.geoplatform.gov/USA_Structures/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://disasters.geoplatform.gov/USA_Structures/</a> <-- link to FEMA building data, by US State or Territory -- <a href="https://techhub.social/tags/GIS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#GIS</a> <a href="https://techhub.social/tags/spatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#spatial</a> <a href="https://techhub.social/tags/mapping" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#mapping</a> <a href="https://techhub.social/tags/opendata" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#opendata</a> <a href="https://techhub.social/tags/US" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#US</a> <a href="https://techhub.social/tags/USA" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#USA</a> <a href="https://techhub.social/tags/building" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#building</a> <a href="https://techhub.social/tags/footprints" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#footprints</a> <a href="https://techhub.social/tags/disaster" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#disaster</a> <a href="https://techhub.social/tags/emergencymanagement" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#emergencymanagement</a> <a href="https://techhub.social/tags/baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#baseline</a> <a href="https://techhub.social/tags/structures" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#structures</a> <a href="https://techhub.social/tags/spatialanalysis" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#spatialanalysis</a> <a href="https://techhub.social/tags/risk" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#risk</a> <a href="https://techhub.social/tags/hazard" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#hazard</a> <a href="https://techhub.social/tags/flooding" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#flooding</a> <a href="https://techhub.social/tags/extremeweather" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#extremeweather</a> <a href="https://techhub.social/tags/HPC" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#HPC</a> <a 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href="https://techhub.social/tags/recovery" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#recovery</a> <a href="https://techhub.social/tags/flood" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#flood</a> <a href="https://techhub.social/tags/flooding" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#flooding</a> <a href="https://techhub.social/tags/insurance" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#insurance</a> <a href="https://techhub.social/tags/buildingoutline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#buildingoutline</a> <a href="https://techhub.social/tags/address" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#address</a> <a href="https://techhub.social/tags/infrastructure" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#infrastructure</a> <a href="https://techhub.social/tags/residential" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#residential</a> <a href="https://techhub.social/tags/buildenvironment" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#buildenvironment</a> <a href="https://techhub.social/tags/demographics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#demographics</a> <a href="https://techhub.social/tags/people" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#people</a> @FEMA @USGS

Inautilo<a href="https://mastodon.social/tags/Development" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Development</a> <a href="https://mastodon.social/tags/Cheatsheets" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Cheatsheets</a> Detecting support for CSS at-rules · Supportable at-rules we can reliably test today <a href="https://ilo.im/160cev" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://ilo.im/160cev</a> _____ <a href="https://mastodon.social/tags/ModernCSS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ModernCSS</a> <a href="https://mastodon.social/tags/Compatibility" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Compatibility</a> <a href="https://mastodon.social/tags/Testing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Testing</a> <a href="https://mastodon.social/tags/CssAtRules" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#CssAtRules</a> <a href="https://mastodon.social/tags/Baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Baseline</a> <a href="https://mastodon.social/tags/BrowserSupport" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#BrowserSupport</a> <a href="https://mastodon.social/tags/Browser" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Browser</a> <a href="https://mastodon.social/tags/WebDev" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WebDev</a> <a href="https://mastodon.social/tags/Frontend" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Frontend</a> <a href="https://mastodon.social/tags/CSS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#CSS</a>

BramusWith @property now being <a href="https://front-end.social/tags/Baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Baseline</a>, I thought it’d be a good time benchmark the impact – if any – it has on the performance of your CSS.<a href="https://web.dev/blog/at-property-performance" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://web.dev/blog/at-property-performance</a>

Inautilo<a href="https://mastodon.social/tags/Development" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Development</a> <a href="https://mastodon.social/tags/Launches" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Launches</a> BCD Watch · A service to help you track browser support changes <a href="https://ilo.im/16071d" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://ilo.im/16071d</a>_____ <a href="https://mastodon.social/tags/Newsfeed" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Newsfeed</a> <a href="https://mastodon.social/tags/MDN" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#MDN</a> <a href="https://mastodon.social/tags/Baseline" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Baseline</a> <a href="https://mastodon.social/tags/BrowserSupport" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#BrowserSupport</a> <a href="https://mastodon.social/tags/Browser" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Browser</a> <a href="https://mastodon.social/tags/WebDev" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WebDev</a> <a href="https://mastodon.social/tags/Frontend" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Frontend</a> <a href="https://mastodon.social/tags/HTML" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#HTML</a> <a href="https://mastodon.social/tags/CSS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#CSS</a> <a href="https://mastodon.social/tags/JavaScript" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#JavaScript</a>

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