#levels — Public Fediverse posts
Live and recent posts from across the Fediverse tagged #levels, aggregated by home.social.
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Paroles de la chanson “Levels” de Avicii
#Avicii #Levels
https://daletra.art/avicii/paroles/levels.html -
Sehen Sie den Text des Liedes “Levels” von Avicii
#Avicii #Levels
https://daletra.top/avicii/liedtexte/levels.html -
Solana’s Next Major Support Levels Sit At $50, $22, And $10: Analyst
https://misryoum.com/us/markets/solanas-next-major-support-levels-sit-at-50/
An analyst has pointed out where Solana support levels could lie based on a Parallel Channel forming in the asset’s weekly price chart. Solana Parallel Channel Could Indicate Support At These Levels In a new post on X, analyst Ali...
#Solanas #Next #Major #Support #Levels #Sit #And #Analyst #US_News_Hub #misryoum_com
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Russians taking antidepressants at unprecedented levels amid war | Antidepressant's sales grew by 36% in 2025 alone | Inshorts – Inshorts
Russians taking antidepressants at unprecedented levels amid war | Antidepressant’s sales…
#NewsBeep #News #Medication #amid #Antidepressants #breakingnews #CA #Canada #CurrentAffairs #currentnews #dailynews #Health #latest-news #levels #localnews #newsonline #russians #taking #unprecedented #World #न्यूज #लोकलन्यूज #समाचार
https://www.newsbeep.com/ca/482267/ -
Russians taking antidepressants at unprecedented levels amid war | Antidepressant's sales grew by 36% in 2025 alone | Inshorts – Inshorts
Russians taking antidepressants at unprecedented levels…
#NewsBeep #News #US #USA #UnitedStates #UnitedStatesOfAmerica #Medication #amid #Antidepressants #BreakingNews #CurrentAffairs #currentnews #dailynews #Health #latest-news #levels #localnews #newsonline #russians #taking #unprecedented #world #न्यूज #लोकलन्यूज #समाचार
https://www.newsbeep.com/us/473572/ -
Russians taking antidepressants at unprecedented levels amid war | Antidepressant's sales grew by 36% in 2025 alone | Inshorts – Inshorts
Russians taking antidepressants at unprecedented levels…
#NewsBeep #News #US #USA #UnitedStates #UnitedStatesOfAmerica #Medication #amid #Antidepressants #BreakingNews #CurrentAffairs #currentnews #dailynews #Health #latest-news #levels #localnews #newsonline #russians #taking #unprecedented #world #न्यूज #लोकलन्यूज #समाचार
https://www.newsbeep.com/us/473572/ -
https://www.europesays.com/uk/770213/ Russians taking antidepressants at unprecedented levels amid war | Antidepressant's sales grew by 36% in 2025 alone | Inshorts – Inshorts #amid #Antidepressants #BreakingNews #CurrentAffairs #CurrentNews #DailyNews #Health #LatestNews #levels #LocalNews #Medication #News #NewsOnline #russians #taking #UK #UnitedKingdom #unprecedented #World #न्यूज #लोकलन्यूज #समाचार
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#crash #crashbandicoot #bandicoot #idea #list #videogame #gaming #woah #activision #microsoft #universalstudios #universalinteractive #naughtydog #vicariousvisions #cartoon #toon #animated #sony #playstation #ps1 #italian #levels #warproom #translation #adaptation #creative #game #play #playing #fun #boredom
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#crash #crashbandicoot #bandicoot #idea #list #videogame #gaming #woah #activision #microsoft #universalstudios #universalinteractive #naughtydog #vicariousvisions #cartoon #toon #animated #sony #playstation #ps1 #italian #levels #warproom #translation #adaptation #creative #game #play #playing #fun #boredom
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#crash #crashbandicoot #bandicoot #idea #list #videogame #gaming #woah #activision #microsoft #universalstudios #universalinteractive #naughtydog #vicariousvisions #cartoon #toon #animated #sony #playstation #ps1 #italian #levels #warproom #translation #adaptation #creative #game #play #playing #fun #boredom
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#crash #crashbandicoot #bandicoot #idea #list #videogame #gaming #woah #activision #microsoft #universalstudios #universalinteractive #naughtydog #vicariousvisions #cartoon #toon #animated #sony #playstation #ps1 #italian #levels #warproom #translation #adaptation #creative #game #play #playing #fun #boredom
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#crash #crashbandicoot #bandicoot #idea #list #videogame #gaming #woah #activision #microsoft #universalstudios #universalinteractive #naughtydog #vicariousvisions #cartoon #toon #animated #sony #playstation #ps1 #italian #levels #warproom #translation #adaptation #creative #game #play #playing #fun #boredom
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What Do We Actually Mean by “AI-Powered Search”? – Substack- Aaron Tay
What Do We Actually Mean by “AI-Powered Search”?
When we say “AI-powered search engine,” we’re conflating at least four different things—and your concerns about one may not apply to another.
By Aaron Tay, Dec 27, 2025
I’ve been watching the reactions to Google Scholar Labs with considerable interest. The responses range from enthusiastic embrace to outright rejection. One response particularly intrigued me—someone mentioned they were initially reluctant to try because they’d heard it was “AI-powered” but became more interested when they read my review and realized what that actually meant (they expected it to generate answers to questions when all it did was do better ranking).
Another interesting puzzle was when I noticed some library guides listing Semantic Scholar as “Semantic/Neural Search” when a technical look at their main retrieval method reveals the main search is still largely lexical search.
While one can understand and agree with the listing of Semantic Scholar as “AI powered” due to clear AI features like TLDR, doing the same for Lens.org and OpenAlex is a much harder sell, because they not only just do keyword search but they lack the obvious AI features of Semantic Scholar.
It’s made me realise we might all be talking past each other because we haven’t actually defined what we mean.
“AI-powered search engine” is a handy catch-all term used by vendors, but it actually hides a diverse set of systems and functionality. In this post, I’ll dissect the different ways academic search can be “AI-powered” so you can decide which types actually cross the line for you.
I am going to argue that we often mean at least 4 different things when we call something “AI-powered search”
- Level 1: Post-Retrieval AI Features
- Level 2: Going beyond Lexical Search with Semantic Search
- Level 3: LLMs for Retrieval and/or Relevance Ranking
- Level 4: Synthesis and Generation Across Papers
- Level 0??: Use of AI to extract, cluster, or organise metadata used for retrieval
Levels here may not be the right framing, as the four different categories are largely orthogonal (except maybe Level 3 is a subset of level 2), but they map to most common academic search products (e.g. Level 4 is usually Deep Research) and higher levels generally reflect higher risk and greater amount of pushback from librarians.
Thanks for reading Aaron Tay’s Musings about Librarianship! Subscribe for free to receive new posts and support my work.
The Spectrum of AI in Search
Level 1: Post-Retrieval AI Features
Does “AI-powered search engine” mean “AI” that impacts the search process only? Not necessarily. There’s a whole category of AI features that don’t affect the search results you get at all. Things like optional summarisation of individual items (e.g., AI Insights on Ebscohost databases), translation tools, or text-to-speech features.
These are post-retrieval conveniences. You search, you get your results list (however that list was generated), and then you have the option to use AI to help you process what you found. The search itself? Unchanged.
In theory, if you don’t like these features, you can ignore them.
Editor’s Note: Read the rest of the story, at the below link.
Continue/Read Original Article Here: What Do We Actually Mean by “AI-Powered Search”?
Tags: Aaron Tay, AI, AI-Powered, AI-Powered Search, artificial intelligence, Google Scholar, Google Scholar Labs, Google Search, Levels, Lexical Search, Semantic Scholar, Substack, Technology, Various Systems
#AaronTay #AI #AIPowered #AIPoweredSearch #artificialIntelligence #GoogleScholar #GoogleScholarLabs #GoogleSearch #Levels #LexicalSearch #SemanticScholar #Substack #Technology #VariousSystems -
Envoy: Armenia Considers Iran’s Vital Interests in Washington Agreement https://www.byteseu.com/1637150/ #a #account #agreement #ambassador #and #Armenia #Armenia’s #AT #Climate #committed #considers #developments #discussions #engaging #envoy #formally #friendship #has #in #interests #into #Iran #Iran’s #Islam #levels #mutual #of #process #regarding #remained #RepublicOfArmenia #said #taking #Tehran’s #the #throughout #times #to #trilateral #trust #various #vital #washington #Yerevan
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Bumper Weekend Wine Guide: Find outstanding value in these wines under $30 https://www.diningandcooking.com/2279978/bumper-weekend-wine-guide-find-outstanding-value-in-these-wines-under-30/ ##satisfaction #30 #attractive #bumper #buying #challenge #consistently #deliver #Discovering #Drinking #find #good #greatest #guide #identifying #in #involves #labels #levels #Lies #money #more #NewZealand #NewZealandWine #offer #outstanding #plenty #quality #real #shelves #than #that #theres #these #under #Value #varying #weekend #which #Wine #WineFromNewZealand #WineOfNewZealand #wines
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The SVN for Mushroam is working again...
It's time to make levels!
I had about 8 level drawings just waiting to go in.
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Exploring Africa's 10 Nations with the Highest Government Debt Levels #EastAfrica #NorthAfrica #WestAfrica #Africas #debt #Exploring #government #highest #levels #nations
https://tinyurl.com/yrjcouuz -
#JKRowling harasses yet another #Cisgender #African #soccer #player for not being #womanly enough.
The #woman recently won an #award for being the #female #soccer #playeroftheyear. But Rowling thinks her #testosterone #levels are too high for the #honor.
#Women #Transgender #LGBTQ #LGBTQIA #UK #Scotland #Africa #Zambia #TERFS #Entertainment #Sports #Hate #Bigotry #Discrimination #Transphobia #TERFIsland #TERFFails
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The #largestairport in the #world
#BeijingDaxingInternationalAirport
#Phoenix design
Covers an area 780,000 sq. metres
Cost $11 billion
104 #boardinggates
5 #levels above and below ground
Annual #passenger throughput of 80 million
Can withstand an #earthquake of 8 on the #RichterScale
Designed by the late #architect #ZahaHadid -
#Misogynistic #Crack About “#Generals Having Their #Way With” #KamalaHarris #Bombs.
#Misogyny is like so many things in life, there are different #strains and #levels of it. Fox News' #JesseWatters maxes out the bullshit meter.
On any normal network Watters would be #fired on the spot for this. But he’ll probably get a #promotion and a #raise seeing as how this is #FoxNews. -
One of the things I noticed while my friend and I were waiting for #Avatar2 to start yesterday was just how many #PSAs were being shown to us in the #theater.
Every ad slot shown to us in the theater was a PSA with the exception of one, and it was for a local business that frankly I can’t remember anything about it.
That means that #AMC isn’t selling #AdSlots to clients. Probably because the #audience and #attendance #levels are nowhere back to #PrePandemic #levels.
Doesn’t bode well for the theaters unfortunately.
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Todd and Rahul’s Angel Fund closes new $24 million fund - After making investments in 57 startups together, Superhuman CEO Rahul Vohra and E... - http://feedproxy.google.com/~r/Techcrunch/~3/vxAzQ1Tpjik/ #nationalbasketballassociation #andreessenhorowitz #firstroundcapital #venturecapital #angelinvestor #ticketmaster #toddgoldberg #scottbelsky #dapperlabs #investment #jackaltman #rahulvohra #shahedkhan #superhuman #angelfund #startups #eventjoy #linkedin #behance #finance #lattice #levels
