ErrorException Object
(
[message:protected] => Undefined array key 0
[string:Exception:private] =>
[code:protected] => 0
[file:protected] => /home/xwjknurh/o/public/content/themes/oso-2024/controllers/BlogController.php
[line:protected] => 162
[trace:Exception:private] => Array
(
[0] => Array
(
[file] => /home/xwjknurh/o/public/content/themes/oso-2024/controllers/BlogController.php
[line] => 162
[function] => handleError
[class] => core\ErrorHandler
[type] => ::
[args] => Array
(
[0] => 2
[1] => Undefined array key 0
[2] => /home/xwjknurh/o/public/content/themes/oso-2024/controllers/BlogController.php
[3] => 162
)
)
[1] => Array
(
[function] => index
[class] => BlogController
[type] => ->
[args] => Array
(
[0] => Array
(
)
)
)
[2] => Array
(
[file] => /home/xwjknurh/o/app/core/Router.php
[line] => 182
[function] => call_user_func_array
[args] => Array
(
[0] => Array
(
[0] => BlogController Object
(
[view:protected] => core\View Object
(
[dir:core\View:private] =>
[data:core\View:private] =>
[template:core\View:private] =>
[base_url:core\View:private] =>
[static_url:core\View:private] =>
[route:core\View:private] =>
[template_url:core\View:private] =>
[theme:core\View:private] =>
[is_theme_option_exists] =>
)
[middlewareHandler:protected] => core\MiddlewareHandler Object
(
[middlewares:core\MiddlewareHandler:private] => Array
(
)
)
[data:protected] => Array
(
[meta] => Array
(
[0] => Array
(
[id] => 2
[option_name] => site_meta
[option_value] => {"site_keywords":"AI-powered solutions, AI-driven product design, Custom software development, Mobile app development services,Web development agency, UI\/UX design experts, Machine learning services, Automation solutions, AI strategy consulting, Generative AI applications,Best software company in Tanzania, AI and technology solutions for African businesses, Top tech company in Africa, Tanzania-based technology company,Enterprise Software Solutions, Software Development, Blockchain, AI R&D, AI, Website Development,Website Development Company in Tanzania, AI Consultation Service, Mobile Apps Development, Mobile Apps Development in Tanzania, Machine Learning, AI Tanzania, AI Company in Tanzania, AI Company, Software Development Company, Digital Agency, Digital Agency Company","site_description":"At Owesis, we specialize in crafting cutting-edge core operating technology, mobile applications, and complex web solutions designed to fuel business expansion.","slug":"","theme_id":30}
)
)
[settings] => Array
(
[0] => Array
(
[id] => 1
[option_name] => site_settings
[option_value] => {"site_name":"Owesis","media_id":"289","media_white":"290","site_mission":"To provide seamless, user-friendly, and secure digital platforms that enhance connectivity, efficiency, and productivity for businesses and individuals worldwide.","site_vision":"To be a global leader in digital solutions by pioneering innovative technologies that redefine user experiences and drive sustainable growth.","slug":"","theme_id":30}
[logo] => /public/content/media/2025/08/04/fr8d6b0097daea1c0f8aaf.svg
)
)
[contact] => Array
(
[0] => Array
(
[id] => 4
[option_name] => site_contact
[option_value] => {"mobile":"+255743500123","email":"hello@owesis.com","address":"Tabata, Dar es salaam, Tanzania","slug":"","theme_id":30}
)
)
[social] => Array
(
[0] => Array
(
[id] => 3
[option_name] => site_social
[option_value] => {"social_name":"instagram","social_url":"https:\/\/instagram.com\/owesistz","slug":"","theme_id":30}
)
)
[services] => Array
(
)
[posts] => Array
(
[0] => stdClass Object
(
[id] => 54
[author_id] => 18
[title] => 3 underrated tools I wish I found sooner
[content] => %3Cp%3ETired%20of%20wasting%20hours%20writing%20docs%2C%20fighting%20vendor%20lock-in%2C%20or%20paying%20for%20AI%20code%20tools%3F%3C%2Fp%3E%3Cp%3EIn%20this%20post%2C%20I%20share%203%20powerful%20(and%20underrated)%20tools%20every%20dev%20should%20have%20in%20their%20stack%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E1.%20GitDocify%3C%2Fp%3E%3Cp%3EWriting%20docs%20is%20painful.%3C%2Fp%3E%3Cp%3EThis%20tool%20auto-generates%20clean%2C%20searchable%20documentation%20directly%20from%20your%20code.%3C%2Fp%3E%3Cp%3ESaves%20you%20hours%2C%20especially%20if%20you're%20selling%20source%20codes%20or%20handing%20off%20projects.%3C%2Fp%3E%3Cp%3E%3Ca%20href%3D%22https%3A%2F%2Fgitdocify.com%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3Ehttps%3A%2F%2Fgitdocify.com%3C%2Fa%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E2.%20Appwrite%3C%2Fp%3E%3Cp%3EIt%E2%80%99s%20like%20Firebase%2C%20but%20without%20the%20pricing%20surprise%20attack%20or%20vendor%20lock-in.%3C%2Fp%3E%3Cp%3EOpen-source%2C%20self-hostable%2C%20and%20packed%20with%20features%20for%20auth%2C%20DB%2C%20storage%2C%20and%20even%20cloud%20functions.%3C%2Fp%3E%3Cp%3E%3Ca%20href%3D%22https%3A%2F%2Fappwrite.io%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3Ehttps%3A%2F%2Fappwrite.io%3C%2Fa%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E3.%20Codeium%3C%2Fp%3E%3Cp%3EFree%20AI%20code%20completion%20that%20actually%20understands%20what%20you%E2%80%99re%20building.%3C%2Fp%3E%3Cp%3ESupports%20VS%20Code%2C%20JetBrains%2C%20even%20Jupyter.%3C%2Fp%3E%3Cp%3EBasically%20GitHub%20Copilot%2C%20minus%20the%20price%20tag.%3C%2Fp%3E%3Cp%3E%3Ca%20href%3D%22https%3A%2F%2Fcodeium.com%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3Ehttps%3A%2F%2Fcodeium.com%3C%2Fa%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3EYou%20don%E2%80%99t%20need%20to%20code%20harder%20%E2%80%94%20just%20code%20smarter.%3C%2Fp%3E%3Cp%3EAnd%20hey%E2%80%A6%3C%2Fp%3E%3Cp%3EIf%20you%E2%80%99re%20all%20about%20speed%20and%20launching%20fast%2C%20we%E2%80%99ve%20actually%20put%20something%20together%20for%20devs%20like%20you.%3C%2Fp%3E%3Cp%3EWe%E2%80%99ve%20created%20a%20bundle%20of%2011%20powerful%20app%20source%20codes%20%E2%80%94%3C%2Fp%3E%3Cp%3Ebuilt%20to%20save%20your%20time%2C%20cut%20the%20dev%20stress%2C%20and%20help%20you%20launch%20projects%20faster.%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3EIt%E2%80%99s%20clean%2C%20well-documented%2C%20and%20comes%20with%20lifetime%20updates%20%E2%80%94%20because%20we%20know%20how%20it%20feels%20to%20fix%20someone%20else%E2%80%99s%20spaghetti%20code.%3C%2Fp%3E%3Cp%3ECheck%20it%20out%20when%20you%E2%80%99ve%20got%20a%20minute%3A%3C%2Fp%3E%3Cp%3E%3Ca%20href%3D%22https%3A%2F%2Fowesis.com%2Fcontact-us%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3Ehttps%3A%2F%2Fowesis.com%2Fcontact-us%3C%2Fa%3E%3C%2Fp%3E%3Cp%3EUse%20tools.%20Skip%20headaches.%20Build%20better.%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3ECatch%20you%20in%20the%20next%20one.%3C%2Fp%3E
[slug] => 3-underrated-tools-i-wish-i-found-sooner
[created_at] => 2025-07-02 10:55:07
[updated_at] => 2025-07-02 10:56:28
[status] => 2
[category_id] => ["2","20"]
[theme_id] => 30
[type] => standard
[username] => admin
[featured_image] => /public/content/media/2025/07/02/frac373d2c69f0ebfd2bcc.png
[author_profile] => https://cdn.pixabay.com/photo/2017/07/18/23/23/user-2517433_1280.png
[author] => admin
[category] => General AI
)
[1] => stdClass Object
(
[id] => 53
[author_id] => 18
[title] => The Most Useful Thing AI Has Ever Done
[content] => %3Ch3%3E%3Cbr%3E%3C%2Fh3%3E%3Ch3%3EAlphaFold%203%20is%20doing%20in%20seconds%20what%20once%20took%20decades%3C%2Fh3%3E%3Cp%3EA%20single%20AI%20model%20by%20Google%20DeepMind%20is%20solving%20one%20of%20the%20most%20complex%20problems%20in%20science%3A%20how%20molecules%20interact%20inside%20our%20bodies.%20It%E2%80%99s%20called%20%3Cstrong%3EAlphaFold%203%3C%2Fstrong%3E%2C%20and%20it%20might%20be%20the%20%3Cstrong%3Emost%20useful%20thing%20AI%20has%20ever%20done%3C%2Fstrong%3E.%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch3%3EProteins%2C%20DNA%2C%20RNA%20%E2%80%94%20all%20mapped%20in%20one%20shot%3C%2Fh3%3E%3Cp%3EAlphaFold%203%20predicts%20how%20proteins%2C%20DNA%2C%20RNA%2C%20and%20even%20drugs%20interact%20%E2%80%94%20together%20%E2%80%94%20in%20one%20model.%20No%20simulation.%20Just%20precision%20structure%20prediction%20from%20a%20single%20sequence%20input.%3C%2Fp%3E%3Cp%3EIt%E2%80%99s%20the%20biological%20equivalent%20of%20ChatGPT%20doing%20the%20work%20of%20%3Cstrong%3E100%20labs%20in%20one%20question%3C%2Fstrong%3E.%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch3%3EA%20leap%20beyond%20AlphaFold%201%20and%202%3C%2Fh3%3E%3Cp%3EAlphaFold%201%20was%20basic.%20AlphaFold%202%20shocked%20the%20world.%20But%20AlphaFold%203%3F%20It%20adds%20chemistry.%20It%20brings%20in%20ligands.%20It%20handles%20everything%20that%20happens%20inside%20a%20living%20cell%20%E2%80%94%20in%203D.%3C%2Fp%3E%3Cp%3EWe%E2%80%99re%20talking%20%3Cstrong%3Enext-gen%20precision%3C%2Fstrong%3E.%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch3%3EAI%20that%E2%80%99s%20trained%20on%20the%20laws%20of%20nature%3C%2Fh3%3E%3Cp%3EThe%20model%20is%20powered%20by%20a%20diffusion%20pipeline%2C%20like%20the%20tech%20behind%20image%20generators%20%E2%80%94%20except%20this%20one%20is%20trained%20to%20simulate%20life%20itself.%20Not%20from%20guesswork.%20From%20science.%3C%2Fp%3E%3Cp%3EIt%20doesn%E2%80%99t%20hallucinate.%20It%20%3Cem%3Ecalculates%3C%2Fem%3E.%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch3%3EEnzymes%20to%20break%20down%20plastic%3F%20Done.%3C%2Fh3%3E%3Cp%3EAlphaFold%203%20isn%E2%80%99t%20just%20about%20disease.%20It's%20helping%20%3Cstrong%3Eengineer%20enzymes%3C%2Fstrong%3E%20that%20break%20down%20plastics%20faster%20than%20ever.%20One%20lab%20used%20it%20to%20redesign%20PETase%20%E2%80%94%20a%20plastic-eating%20enzyme.%3C%2Fp%3E%3Cp%3EThat's%20synthetic%20biology%20supercharged.%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch3%3EThe%20Nobel%20Prize%20wasn%E2%80%99t%20a%20fluke%3C%2Fh3%3E%3Cp%3EAlphaFold%202%20already%20earned%20scientists%20global%20awards.%20AlphaFold%203%20might%20change%20the%20drug%20industry%20itself.%20Early%20access%20is%20already%20letting%20researchers%20simulate%20how%20drugs%20bind%20to%20viruses%20in%20%3Cstrong%3Eseconds%3C%2Fstrong%3E.%3C%2Fp%3E%3Cp%3EThat%E2%80%99s%20a%20game-changer%20for%20pharma.%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch3%3EVaccine%20discovery%20won%E2%80%99t%20be%20the%20same%20again%3C%2Fh3%3E%3Cp%3EInstead%20of%20spending%20months%20tweaking%20molecules%20in%20labs%2C%20researchers%20can%20now%20simulate%20thousands%20of%20combinations%20in%20one%20evening.%3C%2Fp%3E%3Cp%3EAI%20is%20%3Cstrong%3Ethe%20new%20microscope%3C%2Fstrong%3E.%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch3%3EWhat%20took%20decades%20now%20takes%20a%20click%3C%2Fh3%3E%3Cp%3EAlphaFold%203%20is%20the%20moment%20where%20biology%20meets%20computing%20in%20its%20purest%20form.%20There%E2%80%99s%20no%20longer%20a%20need%20to%20guess%20what%20nature%20hides.%3C%2Fp%3E%3Cp%3EWe%20can%20finally%20%3Cem%3Esee%20it%20all%3C%2Fem%3E.%3C%2Fp%3E%3Cp%3EAnd%20that%20might%20be%20the%20%3Cstrong%3Emost%20useful%20thing%20AI%20has%20ever%20done%3C%2Fstrong%3E.%3C%2Fp%3E
[slug] => the-most-useful-thing-ai-has-ever-done
[created_at] => 2025-05-16 21:18:23
[updated_at] => 2025-05-16 21:18:23
[status] => 2
[category_id] => ["2","20","21"]
[theme_id] => 30
[type] => standard
[username] => admin
[featured_image] => /public/content/media/2025/05/16/fr7dfccaa941bdec4313d7.jpg
[author_profile] => https://cdn.pixabay.com/photo/2017/07/18/23/23/user-2517433_1280.png
[author] => admin
[category] => General AI ML
)
[2] => stdClass Object
(
[id] => 52
[author_id] => 18
[title] => AI Beats 56-Year-Old Math Record: DeepMindās AlphaEvolve Discovers New Algorithm
[content] => %3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E1.%20A%20vibrant%20digital%20landscape%20of%20code%2C%20symbolizing%20AI-driven%20exploration%20of%20complex%20algorithmic%20solutions.%20Google%20DeepMind%E2%80%99s%20new%20AI%20coding%20agent%2C%20AlphaEvolve%2C%20is%20making%20waves%20with%20a%20breakthrough%20in%20mathematics.%20AlphaEvolve%20is%20a%20Gemini-powered%20system%20that%20combines%20a%20large%20language%20model%20(LLM)%20with%20automated%20evaluators%20in%20an%20evolutionary%20process%3C%2Fp%3E%3Cp%3E.%20In%20a%20recent%20announcement%2C%20researchers%20revealed%20that%20this%20AI%20discovered%20a%20faster%20way%20to%20multiply%20matrices.%20At%20the%20heart%20of%20this%20breakthrough%20is%20the%20Strassen%20algorithm%2C%20a%20classic%20method%20for%20multiplying%20matrices%20introduced%20in%201969.%20That%20algorithm%20had%20held%20the%20speed%20record%20for%2056%20years%3C%2Fp%3E%3Cp%3E.%20Astonishingly%2C%20AlphaEvolve%20found%20a%20new%20algorithm%20to%20multiply%204%C3%974%20complex%20matrices%20using%20only%2048%20scalar%20multiplications%3C%2Fp%3E%3Cp%3E%E2%80%93%20one%20fewer%20than%20the%20best-known%20method.%20Even%20this%20small%20change%20can%20significantly%20speed%20up%20large-scale%20computations.%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3EHow%20AlphaEvolve%20Works%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E%3Cimg%20src%3D%22%2Fpublic%2Fcontent%2Fmedia%2F2025%2F05%2F15%2Ffr83f13bb6aadc4138055f.png%22%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E2.%20AI%20tackling%20advanced%20math%3A%20The%20collage%20of%20hands%20on%20a%20keyboard%20and%20mathematical%20formulas%20reflects%20how%20AlphaEvolve%20generates%20and%20tests%20new%20code%20to%20solve%20complex%20problems.%20AlphaEvolve%20works%20like%20a%20digital%20inventor.%20It%20starts%20with%20an%20initial%20algorithm%20or%20idea%20and%20then%20%E2%80%9Cevolves%E2%80%9D%20it%20over%20time.%20In%20each%20generation%2C%20the%20Gemini%20LLM%20proposes%20hundreds%20of%20candidate%20modifications%20to%20the%20code%2C%20and%20automated%20evaluators%20test%20these%20ideas%20against%20clear%20performance%20goals.%20The%20most%20successful%20ideas%20are%20kept%20and%20recombined%2C%20while%20weaker%20ones%20are%20discarded%3C%2Fp%3E%3Cp%3E.%20This%20cycle%20is%20reminiscent%20of%20natural%20selection%3A%20random%20%E2%80%9Cmutations%E2%80%9D%20of%20code%20are%20tried%2C%20and%20the%20fittest%20survive.%20Because%20it%20can%20handle%20large%20codebases%20and%20complex%20criteria%2C%20AlphaEvolve%20has%20been%20applied%20to%20a%20range%20of%20hard%20problems.%20For%20example%2C%20DeepMind%20reports%20using%20it%20to%20improve%20task%20scheduling%20in%20Google%E2%80%99s%20data%20centers%20and%20to%20optimize%20the%20design%20of%20AI%20chips%20(TPUs)%3C%2Fp%3E%3Cp%3E.%20In%20fact%2C%20the%20company%20says%20this%20work%20helped%20them%20save%20about%200.7%25%20of%20global%20compute%20resources%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E%E2%80%93%20a%20substantial%20efficiency%20gain.%3C%2Fp%3E%3Cp%3EBreaking%20the%2056-Year%20Record%3C%2Fp%3E%3Cp%3EBefore%20AlphaEvolve%2C%20all%20known%20matrix-multiplication%20techniques%20traced%20back%20to%20Volker%20Strassen%E2%80%99s%201969%20method.%20Strassen%E2%80%99s%20algorithm%20uses%20clever%20math%20to%20multiply%20matrices%20with%20fewer%20steps%20than%20the%20textbook%20method%2C%20and%20it%20stood%20as%20the%20gold%20standard%20for%20decades.%20Now%2C%20AlphaEvolve%20has%20changed%20that%20by%20finding%20a%20method%20that%20outperforms%20Strassen%E2%80%99s%20in%20this%20case%3C%2Fp%3E%3Cp%3E.%20DeepMind%20emphasizes%20that%20the%20discovery%20is%20truly%20novel.%20Matej%20Balog%2C%20one%20of%20the%20AlphaEvolve%20researchers%2C%20points%20out%20that%20they%20can%20prove%20these%20new%20algorithms%20are%20correct%20and%20new%2C%20meaning%20they%20weren%E2%80%99t%20simply%20memorized%20from%20training%20data%3C%2Fp%3E%3Cp%3E.%20One%20outside%20expert%20even%20called%20DeepMind%E2%80%99s%20paper%20%E2%80%9Cquite%20spectacular%E2%80%9D%20and%20said%20it%20represents%20the%20first%20time%20a%20general%20AI%20model%20has%20produced%20genuinely%20new%20mathematical%20solutions%3C%2Fp%3E%3Cp%3E.%20AlphaEvolve%20didn%E2%80%99t%20stop%20at%20matrices.%20It%20also%20tackled%20other%20famous%20math%20puzzles.%20For%20example%2C%20it%20found%20a%20new%20solution%20to%20the%2011-dimensional%20%E2%80%9Ckissing%20number%E2%80%9D%20problem%20by%20arranging%20593%20spheres%20around%20a%20central%20sphere%3C%2Fp%3E%3Cp%3E.%20These%20results%20suggest%20the%20AI%20isn%E2%80%99t%20just%20matching%20humans%E2%80%99%20work%3B%20it%E2%80%99s%20pushing%20beyond%20human%20knowledge.%3C%2Fp%3E%3Cp%3EReal-World%20Impact%20and%20Future%20Prospects%3C%2Fp%3E%3Cp%3EAlphaEvolve%E2%80%99s%20accomplishments%20aren%E2%80%99t%20limited%20to%20pure%20math.%20The%20system%20has%20produced%20better%20algorithms%20for%20real-world%20applications%3A%20improving%20cloud%20job%20scheduling%2C%20cutting%20waste%20in%20data%20centers%2C%20and%20refining%20the%20way%20other%20AI%20models%20are%20trained%3C%2Fp%3E%3Cp%3EDeepMind%E2%80%99s%20team%20has%20described%20AlphaEvolve%20as%20a%20%E2%80%9Csuperhuman%E2%80%9D%20coding%20agent%20that%20can%20explore%20solutions%20far%20beyond%20what%20humans%20have%20found%3C%2Fp%3E%3Cp%3EThis%20breakthrough%20hints%20at%20a%20future%20where%20AI%20helps%20drive%20innovation%20across%20fields.%20Companies%20might%20use%20similar%20tools%20to%20automatically%20optimize%20software%2C%20design%20new%20materials%2C%20or%20even%20generate%20novel%20scientific%20ideas.%20DeepMind%20is%20already%20planning%20an%20early%20access%20program%20so%20outside%20researchers%20can%20use%20AlphaEvolve%20themselves%3C%2Fp%3E%3Cp%3EKey%20accomplishments%20of%20AlphaEvolve%20include%3A%3C%2Fp%3E%3Cp%3EMatrix%20multiplication%3A%20Discovered%20an%20algorithm%20to%20multiply%204%C3%974%20complex%20matrices%20with%20only%2048%20multiplications%20(vs.%2049%20in%20Strassen%E2%80%99s%20method)%3C%2Fp%3E%3Cp%3EMathematical%20puzzles%3A%20Solved%20or%20improved%20solutions%20to%20problems%20like%20the%2011-dimensional%20kissing-number%20problem%20(finding%20593%20spheres)%3C%2Fp%3E%3Cp%3EData-center%20efficiency%3A%20Evolved%20better%20scheduling%20algorithms%20that%20reduced%20Google%E2%80%99s%20compute%20waste%20by%20about%200.7%25%3C%2Fp%3E%3Cp%3EChip%20and%20AI%20design%3A%20Generated%20more%20efficient%20AI%20chip%20designs%20and%20optimized%20training%20methods%20for%20large%20language%20models%20like%20Gemini%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E
[slug] => ai-beats-56-year-old-math-record-deepmind-s-alphaevolve-discovers-new-algorithm
[created_at] => 2025-05-15 12:45:53
[updated_at] => 2025-05-15 12:57:20
[status] => 2
[category_id] => ["2"]
[theme_id] => 30
[type] => standard
[username] => admin
[featured_image] => /public/content/media/2025/05/15/fr263ac2d7b1ec44c4592a.png
[author_profile] => https://cdn.pixabay.com/photo/2017/07/18/23/23/user-2517433_1280.png
[author] => admin
[category] => General
)
[3] => stdClass Object
(
[id] => 51
[author_id] => 18
[title] => 11 AI Tools That Can Replace Almost an Entire Dev Team.
[content] => %3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cblockquote%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(27%2C%2037%2C%2051)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23cfcbc5%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EThe%20future%20isn%E2%80%99t%20coming%20it%E2%80%99s%20already%20here.%20And%20it%E2%80%99s%20writing%20your%20code%2C%20fixing%20bugs%2C%20and%20even%20designing%20your%20UI.%3C%2Fspan%3E%3C%2Fblockquote%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(27%2C%2037%2C%2051)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23cfcbc5%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EMy%20name%20is%20Frank%20Galos%3C%2Fstrong%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(27%2C%2037%2C%2051)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23cfcbc5%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%2C%20and%20what%20began%20as%20a%20simple%20intention%20to%20improve%20gradually%20evolved%20into%20a%20powerful%20practice%20%E2%80%94%20falling%20in%20love%20with%20a%20habit%20that%20not%20only%20brought%20success%20but%20also%20transformed%20the%20way%20I%20live%20and%20think.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EHi%20Everyone%2C%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EA%20few%20years%20ago%2C%20if%20you%20told%20me%20a%20handful%20of%20tools%20could%20replace%2070%25%20of%20what%20an%20entire%20dev%20team%20does%2C%20I%E2%80%99d%20have%20laughed.%20But%20here%20we%20are%20in%202025%20%E2%80%94%20and%20AI%20has%20become%20a%20quiet%20but%20powerful%20co-founder%20for%20indie%20hackers%2C%20solo%20devs%2C%20and%20tech%20creators%20like%20you%20and%20me.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EThis%20isn%E2%80%99t%20some%20vague%20futuristic%20dream.%20I%E2%80%99ve%20personally%20used%20these%20tools%20while%20building%20side%20projects%2C%20automating%20client%20work%2C%20and%20even%20brainstorming%20product%20ideas.%20And%20guess%20what%3F%20%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(0%2C%20138%2C%200)%3B%20color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-bgcolor%3A%20%23006e00%3B%20--darkreader-inline-color%3A%20%23e8e6e3%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EThese%20tools%20are%20so%20good%2C%20they%20often%20feel%20like%20a%20cheat%20code.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3ELet%20me%20walk%20you%20through%20the%20%3C%2Fspan%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E10%20AI%20tools%3C%2Fstrong%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%20I%E2%80%99ve%20used%20(or%20closely%20followed)%20that%20are%20replacing%20the%20heavy%20lifting%20usually%20done%20by%20developers%2C%20designers%2C%20and%20testers.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch1%3E%3Cspan%20style%3D%22color%3A%20rgb(36%2C%2036%2C%2036)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%22%20data-darkreader-inline-color%3D%22%22%20data-darkreader-inline-bgcolor%3D%22%22%3E%E2%9A%99%EF%B8%8F%201.%20Google%20Ai%20Studio%20%E2%80%94%20Your%20AI%20Pair%20Programmer%3C%2Fspan%3E%3C%2Fh1%3E%3Cp%3E%3Cstrong%20style%3D%22color%3A%20rgb(36%2C%2036%2C%2036)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%22%20data-darkreader-inline-color%3D%22%22%20data-darkreader-inline-bgcolor%3D%22%22%3EWebsite%20Link%3A%20%3Ca%20href%3D%22https%3A%2F%2Faistudio.google.com%2Fwelcome%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EGoogle%20Ai%20Studio%3C%2Fa%3E%3C%2Fstrong%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E%3Cimg%20src%3D%22%2Fpublic%2Fcontent%2Fmedia%2F2025%2F04%2F27%2Ffr9fbcff96809de8251323.png%22%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Col%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20rgb(36%2C%2036%2C%2036)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%22%20data-darkreader-inline-color%3D%22%22%20data-darkreader-inline-bgcolor%3D%22%22%3EReplaces%3A%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(36%2C%2036%2C%2036)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%22%20data-darkreader-inline-color%3D%22%22%20data-darkreader-inline-bgcolor%3D%22%22%3E%20Junior%20Developer%2C%20Code%20Buddy%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22color%3A%20rgb(36%2C%2036%2C%2036)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%22%20data-darkreader-inline-color%3D%22%22%20data-darkreader-inline-bgcolor%3D%22%22%3EFrom%20writing%20boilerplate%20code%20to%20suggesting%20entire%20functions%2C%20Google%20Ai%20Studio%20literally%20completes%20your%20thoughts%20in%20code.%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22color%3A%20rgb(36%2C%2036%2C%2036)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%22%20data-darkreader-inline-color%3D%22%22%20data-darkreader-inline-bgcolor%3D%22%22%3EIt%20doesn%E2%80%99t%20just%20help%20%E2%80%94%20it%20makes%20coding%20%3C%2Fspan%3E%3Cem%20style%3D%22color%3A%20rgb(36%2C%2036%2C%2036)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%22%20data-darkreader-inline-color%3D%22%22%20data-darkreader-inline-bgcolor%3D%22%22%3Efeel%3C%2Fem%3E%3Cspan%20style%3D%22color%3A%20rgb(36%2C%2036%2C%2036)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%22%20data-darkreader-inline-color%3D%22%22%20data-darkreader-inline-bgcolor%3D%22%22%3E%20fun%20again.%3C%2Fspan%3E%3C%2Fli%3E%3C%2Fol%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch1%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%E2%9A%99%EF%B8%8F%202.%20GitHub%20Copilot%20%E2%80%94%20Your%20AI%20Pair%20Programmer%3C%2Fspan%3E%3C%2Fh1%3E%3Cp%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EWebsite%20Link%3A%20%3C%2Fstrong%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20inherit%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20inherit%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fgithub.com%2Ffeatures%2Fcopilot%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EGitHub%20Copilot%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgba(0%2C%200%2C%200%2C%200.8)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-color%3A%20rgba(232%2C%20230%2C%20227%2C%200.8)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%22%20data-darkreader-inline-color%3D%22%22%20data-darkreader-inline-bgcolor%3D%22%22%3E%3Cimg%20src%3D%22https%3A%2F%2Fmiro.medium.com%2Fv2%2Fresize%3Afit%3A1400%2F1*MeK0jKsHfVPIpK0uzPtSuw.png%22%20height%3D%22248%22%20width%3D%22700%22%3E%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Col%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EReplaces%3A%3C%2Fstrong%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%20Junior%20Developer%2C%20Code%20Buddy%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EFrom%20writing%20boilerplate%20code%20to%20suggesting%20entire%20functions%2C%20Copilot%20literally%20completes%20your%20thoughts%20in%20code.%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EIt%20doesn%E2%80%99t%20just%20help%20%E2%80%94%20it%20makes%20coding%20%3C%2Fspan%3E%3Cem%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3Efeel%3C%2Fem%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%20fun%20again.%3C%2Fspan%3E%3C%2Fli%3E%3C%2Fol%3E%3Cblockquote%3E%3Cem%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%E2%9C%85%20I%20use%20Copilot%20daily.%20It%E2%80%99s%20the%20reason%20I%20can%20go%20from%20idea%20to%20MVP%20in%20days%2C%20not%20weeks.%3C%2Fem%3E%3C%2Fblockquote%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch1%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%F0%9F%A7%A0%203.%20ChatGPT%20(Pro%20with%20Code%20Interpreter)%20%E2%80%94%20The%20AI%20Tech%20Lead%20You%20Always%20Wanted%3C%2Fspan%3E%3C%2Fh1%3E%3Cp%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EWebsite%20Link%3A%20%3C%2Fstrong%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20inherit%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20inherit%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fchatgpt.com%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EChatGPT%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgba(0%2C%200%2C%200%2C%200.8)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-color%3A%20rgba(232%2C%20230%2C%20227%2C%200.8)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%22%20data-darkreader-inline-color%3D%22%22%20data-darkreader-inline-bgcolor%3D%22%22%3E%3Cimg%20src%3D%22https%3A%2F%2Fmiro.medium.com%2Fv2%2Fresize%3Afit%3A1400%2F1*w4jVNcDJxcRKYAiZpLBaRw.png%22%20height%3D%22341%22%20width%3D%22700%22%3E%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Col%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EReplaces%3A%3C%2Fstrong%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%20Researcher%2C%20Debugger%2C%20StackOverflow%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3ENeed%20a%20regex%2C%20understand%20an%20error%2C%20or%20plan%20your%20app%E2%80%99s%20architecture%3F%20Just%20ask.%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EBonus%3A%20It%20now%20runs%20Python%20scripts%20and%20helps%20you%20test%20code%20with%20context.%3C%2Fspan%3E%3C%2Fli%3E%3C%2Fol%3E%3Cblockquote%3E%3Cem%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%E2%9C%85%20I%20once%20used%20it%20to%20debug%20a%20MySQL%20performance%20issue.%20It%20explained%20the%20problem%20and%20gave%20an%20optimized%20query.%3C%2Fem%3E%3C%2Fblockquote%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch1%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%F0%9F%8E%A8%204.%20Uizard%20%2F%20Galileo%20AI%20%E2%80%94%20Design%20UI%20Without%20Designers%3C%2Fspan%3E%3C%2Fh1%3E%3Cp%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EWebsite%20Link%3A%20%3C%2Fstrong%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20inherit%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20inherit%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fuizard.io%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EUizard%20%2F%20Galileo%20AI%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgba(0%2C%200%2C%200%2C%200.8)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-color%3A%20rgba(232%2C%20230%2C%20227%2C%200.8)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%22%20data-darkreader-inline-color%3D%22%22%20data-darkreader-inline-bgcolor%3D%22%22%3E%3Cimg%20src%3D%22https%3A%2F%2Fmiro.medium.com%2Fv2%2Fresize%3Afit%3A1400%2F1*u51VUz-FCWhINdwsgV0vzg.png%22%20height%3D%22298%22%20width%3D%22700%22%3E%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Col%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EReplaces%3A%3C%2Fstrong%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%20UI%2FUX%20Designer%20(to%20some%20extent)%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3ESketch%20a%20layout%20or%20describe%20a%20screen.%20Bam!%20A%20working%20UI%20is%20generated%20%E2%80%94%20in%20seconds.%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3ENot%20perfect%2C%20but%20a%20crazy%20good%20starting%20point.%3C%2Fspan%3E%3C%2Fli%3E%3C%2Fol%3E%3Cblockquote%3E%3Cem%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%E2%9C%85%20I%E2%80%99ve%20used%20Uizard%20to%20mock%20dashboards%20and%20Galileo%20for%20landing%20pages.%20Saved%20me%20hours.%3C%2Fem%3E%3C%2Fblockquote%3E%3Cblockquote%3E%3Cbr%3E%3C%2Fblockquote%3E%3Ch1%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%F0%9F%94%A7%205.%20Durable.co%20%E2%80%94%20AI%20Website%20Builder%3C%2Fspan%3E%3C%2Fh1%3E%3Cp%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EWebsite%20Link%3A%3C%2Fstrong%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20inherit%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20inherit%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fdurable.co%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3E%20Durable.co%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgba(0%2C%200%2C%200%2C%200.8)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-color%3A%20rgba(232%2C%20230%2C%20227%2C%200.8)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%22%20data-darkreader-inline-color%3D%22%22%20data-darkreader-inline-bgcolor%3D%22%22%3E%3Cimg%20src%3D%22https%3A%2F%2Fmiro.medium.com%2Fv2%2Fresize%3Afit%3A1400%2F1*6YUJmNxbcnGeRFzgzPNQow.png%22%20height%3D%22271%22%20width%3D%22700%22%3E%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Col%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EReplaces%3A%3C%2Fstrong%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%20Frontend%20Dev%20%2B%20Designer%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3ECreate%20full%20websites%20(with%20copy%2C%20images%2C%20layout)%20with%20just%20a%20prompt.%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EIt%E2%80%99s%20not%20just%20no-code%20%E2%80%94%20it%E2%80%99s%20%3C%2Fspan%3E%3Cem%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3Eno-thought%3C%2Fem%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E.%3C%2Fspan%3E%3C%2Fli%3E%3C%2Fol%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch1%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%F0%9F%A7%AA%206.%20Testim.io%20%2F%20Waldo%20%2F%20Autify%20%E2%80%94%20AI%20QA%20Engineers%3C%2Fspan%3E%3C%2Fh1%3E%3Cp%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EWebsite%20Link%3A%20T%3C%2Fstrong%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20inherit%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20inherit%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fwww.testim.io%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3Eestim.io%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgba(0%2C%200%2C%200%2C%200.8)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-color%3A%20rgba(232%2C%20230%2C%20227%2C%200.8)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%22%20data-darkreader-inline-color%3D%22%22%20data-darkreader-inline-bgcolor%3D%22%22%3E%3Cimg%20src%3D%22https%3A%2F%2Fmiro.medium.com%2Fv2%2Fresize%3Afit%3A1400%2F1*6M8-wCUDe4g-e-d3j393lQ.png%22%20height%3D%22309%22%20width%3D%22700%22%3E%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Col%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EReplaces%3A%3C%2Fstrong%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%20Manual%20Testers%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EThese%20tools%20auto-generate%20tests%20based%20on%20app%20usage%20or%20screens.%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EBest%20for%20regression%20tests%20and%20repetitive%20flows.%3C%2Fspan%3E%3C%2Fli%3E%3C%2Fol%3E%3Cblockquote%3E%3Cem%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%E2%9C%85%20For%20a%20React%20app%2C%20I%20used%20Testim%20to%20create%20end-to-end%20flows%20in%20under%2010%20mins.%20%F0%9F%98%B2%3C%2Fem%3E%3C%2Fblockquote%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch1%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%F0%9F%93%A6%207.%20Replit%20Ghostwriter%20%E2%80%94%20The%20Cloud%20IDE%20That%20Writes%20Code%3C%2Fspan%3E%3C%2Fh1%3E%3Cp%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EWebsite%20Link%3A%20%3C%2Fstrong%3E%3Cu%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20inherit%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20inherit%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%3Ca%20href%3D%22https%3A%2F%2Freplit.com%2Fai%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EReplit%20Ghostwriter%3C%2Fa%3E%3C%2Fu%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgba(0%2C%200%2C%200%2C%200.8)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-color%3A%20rgba(232%2C%20230%2C%20227%2C%200.8)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%22%20data-darkreader-inline-color%3D%22%22%20data-darkreader-inline-bgcolor%3D%22%22%3E%3Cimg%20src%3D%22https%3A%2F%2Fmiro.medium.com%2Fv2%2Fresize%3Afit%3A1400%2F1*ktEda-eSjXU83rZGnQKxEQ.png%22%20height%3D%22251%22%20width%3D%22700%22%3E%3C%2Fspan%3E%3C%2Fp%3E%3Col%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EReplaces%3A%3C%2Fstrong%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%20Lightweight%20Full%20Stack%20Dev%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EAI%20%2B%20instant%20cloud%20dev%20environment%20%2B%20built-in%20deployment.%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EPerfect%20for%20prototyping%20without%20setting%20up%20anything%20locally.%3C%2Fspan%3E%3C%2Fli%3E%3C%2Fol%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch1%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%F0%9F%A7%A9%208.%20Codium%20AI%20%E2%80%94%20Auto-Generates%20Tests%20From%20Your%20Code%3C%2Fspan%3E%3C%2Fh1%3E%3Cp%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EWebsite%20Link%3A%20%3C%2Fstrong%3E%3Cu%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20inherit%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20inherit%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%3Ca%20href%3D%22https%3A%2F%2Fwww.qodo.ai%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3ECodium%20AI%3C%2Fa%3E%3C%2Fu%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgba(0%2C%200%2C%200%2C%200.8)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-color%3A%20rgba(232%2C%20230%2C%20227%2C%200.8)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%22%20data-darkreader-inline-color%3D%22%22%20data-darkreader-inline-bgcolor%3D%22%22%3E%3Cimg%20src%3D%22https%3A%2F%2Fmiro.medium.com%2Fv2%2Fresize%3Afit%3A1400%2F1*Q2RfICH9Q9cMiuP9zbXkSQ.png%22%20height%3D%22261%22%20width%3D%22700%22%3E%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Col%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EReplaces%3A%3C%2Fstrong%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%20Test%20Writers%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EWrite%20code%2C%20and%20Codium%20writes%20smart%20test%20cases%20for%20it.%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EWorks%20with%20major%20languages%20and%20IDEs%20like%20VS%20Code.%3C%2Fspan%3E%3C%2Fli%3E%3C%2Fol%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch1%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%F0%9F%92%AC%209.%20Voiceflow%20%E2%80%94%20Build%20Conversational%20AI%20with%20Drag%20%26amp%3B%20Drop%3C%2Fspan%3E%3C%2Fh1%3E%3Cp%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EWebsite%20Link%3A%20%3C%2Fstrong%3E%3Cu%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20inherit%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20inherit%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%3Ca%20href%3D%22https%3A%2F%2Fwww.voiceflow.com%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EVoiceflow%3C%2Fa%3E%3C%2Fu%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgba(0%2C%200%2C%200%2C%200.8)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-color%3A%20rgba(232%2C%20230%2C%20227%2C%200.8)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%22%20data-darkreader-inline-color%3D%22%22%20data-darkreader-inline-bgcolor%3D%22%22%3E%3Cimg%20src%3D%22https%3A%2F%2Fmiro.medium.com%2Fv2%2Fresize%3Afit%3A1400%2F1*wMK-RaEjOr3eVmMMcCEX6Q.png%22%20height%3D%22236%22%20width%3D%22700%22%3E%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Col%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EReplaces%3A%3C%2Fstrong%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%20Backend%20%2B%20NLP%20Devs%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EYou%20can%20literally%20create%20chatbots%20or%20voice%20assistants%20like%20Alexa%2FSiri%20with%20zero%20code.%3C%2Fspan%3E%3C%2Fli%3E%3C%2Fol%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch1%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%F0%9F%A7%BE%2010.%20Notion%20AI%20%E2%80%94%20Project%20Manager%20%2B%20Technical%20Writer%20in%20One%3C%2Fspan%3E%3C%2Fh1%3E%3Cp%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EWebsite%20Link%3A%20%3C%2Fstrong%3E%3Cu%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20inherit%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20inherit%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%3Ca%20href%3D%22https%3A%2F%2Fwww.notion.so%2Fproduct%2Fai%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3ENotion%20AI%3C%2Fa%3E%3C%2Fu%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgba(0%2C%200%2C%200%2C%200.8)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-color%3A%20rgba(232%2C%20230%2C%20227%2C%200.8)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%22%20data-darkreader-inline-color%3D%22%22%20data-darkreader-inline-bgcolor%3D%22%22%3E%3Cimg%20src%3D%22https%3A%2F%2Fmiro.medium.com%2Fv2%2Fresize%3Afit%3A1400%2F1*us5-V85QeXGRd9OBezA9Uw.png%22%20height%3D%22258%22%20width%3D%22700%22%3E%3C%2Fspan%3E%3C%2Fp%3E%3Col%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EReplaces%3A%3C%2Fstrong%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%20PMs%2C%20Docs%20Writer%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3ESummarize%20meeting%20notes%2C%20write%20release%20docs%2C%20and%20organize%20product%20ideas%20%E2%80%94%20all%20inside%20Notion.%3C%2Fspan%3E%3C%2Fli%3E%3C%2Fol%3E%3Cblockquote%3E%3Cem%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%E2%9C%85%20I%20use%20it%20for%20writing%20user%20stories%20and%20dev%20documentation.%20Game%20changer%20for%20solo%20workflows.%3C%2Fem%3E%3C%2Fblockquote%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch1%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%F0%9F%A7%B1%2011.%20Builder.io%20%2F%20Webflow%20AI%20%E2%80%94%20Frontend%20%2B%20CMS%20Automation%3C%2Fspan%3E%3C%2Fh1%3E%3Cp%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EWebsite%20Link%3A%20%3C%2Fstrong%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20inherit%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20inherit%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fwww.builder.io%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EBuilder.io%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgba(0%2C%200%2C%200%2C%200.8)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-color%3A%20rgba(232%2C%20230%2C%20227%2C%200.8)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%22%20data-darkreader-inline-color%3D%22%22%20data-darkreader-inline-bgcolor%3D%22%22%3E%3Cimg%20src%3D%22https%3A%2F%2Fmiro.medium.com%2Fv2%2Fresize%3Afit%3A1400%2F1*BP8I5vu6JcLUCr_uViq5-Q.png%22%20height%3D%22241%22%20width%3D%22700%22%3E%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Col%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EReplaces%3A%3C%2Fstrong%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%20Frontend%20Dev%20%2B%20CMS%20Engineer%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EDrag.%20Drop.%20Describe.%20Done.%3C%2Fspan%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EIt%20creates%20responsive%2C%20component-based%20frontends%20using%20AI%20suggestions.%3C%2Fspan%3E%3C%2Fli%3E%3C%2Fol%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3EWebiste%20Linke%3A%20%3C%2Fstrong%3E%3Cstrong%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20inherit%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20inherit%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fwebflow.com%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3Ewebflow%20AI%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgba(0%2C%200%2C%200%2C%200.8)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--darkreader-inline-color%3A%20rgba(232%2C%20230%2C%20227%2C%200.8)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%22%20data-darkreader-inline-color%3D%22%22%20data-darkreader-inline-bgcolor%3D%22%22%3E%3Cimg%20src%3D%22https%3A%2F%2Fmiro.medium.com%2Fv2%2Fresize%3Afit%3A1400%2F1*a9wYJL6WsVOTGo6vzF2WfA.png%22%20height%3D%22283%22%20width%3D%22700%22%3E%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch1%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-inline-color%3A%20%23d1cdc7%3B%22%20data-darkreader-inline-bgcolor%3D%22%22%20data-darkreader-inline-color%3D%22%22%3E%E2%9C%A8%20Personal%20Story%3A%20How%20I%20Used%205%20of%20These%20Tools%20to%20Build%20a%20Project%20in%20a%20Weekend%3C%2Fspan%3E%3C%2Fh1%3E%3Cp%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(36%2C%2036%2C%2036)%3B%20--darkreader-inline-bgcolor%3A%20%23181a1b%3B%20--darkreader-in
[slug] => 11-ai-tools-that-can-replace-almost-an-entire-dev-team
[created_at] => 2025-04-27 18:18:26
[updated_at] => 2025-04-28 01:14:02
[status] => 2
[category_id] => ["20"]
[theme_id] => 30
[type] => standard
[username] => admin
[featured_image] => /public/content/media/2025/04/27/fr5018443a3f16f38c2795.png
[author_profile] => https://cdn.pixabay.com/photo/2017/07/18/23/23/user-2517433_1280.png
[author] => admin
[category] => AI
)
)
[total_posts] => 2
[page] => 1
[popular_posts] => Array
(
[0] => stdClass Object
(
[id] => 45
[author_id] => 18
[title] => AI cracks superbug problem in two days that took scientists years
[content] => "%3Cp%3E%22%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3EA%20complex%20problem%20that%20took%20microbiologists%20a%20decade%20to%20get%20to%20the%20bottom%20of%20has%20been%20solved%20in%20just%20two%20days%20by%20a%20new%20artificial%20intelligence%20(AI)%20tool.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3EProfessor%20Jos%C3%A9%20R%20Penad%C3%A9s%20and%20his%20team%20at%20Imperial%20College%20London%20had%20spent%20years%20working%20out%20and%20proving%20why%20some%20superbugs%20are%20immune%20to%20antibiotics.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3EHe%20gave%20%22co-scientist%22%20-%20a%20tool%20made%20by%20Google%20-%20a%20short%20prompt%20asking%20it%20about%20the%20core%20problem%20he%20had%20been%20investigating%20and%20it%20reached%20the%20same%20conclusion%20in%2048%20hours.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3EHe%20told%20the%20BBC%20of%20his%20shock%20when%20he%20found%20what%20it%20had%20done%2C%20given%20his%20research%20was%20not%20published%20so%20could%20not%20have%20been%20found%20by%20the%20AI%20system%20in%20the%20public%20domain.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3E%22I%20was%20shopping%20with%20somebody%2C%20I%20said%2C%20'please%20leave%20me%20alone%20for%20an%20hour%2C%20I%20need%20to%20digest%20this%20thing%2C'%22%20he%20told%20the%20Today%20programme%2C%20on%20BBC%20Radio%20Four.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3E%22I%20wrote%20an%20email%20to%20Google%20to%20say%2C%20'you%20have%20access%20to%20my%20computer%2C%20is%20that%20right%3F'%22%2C%20he%20added.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3EThe%20tech%20giant%20confirmed%20it%20had%20not.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3EThe%20full%20decade%20spent%20by%20the%20scientists%20also%20includes%20the%20time%20it%20took%20to%20prove%20the%20research%2C%20which%20itself%20was%20multiple%20years.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3EBut%20they%20say%2C%20had%20they%20had%20the%20hypothesis%20at%20the%20start%20of%20the%20project%2C%20it%20would%20have%20saved%20years%20of%20work.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch2%3E%3Ca%20href%3D%22https%3A%2F%2Fwww.bbc.co.uk%2Fnews%2Ftechnology-65855333%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3EWhat%20is%20AI%20and%20how%20does%20it%20work%3F%3C%2Fa%3E%3C%2Fh2%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3EProf%20Penad%C3%A9s'%20said%20the%20tool%20had%20in%20fact%20done%20more%20than%20successfully%20replicating%20his%20research.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3E%22It's%20not%20just%20that%20the%20top%20hypothesis%20they%20provide%20was%20the%20right%20one%2C%22%20he%20said.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3E%22It's%20that%20they%20provide%20another%20four%2C%20and%20all%20of%20them%20made%20sense.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3E%22And%20for%20one%20of%20them%2C%20we%20never%20thought%20about%20it%2C%20and%20we're%20now%20working%20on%20that.%22%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch2%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3EBugged%20by%20superbugs%3C%2Fspan%3E%3C%2Fh2%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3EThe%20researchers%20have%20been%20trying%20to%20find%20out%20how%20some%20superbugs%20-%20dangerous%20germs%20that%20are%20resistant%20to%20antibiotics%20-%20get%20created.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3ETheir%20hypothesis%20is%20that%20the%20superbugs%20can%20form%20a%20tail%20from%20different%20viruses%20which%20allows%20them%20to%20spread%20between%20species.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3EProf%20Penad%C3%A9s%20likened%20it%20to%20the%20superbugs%20having%20%22keys%22%20which%20enabled%20them%20to%20move%20from%20home%20to%20home%2C%20or%20host%20species%20to%20host%20species.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3ECritically%2C%20this%20hypothesis%20was%20unique%20to%20the%20research%20team%20and%20had%20not%20been%20published%20anywhere%20else.%20Nobody%20in%20the%20team%20had%20shared%20their%20findings.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3ESo%20Mr%20Penad%C3%A9s%20was%20happy%20to%20use%20this%20to%20test%20Google's%20new%20AI%20tool.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3EJust%20two%20days%20later%2C%20the%20AI%20returned%20a%20few%20hypotheses%20-%20and%20its%20first%20thought%2C%20the%20top%20answer%20provided%2C%20suggested%20superbugs%20may%20take%20tails%20in%20exactly%20the%20way%20his%20research%20described.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Ch2%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3E'This%20will%20change%20science'%3C%2Fspan%3E%3C%2Fh2%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3EThe%20impact%20of%20AI%20is%20hotly%20contested.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3EIts%20advocates%20say%20it%20will%20%3C%2Fspan%3E%3Cu%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3E%3Ca%20href%3D%22https%3A%2F%2Fwww.bbc.co.uk%2Fnews%2Farticles%2Fcz6lg44jwwno%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3Eenable%20scientific%20advances%3C%2Fa%3E%3C%2Fu%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3E%20-%20while%20others%20worry%20it%20will%20%3C%2Fspan%3E%3Cu%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3E%3Ca%20href%3D%22https%3A%2F%2Fwww.bbc.co.uk%2Fnews%2Fbusiness-67977967%23%3A~%3Atext%3DArtificial%2520intelligence%2520is%2520set%2520to%2Cwill%2520likely%2520worsen%2520overall%2520inequality%2522.%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3Eeliminate%20jobs%3C%2Fa%3E%3C%2Fu%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3E.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3EProf%20Penad%C3%A9s%20said%20he%20understood%20why%20fears%20about%20the%20impact%20on%20jobs%20such%20as%20his%20was%20the%20%22first%20reaction%22%20people%20had%20but%20added%20%22when%20you%20think%20about%20it%20it's%20more%20that%20you%20have%20an%20extremely%20powerful%20tool.%22%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3EHe%20said%20the%20researchers%20on%20the%20project%20were%20convinced%20that%20it%20would%20prove%20very%20useful%20in%20the%20future.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3E%22I%20feel%20this%20will%20change%20science%2C%20definitely%2C%22%20Mr%20Penad%C3%A9s%20said.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3E%22I'm%20in%20front%20of%20something%20that%20is%20spectacular%2C%20and%20I'm%20very%20happy%20to%20be%20part%20of%20that.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(32%2C%2034%2C%2036)%3B%22%3E%22It's%20like%20you%20have%20the%20opportunity%20to%20be%20playing%20a%20big%20match%20-%20I%20feel%20like%20I'm%20finally%20playing%20a%20Champions%20League%20match%20with%20this%20thing.%22%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E%22%3C%2Fp%3E%3Cp%3E%22%3C%2Fp%3E%3Cp%3E%22%3C%2Fp%3E"
[slug] => ai-cracks-superbug-problem-in-two-days-that-took-scientists-years
[created_at] => 2025-02-23 17:29:46
[updated_at] => 2025-02-23 18:00:44
[status] => 2
[category_id] => ["20"]
[theme_id] => 30
[type] => standard
[total_views] => 15
[total_comments] => 0
[popularity_score] => 10.5
[featured_image] => /public/content/media/2025/02/24/fre954339a0c702415f5d0.webp
[author_profile] => https://cdn.pixabay.com/photo/2017/07/18/23/23/user-2517433_1280.png
[author] => admin
[category] => AI
)
[1] => stdClass Object
(
[id] => 44
[author_id] => 18
[title] => Imagine it, create it: Veo 2 is coming to YouTube Shorts
[content] => "%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(33%2C%2033%2C%2033)%3B%22%3ELast%20year%20at%20%3C%2Fspan%3E%3Ca%20href%3D%22https%3A%2F%2Fblog.youtube%2Fnews-and-events%2Fmade-on-youtube-2024%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%20style%3D%22background-color%3A%20transparent%3B%20color%3A%20rgb(26%2C%20115%2C%20232)%3B%22%3EMade%20on%20YouTube%3C%2Fa%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(33%2C%2033%2C%2033)%3B%22%3E%2C%20we%20shared%20updates%20to%20Dream%20Screen%2C%20our%20feature%20that%20lets%20you%20generate%20unique%20AI%20backgrounds%20for%20your%20Shorts%20with%20just%20a%20text%20prompt.%20From%20%3C%2Fspan%3E%3Ca%20href%3D%22https%3A%2F%2Fwww.youtube.com%2Fshorts%2F8RyCvhTMj-w%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%20style%3D%22background-color%3A%20transparent%3B%20color%3A%20rgb(26%2C%20115%2C%20232)%3B%22%3Efun%20ways%20to%20learn%3C%2Fa%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(33%2C%2033%2C%2033)%3B%22%3E%20to%20%3C%2Fspan%3E%3Ca%20href%3D%22https%3A%2F%2Fwww.youtube.com%2Fshorts%2F3FL-tZ0BjZo%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%20style%3D%22background-color%3A%20transparent%3B%20color%3A%20rgb(26%2C%20115%2C%20232)%3B%22%3Ecreative%20remixes%3C%2Fa%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(33%2C%2033%2C%2033)%3B%22%3E%2C%20we%E2%80%99ve%20already%20seen%20you%20use%20Dream%20Screen%20to%20bring%20your%20creative%20visions%20to%20life.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(33%2C%2033%2C%2033)%3B%22%3EToday%2C%20Dream%20Screen%20is%20getting%20another%20major%20upgrade%20with%20the%20integration%20of%20Google%20DeepMind's%20newest%20video%20generation%20model%2C%20%3C%2Fspan%3E%3Ca%20href%3D%22https%3A%2F%2Fdeepmind.google%2Ftechnologies%2Fveo%2Fveo-2%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%20style%3D%22background-color%3A%20transparent%3B%20color%3A%20rgb(26%2C%20115%2C%20232)%3B%22%3EVeo%202%3C%2Fa%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(33%2C%2033%2C%2033)%3B%22%3E%2C%20making%20it%20more%20powerful%20than%20ever.%20And%20we%E2%80%99re%20also%20now%20launching%20a%20new%20capability%20powered%20by%20Veo%202%3A%20generating%20standalone%20video%20clips%20that%20you%20can%20add%20to%20any%20of%20your%20Shorts.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(33%2C%2033%2C%2033)%3B%22%3ENeed%20a%20specific%20scene%20but%20don't%20have%20the%20right%20footage%3F%20Want%20to%20turn%20your%20imagination%20into%20reality%20and%20tell%20a%20unique%20story%3F%20Simply%20use%20a%20text%20prompt%20to%20generate%20a%20video%20clip%20that%20fits%20perfectly%20into%20your%20narrative%2C%20or%20create%20a%20whole%20new%20world%20of%20content.%20It%E2%80%99s%20that%20easy!%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(33%2C%2033%2C%2033)%3B%22%3ETogether%20with%20Dream%20Screen%2C%20Veo%202%20generates%20%3C%2Fspan%3E%3Ca%20href%3D%22https%3A%2F%2Fblog.google%2Ftechnology%2Fgoogle-labs%2Fvideo-image-generation-update-december-2024%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%20style%3D%22background-color%3A%20transparent%3B%20color%3A%20rgb(26%2C%20115%2C%20232)%3B%22%3Estate-of-the-art%3C%2Fa%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(33%2C%2033%2C%2033)%3B%22%3E%2C%20high-quality%20videos%20in%20a%20wide%20range%20of%20subjects%20and%20styles%20that%20better%20match%20your%20vision.%20Plus%2C%20we've%20also%20made%20improvements%20so%20Dream%20Screen%20now%20generates%20videos%20faster%20than%20before.%20Veo%202%20understands%20real-world%20physics%20and%20human%20movement%20better%2C%20making%20its%20output%20more%20detailed%20and%20realistic.%20You%20can%20even%20specify%20a%20style%2C%20lens%2C%20or%20cinematic%20effect%2C%20making%20Dream%20Screen%20an%20easy%20and%20fun%20way%20to%20express%20yourself.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Ca%20href%3D%22https%3A%2F%2Fblog.youtube%2Fnews-and-events%2Fveo-2-shorts%2F%3Futm_source%3Dnewsletter.theresanaiforthat.com%26amp%3Butm_medium%3Dnewsletter%26amp%3Butm_campaign%3Dyour-ai-tools-starter-pack%23%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%20style%3D%22background-color%3A%20transparent%3B%20color%3A%20rgb(26%2C%20115%2C%20232)%3B%22%3E%3Cimg%20src%3D%22https%3A%2F%2Fi.ytimg.com%2Fvi_webp%2Fbxvw_FYrkzA%2Fmaxresdefault.webp%22%3E%3C%2Fa%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Col%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(33%2C%2033%2C%2033)%3B%22%3ETo%20create%20video%20backgrounds%20for%20your%20Shorts%2C%20open%20the%20Shorts%20camera%2C%20select%20Green%20Screen%2C%20then%20Dream%20Screen.%20From%20there%2C%20type%20in%20a%20prompt%2C%20select%20your%20image%2C%20and%20then%20create%20your%20video%20background.%3C%2Fspan%3E%3C%2Fli%3E%3C%2Fol%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Col%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(33%2C%2033%2C%2033)%3B%22%3ETo%20create%20a%20clip%20to%20add%20to%20any%20Short%2C%20open%20the%20Shorts%20camera%2C%20tap%20Add%20to%20open%20the%20media%20picker%2C%20then%20tap%20Create%20at%20the%20top.%20After%20inputting%20your%20prompt%2C%20select%20your%20image%2C%20then%20tap%20Create%20video%2C%20and%20choose%20your%20desired%20length.%3C%2Fspan%3E%3C%2Fli%3E%3C%2Fol%3E%3Cp%3E%3Ca%20href%3D%22https%3A%2F%2Fblog.youtube%2Fnews-and-events%2Fveo-2-shorts%2F%3Futm_source%3Dnewsletter.theresanaiforthat.com%26amp%3Butm_medium%3Dnewsletter%26amp%3Butm_campaign%3Dyour-ai-tools-starter-pack%23%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%20style%3D%22background-color%3A%20transparent%3B%20color%3A%20rgb(26%2C%20115%2C%20232)%3B%22%3E%3Cimg%20src%3D%22https%3A%2F%2Fi.ytimg.com%2Fvi_webp%2FMcgsOxrJiUM%2Fmaxresdefault.webp%22%3E%3C%2Fa%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(33%2C%2033%2C%2033)%3B%22%3EWe%20use%20%3C%2Fspan%3E%3Ca%20href%3D%22https%3A%2F%2Fdeepmind.google%2Ftechnologies%2Fsynthid%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%20style%3D%22background-color%3A%20transparent%3B%20color%3A%20rgb(26%2C%20115%2C%20232)%3B%22%3ESynthID%3C%2Fa%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(33%2C%2033%2C%2033)%3B%22%3E%20watermarks%20and%20clear%20%3C%2Fspan%3E%3Ca%20href%3D%22https%3A%2F%2Fblog.youtube%2Finside-youtube%2Four-approach-to-responsible-ai-innovation%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%20style%3D%22background-color%3A%20transparent%3B%20color%3A%20rgb(26%2C%20115%2C%20232)%3B%22%3Elabels%3C%2Fa%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(33%2C%2033%2C%2033)%3B%22%3E%20to%20indicate%20that%20these%20creations%20were%20generated%20with%20AI.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(33%2C%2033%2C%2033)%3B%22%3EThese%20features%20are%20launching%20now%20for%20anyone%20in%20the%20US%2C%20Canada%2C%20Australia%2C%20and%20New%20Zealand%2C%20with%20plans%20to%20expand%20to%20more%20of%20you%20in%20the%20future.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20color%3A%20rgb(33%2C%2033%2C%2033)%3B%22%3EWe%E2%80%99re%20thrilled%20to%20put%20these%20upgraded%20features%20in%20your%20hands%20to%20help%20bring%20your%20creative%20vision%20to%20life%2C%20right%20in%20the%20palm%20of%20your%20hand.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E"
[slug] => imagine-it-create-it-veo-2-is-coming-to-youtube-shorts
[created_at] => 2025-02-23 17:18:25
[updated_at] => 2025-02-23 17:18:25
[status] => 2
[category_id] => ["2"]
[theme_id] => 30
[type] => standard
[total_views] => 12
[total_comments] => 0
[popularity_score] => 8.4
[featured_image] => /public/content/media/2025/02/24/fr362ace4d213362d76223.webp
[author_profile] => https://cdn.pixabay.com/photo/2017/07/18/23/23/user-2517433_1280.png
[author] => admin
[category] => General
)
[2] => stdClass Object
(
[id] => 46
[author_id] => 18
[title] => AI Week In Review 25.02.03
[content] => "%3Ch4%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3ETop%20Tool%3A%20o3-mini%3C%2Fspan%3E%3C%2Fh4%3E%3Ch4%3E%3Cbr%3E%3C%2Fh4%3E%3Cp%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fopenai.com%2Findex%2Fopenai-o3-mini%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EOpenAI%20released%20o3-mini%2C%20their%20best%20AI%20reasoning%20model%20yet%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3B%20o3-mini%20reasons%20on%20par%20with%20the%20flagship%20o1%20model%2C%20but%20is%20faster%20and%20much%20cheaper%2C%20and%20comes%20with%20a%20number%20of%20useful%20features%20for%20integrating%20it%20into%20AI%20flows%3A%3C%2Fspan%3E%3C%2Fp%3E%3Cblockquote%3E%3Cem%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EOpenAI%20o3-mini%20is%20our%20first%20small%20reasoning%20model%20that%20supports%20highly%20requested%20developer%20features%20including%20%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fplatform.openai.com%2Fdocs%2Fguides%2Ffunction-calling%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3Efunction%20calling%E2%81%A0(opens%20in%20a%20new%20window)%3C%2Fa%3E%3C%2Fu%3E%2C%20%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fplatform.openai.com%2Fdocs%2Fguides%2Fstructured-outputs%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EStructured%20Outputs%E2%81%A0(opens%20in%20a%20new%20window)%3C%2Fa%3E%3C%2Fu%3E%2C%20and%20%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fplatform.openai.com%2Fdocs%2Fguides%2Ftext-generation%23building-prompts%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3Edeveloper%20messages%E2%81%A0(opens%20in%20a%20new%20window)%3C%2Fa%3E%3C%2Fu%3E%2C%20making%20it%20production-ready%20out%20of%20the%20gate.%20Like%20OpenAI%20o1-mini%20and%20OpenAI%20o1-preview%2C%20o3-mini%20will%20support%20%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fplatform.openai.com%2Fdocs%2Fapi-reference%2Fstreaming%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3Estreaming%E2%81%A0(opens%20in%20a%20new%20window)%3C%2Fa%3E%3C%2Fu%3E.%20Also%2C%20developers%20can%20choose%20between%20three%20%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fplatform.openai.com%2Fdocs%2Fapi-reference%2Fchat%2Fcreate%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3Ereasoning%20effort%E2%81%A0(opens%20in%20a%20new%20window)%3C%2Fa%3E%3C%2Fu%3E%20options%E2%80%94low%2C%20medium%2C%20and%20high%E2%80%94to%20optimize%20for%20their%20specific%20use%20cases.%3C%2Fem%3E%3C%2Fblockquote%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EIt's%20optimized%20for%20STEM%20reasoning%2C%20getting%20stellar%20benchmark%20results%20on%20CodeForces%2C%20GPQA%2C%20AIME%20(2024)%2C%20and%20FrontierMath.%20The%20o3-mini%20model%20is%20available%20via%20API%20as%20well%20as%20to%20ChatGPT%20Plus%2C%20Team%2C%20and%20Pro%20users.%20Free%20plan%20users%20can%20try%20OpenAI%20o3-mini%20by%20selecting%20%E2%80%98Reason%E2%80%99%20in%20the%20message%20composer.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Ca%20href%3D%22https%3A%2F%2Fsubstackcdn.com%2Fimage%2Ffetch%2Ff_auto%2Cq_auto%3Agood%2Cfl_progressive%3Asteep%2Fhttps%253A%252F%252Fsubstack-post-media.s3.amazonaws.com%252Fpublic%252Fimages%252F1c2eecdd-2419-4fd3-a208-ca92a7f38c13_665x494.png%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cimg%20src%3D%22https%3A%2F%2Fsubstackcdn.com%2Fimage%2Ffetch%2Fw_1456%2Cc_limit%2Cf_auto%2Cq_auto%3Agood%2Cfl_progressive%3Asteep%2Fhttps%253A%252F%252Fsubstack-post-media.s3.amazonaws.com%252Fpublic%252Fimages%252F1c2eecdd-2419-4fd3-a208-ca92a7f38c13_665x494.png%22%20alt%3D%22A%20graph%20of%20numbers%20and%20a%20bar%0A%0AAI-generated%20content%20may%20be%20incorrect.%22%20height%3D%22494%22%20width%3D%22665%22%3E%3C%2Fa%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%20class%3D%22ql-align-center%22%3E%3Cspan%20style%3D%22color%3A%20var(--print_secondary%2C%20var(--print_secondary_on_web_bg_color%2C%20var(--print_secondary%2C%20var(--color-fg-secondary))))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EFigure%202.%20OpenAI%20o3-mini%20achieves%20progressively%20higher%20Elo%20scores%20with%20increased%20reasoning%20effort%2C%20all%20outperforming%20o1-mini.%20o3-mini%20beats%20o1%E2%80%99s%20performance%20with%20medium%20reasoning%20effort.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fopenai.com%2Findex%2Fintroducing-deep-research%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EOpenAI%20has%20released%20their%20own%20Deep%20Research%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%20tool%2C%20an%20agent%20that%20synthesizes%20data%20and%20completes%20multi-step%20research%20tasks%20for%20you.%20Depending%20on%20the%20task%2C%20Deep%20Research%20takes%20from%205%20to%2030%20minutes%20to%20plan%2C%20research%2C%20and%20write%2C%20and%20is%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cem%3E%E2%80%9Cpowered%20by%20a%20version%20of%20the%20upcoming%20OpenAI%20o3%20model%20that%E2%80%99s%20optimized%20for%20web%20browsing%20and%20data%20analysis.%E2%80%9D%3C%2Fem%3E%3C%2Fstrong%3E%3C%2Fp%3E%3Cp%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Ftechcrunch.com%2F2025%2F02%2F02%2Fopenai-unveils-a-new-chatgpt-agent-for-deep-research%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EOpenAI%20says%20Deep%20Research%20is%20for%20tasks%20like%20finance%2C%20science%2C%20policy%2C%20and%20engineering%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%20that%20need%20thorough%2C%20precise%2C%20and%20reliable%20research.%20This%20is%20similar%20to%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fblog.google%2Fproducts%2Fgemini%2Fgoogle-gemini-deep-research%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EGoogle%E2%80%99s%20Deep%20Research%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%20capability.%20One%20OpenAI%20researcher%20shared%20how%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fx.com%2FFelipe_Millon%2Fstatus%2F1886205433469178191%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EDeep%20Research%20provided%20valuable%20guidance%20on%20treating%20his%20wife%E2%80%99s%20cancer%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cstrong%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3A%3C%2Fstrong%3E%3C%2Fp%3E%3Cblockquote%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cem%3EWe%20often%20talk%20internally%20at%20OpenAI%20about%20the%20moments%20when%20you%20%E2%80%9Cfeel%20the%20AGI%2C%E2%80%9D%20and%20this%20was%20one%20of%20them.%20This%20thing%20is%20going%20to%20change%20the%20world.%3C%2Fem%3E%3C%2Fstrong%3E%3C%2Fblockquote%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EThey%20also%20touted%20how%20Deep%20Research%20gets%20a%20score%20of%2026%25%20on%20Humanities%20Last%20Exam%20(HLE)%2C%20the%20new%20benchmark%20that%20is%20so%20hard%20that%20all%20prior%20AI%20models%20before%20o3%20got%20under%2010%25.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EIn%20a%20Reddit%20AMA%2C%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Ftechcrunch.com%2F2025%2F01%2F31%2Fsam-altman-believes-openai-has-been-on-the-wrong-side-of-history-concerning-open-source%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EOpenAI%20CEO%20Sam%20Altman%20admitted%20to%20%E2%80%98being%20on%20the%20wrong%20side%20of%20history%E2%80%99%20on%20open%20source%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%2C%20and%20will%20consider%20a%20new%20open-source%20strategy%20for%20older%20models.%20The%20company%20also%20acknowledged%20the%20gains%20of%20competitors%20like%20DeepSeek%2C%20and%20they%20said%20they%20would%20increase%20transparency%20in%20OpenAI%20reasoning%20models%3A%3C%2Fspan%3E%3C%2Fp%3E%3Cblockquote%3E%3Cem%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EWe%E2%80%99re%20working%20on%20showing%20a%20bunch%20more%20%5Bmodel%20thought%20process%5D%20than%20we%20show%20today%20%E2%80%94%20will%20be%20very%20soon.%3C%2Fem%3E%3C%2Fblockquote%3E%3Ch4%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EAI%20Tech%20and%20Product%20Releases%3C%2Fspan%3E%3C%2Fh4%3E%3Ch4%3E%3Cbr%3E%3C%2Fh4%3E%3Cp%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fmistral.ai%2Fnews%2Fmistral-small-3%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EMistral%20announced%20Mistral%20Small%203%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%2C%20a%2024B%20parameter%20open-source%20model%20that%20is%20competitive%20with%20Llama%203.3%2070B%20and%20Qwen2.5%2032B%2C%20that%20Mistral%20claims%20%E2%80%9Cis%20an%20excellent%20open%20replacement%20for%20opaque%20proprietary%20models%20like%20GPT4o-mini.%E2%80%9D%20Benchmark%20results%20confirm%20Mistral%20Small%203%E2%80%99s%20performance%20and%20its%20speed.%20It%20can%20be%20downloaded%20from%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fhuggingface.co%2Fmistralai%2FMistral-Small-24B-Instruct-2501%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EHuggingFace%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%20or%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Follama.com%2Flibrary%2Fmistral-small%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EOllama%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%20and%20run%20locally.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Ca%20href%3D%22https%3A%2F%2Fsubstackcdn.com%2Fimage%2Ffetch%2Ff_auto%2Cq_auto%3Agood%2Cfl_progressive%3Asteep%2Fhttps%253A%252F%252Fsubstack-post-media.s3.amazonaws.com%252Fpublic%252Fimages%252F877c40a6-c2e0-47e2-a5b9-c9a9b4cf444b_936x464.png%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cimg%20src%3D%22https%3A%2F%2Fsubstackcdn.com%2Fimage%2Ffetch%2Fw_1456%2Cc_limit%2Cf_auto%2Cq_auto%3Agood%2Cfl_progressive%3Asteep%2Fhttps%253A%252F%252Fsubstack-post-media.s3.amazonaws.com%252Fpublic%252Fimages%252F877c40a6-c2e0-47e2-a5b9-c9a9b4cf444b_936x464.png%22%20alt%3D%22A%20graph%20of%20different%20colors%0A%0AAI-generated%20content%20may%20be%20incorrect.%22%20height%3D%22464%22%20width%3D%22936%22%3E%3C%2Fa%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%20class%3D%22ql-align-center%22%3E%3Cspan%20style%3D%22color%3A%20var(--print_secondary%2C%20var(--print_secondary_on_web_bg_color%2C%20var(--print_secondary%2C%20var(--color-fg-secondary))))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EFigure%203.%20Mistral%20Small%203%20benchmark%20results%20are%20in-line%20with%20larger%20LLMs%20such%20as%20Qwen2.5%2032B%2C%20Llama3.3%2070B%20and%20GPT-4o%20mini.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EMistral%20has%20not%20only%20released%20Mistral%20Small%203%20on%20the%20Apache%202%20license%2C%20but%20they%20also%20reaffirmed%20their%20commitment%20to%20open%20source%20in%20future%20model%20releases.%20Mistral%20also%20previewed%20AI%20reasoning%20model%20releases%3A%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cem%3E%E2%80%9Cexpect%20small%20and%20large%20Mistral%20models%20with%20boosted%20reasoning%20capabilities%20in%20the%20coming%20weeks.%E2%80%9D%3C%2Fem%3E%3C%2Fstrong%3E%3C%2Fp%3E%3Cp%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fhuggingface.co%2Fallenai%2FLlama-3.1-Tulu-3-405B-DPO%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EAI2%20has%20released%20Tulu%203%20405B%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%2C%20the%20biggest%20and%20best%20AI%20model%20based%20on%20fully%20open%20post-training%20recipes%20to%20the%20largest%20open-weight%20models.%20Based%20on%20post-training%20of%20Llama%203.1%20405B%2C%20Tulu%203%20405B%20is%20explained%20in%20the%20blogpost%20%E2%80%9C%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fallenai.org%2Fblog%2Ftulu-3-405B%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EScaling%20the%20T%C3%BClu%203%20post-training%20recipes%20to%20surpass%20the%20performance%20of%20DeepSeek%20V3%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E.%E2%80%9D%20Among%20the%20post-training%20methods%20presented%2C%20they%20introduced%20Reinforcement%20Learning%20with%20Verifiable%20Rewards%20(RLVR)%2C%20a%20novel%20method%20for%20training%20LLMs%20on%20verifiable%20tasks%20such%20as%20mathematical%20problem-solving%20and%20instruction%20following.%20Overall%2C%20Tulu3%20405B%20outperforms%20prior%20fine-tunes%20of%20Llama%203.1%20405B%20and%20rivals%20the%20performance%20of%20GPT-4o.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fwww.perplexity.ai%2Fhelp-center%2Fen%2Farticles%2F10496197-about-the-r1-model-used-for-pro-search-on-perplexity%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EPerplexity%20has%20added%20DeepSeek-R1%20to%20Perplexity%20Pro%20Search%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%20as%20an%20optional%20AI%20model.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fx.com%2Fblocks%2Fstatus%2F1884292904753254488%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EBlock%E2%80%99s%20Open-Source%20Program%20Office%20announced%20Goose%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%2C%20an%20open-source%20agentic%20AI%20framework%20that%20connects%20AI%20to%20real-world%20actions.%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fblock.github.io%2Fgoose%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EGoose%20by%20Blocks%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%20manages%20complex%20autonomous%20tasks%20(focused%20on%20various%20engineering%20domains)%2C%20runs%20locally%2C%20and%20allows%20users%20to%20connect%20Goose%20to%20any%20preferred%20LLM%2C%20external%20MCP%20server%20or%20API.%20The%20open%20framework%20also%20has%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fblock.github.io%2Fgoose%2Fv1%2Fextensions%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3Eextensions%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EAnother%20open-source%20project%20called%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fgithub.com%2Fbrowser-use%2Fbrowser-use%2Fblob%2Fmain%2FREADME.md%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EBrowser-use%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%2C%20available%20on%20%3C%2Fspan%3E%3Cu%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Ca%20href%3D%22https%3A%2F%2Fgithub.com%2Fbrowser-use%2Fbrowser-use%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EGitHub%3C%2Fa%3E%3C%2Fu%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%20-%20is%20an%20AI%20agent%20similar%20to%20OpenAI%E2%80%99s%20Operator%2C%20enabling%20users%20to%20invoke%20AI%20automation%20tasks%20via%20a%20browser%20use%20with%20AI.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Ca%20href%3D%22https%3A%2F%2Fsubstackcdn.com%2Fimage%2Ffetch%2Ff_auto%2Cq_auto%3Agood%2Cfl_progressive%3Asteep%2Fhttps%253A%252F%252Fsubstack-post-media.s3.amazonaws.com%252Fpublic%252Fimages%252F8baa2a86-ad63-4495-bf63-e568947f76dc_936x450.png%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cimg%20src%3D%22https%3A%2F%2Fsubstackcdn.com%2Fimage%2Ffetch%2Fw_1456%2Cc_limit%2Cf_auto%2Cq_auto%3Agood%2Cfl_progressive%3Asteep%2Fhttps%253A%252F%252Fsubstack-post-media.s3.amazonaws.com%252Fpublic%252Fimages%252F8baa2a86-ad63-4495-bf63-e568947f76dc_936x450.png%22%20alt%3D%22A%20screenshot%20of%20a%20computer%20screen%0A%0AAI-generated%20content%20may%20be%20incorrect.%22%20height%3D%22450%22%20width%3D%22936%22%3E%3C%2Fa%3E%3C%2Fp%3E%3Cp%3E%3Cbr%3E%3C%2Fp%3E%3Cp%20class%3D%22ql-align-center%22%3E%3Cspan%20style%3D%22color%3A%20var(--print_secondary%2C%20var(--print_secondary_on_web_bg_color%2C%20var(--print_secondary%2C%20var(--color-fg-secondary))))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EFigure%204.%20A%20Browser-use%20prompt%20for%20conducting%20a%20job-search%3A%20%E2%80%9CRead%20my%20CV%20%26amp%3B%20find%20ML%20jobs%2C%20save%20them%20to%20a%20file%2C%20and%20then%20start%20applying%20for%20them%20in%20new%20tabs%2C%20if%20you%20need%20help%2C%20ask%20me.%E2%80%9D%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fgithub.com%2Fmultimodal-art-projection%2FYuE%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EThe%20Yue%20series%20of%20open%20music-generation%20AI%20models%20was%20released%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%20by%20HKUST%20and%20MAP.%20Yue%20models%20come%20in%201B%20and%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fhuggingface.co%2Fm-a-p%2FYuE-s1-7B-anneal-en-icl%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3E7B%20sizes%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%20and%20generate%20music%20similar%20to%20Suno.%20They%20are%20open-source%20(released%20under%20Apache%202%20license)%20and%20available%20on%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fhuggingface.co%2Fm-a-p%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EHuggingFace%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%20and%20to%20try%20out%20on%20%3C%2Fspan%3E%3Cu%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Ca%20href%3D%22https%3A%2F%2Ffal.ai%2Fmodels%2Ffal-ai%2Fyue%2Frequests%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EFal%3C%2Fa%3E%3C%2Fu%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E.%20The%20authors%20shared%20an%20abstract%20and%20examples%20at%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fmap-yue.github.io%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EOpen%20Music%20Foundation%20Models%20for%20Full-Song%20Generation%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E.%20The%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fmap-yue.github.io%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3Edemo%20results%20sound%20good%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Ftechcrunch.com%2F2025%2F01%2F31%2Fmlcommons-and-hugging-face-team-up-to-release-massive-speech-data-set-for-ai-research%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EMLCommons%20and%20Hugging%20Face%20have%20released%20Unsupervised%20People%E2%80%99s%20Speech%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%2C%20one%20of%20the%20world's%20largest%20collections%20of%20public%20domain%20voice%20recordings%20for%20AI%20research.%20The%20dataset%20contains%20over%20a%20million%20hours%20of%20audio%20in%20at%20least%2089%20languages%20and%20is%20aimed%20at%20advancing%20speech%20technology%20globally.%3C%2Fspan%3E%3C%2Fp%3E%3Ch4%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EAI%20Research%20News%3C%2Fspan%3E%3C%2Fh4%3E%3Ch4%3E%3Cbr%3E%3C%2Fh4%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EOur%20AI%20research%20review%20article%20for%20this%20past%20week%20included%20a%20number%20of%20recent%20AI%20model%20releases%3A%3C%2Fspan%3E%3C%2Fp%3E%3Col%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EVideoLLaMA%203%3A%20Frontier%20Multimodal%20Foundation%20Models%20for%20Image%20and%20Video%20Understanding%3C%2Fstrong%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fhuggingface.co%2Fdeepseek-ai%2FJanus-Pro-7B%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EJanus-Pro%3C%2Fa%3E%3C%2Fu%3E%3A%20Unified%20Multimodal%20Understanding%20and%20Generation%20with%20Data%20and%20Model%20Scaling%3C%2Fstrong%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EBaichuan-Omni-1.5%3A%20Technical%20Report%3C%2Fstrong%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fqwenlm.github.io%2Fblog%2Fqwen2.5-vl%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EQwen2.5%20VL%3C%2Fa%3E%3C%2Fu%3E%20vision-language%20model%3C%2Fstrong%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EQwen2.5-1M%2C%20long-context%20model%3C%2Fstrong%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fqwenlm.github.io%2Fblog%2Fqwen2.5-max%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EQwen2.5-MAX%3C%2Fa%3E%3C%2Fu%3E%2C%20a%20mixture-of-experts%20(MoE)%20frontier%20AI%20model%3C%2Fstrong%3E%3C%2Fli%3E%3Cli%20data-list%3D%22bullet%22%3E%3Cspan%20class%3D%22ql-ui%22%20contenteditable%3D%22false%22%3E%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EBespoke-Stratos%3A%20The%20Unreasonable%20Effectiveness%20of%20Reasoning%20Distillation%3C%2Fstrong%3E%3C%2Fli%3E%3C%2Fol%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EThe%20Bespoke-Stratos%20effort%20to%20distill%20reasoning%20in%20smaller%20LLMs%2C%20is%20the%20start%20of%20a%20bigger%20trend%2C%20as%20RL%20for%20reasoning%20scales.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EA%20joint%20project%20by%20DataComp%20and%20Bespoke%20Labs%20released%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fx.com%2Fmadiator%2Fstatus%2F1884284103354376283%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EOpen%20Thoughts%2C%20a%20curated%20open%20reasoning%20dataset%20of%20114k%20examples%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%2C%20with%20a%20goal%20to%20distill%20state%20of%20the%20art%20small%20reasoning%20models.%20They%20released%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fhuggingface.co%2Fopen-thoughts%2FOpenThinker-7B%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EOpen-Thinker-7B%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%20that%20was%20developed%20with%20this%20dataset%3B%20it%20surpassed%20Bespoke-Stratos%207B%20and%20came%20close%20to%20DeepSeek%207B%20distilled%20model%20on%20reasoning-related%20benchmarks.%3C%2Fspan%3E%3C%2Fp%3E%3Ch4%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EAI%20Business%20and%20Policy%3C%2Fspan%3E%3C%2Fh4%3E%3Ch4%3E%3Cbr%3E%3C%2Fh4%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EAs%20we%20noted%20in%20our%20article%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fpatmcguinness.substack.com%2Fp%2Fthe-deepseek-meltdown%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3Ethe%20DeepSeek%20Meltdown%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%2C%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3Ethe%20DeepSeek%20R1%20release%20went%20viral%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%20and%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fpatmcguinness.substack.com%2Fp%2Fdeepseek-releases-r1-and-opens-up%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3Eadmiration%20for%20the%20R1%20open%20AI%20reasoning%20model%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%20evolved%20into%20a%20panic%20over%20the%20rise%20of%20scrappy%20Chinese%20AI%2C%20causing%20a%20one-day%20meltdown%20in%20Nvidia%20and%20other%20AI-related%20stocks.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Ftechcrunch.com%2F2025%2F01%2F31%2Fdeepseek-everything-you-need-to-know-about-the-ai-chatbot-app%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EChinese%20AI%20lab%20DeepSeek%20has%20risen%20to%20international%20fame%20after%20its%20chatbot%20app%20topped%20Apple%20App%20Store%20and%20Google%20Play%20charts%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E.%20DeepSeek%E2%80%99s%20efficient%20AI%20model%20training%20raised%20questions%20about%20the%20U.S.%20lead%20in%20AI%20technology%2C%20despite%20facing%20AI%20chip%20export%20bans%20from%20the%20U.S.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EOn%20the%20heels%20of%20the%20DeepSeek%20R1%20release%2C%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Ftechcrunch.com%2F2025%2F01%2F31%2Fhundreds-of-companies-are-blocking-deepseek-over-china-data-risks%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3Enumerous%20US-based%20companies%20and%20government-related%20entities%20have%20blocked%20DeepSeek%20AI%20apps%20and%20services%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cstrong%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%20%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3Edue%20to%20concerns%20over%20potential%20data%20leakage%20to%20China.%20The%20Pentagon%20has%20also%20begun%20restricting%20access%20to%20DeepSeek%20amid%20privacy%20and%20security%20worries.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Ftechcrunch.com%2F2025%2F02%2F02%2Fgoogle-x-spins-out-heritable-agriculture-a-startup-using-ai-to-improve-crop-yield%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EGoogle%E2%80%99s%20X%20%E2%80%9Cmoonshot%20factory%E2%80%9D%20graduated%20Heritable%20Agriculture%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%2C%20an%20AI-driven%20startup%20aiming%20to%20enhance%20crop%20production%20efficiency.%20Using%20machine%20learning%20to%20analyze%20plant%20genomes%2C%20Heritable%20seeks%20solutions%20for%20sustainable%20agriculture%2C%20addressing%20issues%20like%20water%20usage%20and%20greenhouse%20gas%20emissions.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Ftechcrunch.com%2F2025%2F02%2F02%2Fai-systems-with-unacceptable-risk-are-now-banned-in-the-eu%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EAI%20systems%20with%20%E2%80%98unacceptable%20risk%E2%80%99%20are%20now%20banned%20in%20the%20EU%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E.%20As%20of%20February%202%2C%20the%20first%20compliance%20deadline%20for%20the%20EU%E2%80%99s%20AI%20Act%20has%20come%20into%20effect%2C%20prohibiting%20applications%20deemed%20to%20pose%20unacceptable%20risks%20and%20subjecting%20violators%20to%20fines%20up%20to%20%E2%82%AC35%20million%20or%207%25%20of%20global%20revenue.%20The%20Act%20mixes%20lighter%20regulatory%20oversight%20over%20limited-risk%20systems%20like%20customer%20service%20chatbots%20with%20stricter%20rules%20for%20high-risk%20uses%20such%20as%20healthcare.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Ftechcrunch.com%2F2025%2F01%2F31%2Fopenai-used-this-subreddit-to-test-ai-persuasion%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EOpenAI%20has%20utilized%20the%20subreddit%20r%2FChangeMyView%20to%20assess%20its%20AI%20models%E2%80%99%20persuasive%20capabilitie%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cu%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Ca%20href%3D%22https%3A%2F%2Ftechcrunch.com%2F2025%2F01%2F31%2Fopenai-used-this-subreddit-to-test-ai-persuasion%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3Es%3C%2Fa%3E%3C%2Fu%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%20by%20comparing%20their%20responses%20against%20human%20arguments.%20The%20company%E2%80%99s%20latest%20model%2C%20o3-mini%2C%20demonstrates%20strong%20argumentation%20skills%20within%20the%20top%2080-90th%20percentile%20of%20humans%2C%20aiming%20not%20for%20hyper-persuasiveness%20but%20to%20ensure%20AI%20doesn't%20deceive%20users%20effectively.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Ftechcrunch.com%2F2025%2F01%2F31%2Fmicrosoft-is-forming-a-new-unit-to-study-ais-impacts%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EMicrosoft%20is%20creating%20a%20new%20unit%20called%20the%20Advanced%20Planning%20Unit%20(APU)%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%20within%20its%20Microsoft%20AI%20division%20to%20explore%20societal%2C%20health%2C%20and%20work%20implications%20of%20AI.%20The%20APU%20will%20focus%20on%20research%20and%20product%20recommendations%20related%20to%20AI's%20future%20impact.%20Microsoft%20is%20continuing%20to%20make%20significant%20investment%20in%20AI%2C%20with%20Q4%202024%20capex%20reaching%20a%20record%20high%20of%20%2422.6%20billion.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Ftechcrunch.com%2F2025%2F01%2F30%2Fintel-wont-bring-its-falcon-shores-ai-chip-to-market%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EIntel%20is%20effectively%20killing%20Falcon%20Shores%2C%20its%20next-generation%20GPU%20for%20high-performance%20computing%20and%20AI%20workloads%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E.%20The%20company%20will%20instead%20focus%20on%20Jaguar%20Shores%20to%20develop%20a%20system-level%20solution%20at%20rack%20scale%20for%20the%20AI%20data%20center%20market.%20This%20shift%20comes%20after%20Intel's%20Gaudi%203%20chip%20fell%20short%20of%20expectations%2C%20failing%20to%20meet%20sales%20goals%20due%20to%20software%20issues.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Ftechcrunch.com%2F2025%2F01%2F30%2Fopenai-said-to-be-in-talks-to-raise-40b-at-a-340b-valuation%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EOpenAI%20may%20raise%20up%20to%20%2440%20billion%20in%20another%20fund-raising%20round%2C%20valuing%20it%20at%20%24340%20billion%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E.%20The%20funds%20are%20intended%20for%20supporting%20OpenAI%E2%80%99s%20ongoing%20financial%20losses%20and%20its%20Stargate%20project%2C%20which%20aims%20to%20build%20AI%20data%20centers%20across%20the%20U.S.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EAI%20companies%20are%20among%20the%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Ftechcrunch.com%2F2025%2F02%2F01%2Fhere-are-all-the-ipos-reported-to-be-in-the-works-for-2025%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3Enotable%20companies%20planning%20or%20reported%20to%20file%20for%20IPOs%20in%202025%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%2C%20in%20particular%20Genesys%20and%20Cerebras%20are%20likely%20to%20IPO%20in%202025.%3C%2Fspan%3E%3C%2Fp%3E%3Ch4%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EAI%20Opinions%20and%20Articles%3C%2Fspan%3E%3C%2Fh4%3E%3Ch4%3E%3Cbr%3E%3C%2Fh4%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EThe%20low-cost%20to%20train%20DeepSeek%E2%80%99s%20R1%20open-source%20reasoning%20model%20has%20shaken%20the%20tech%20industry.%20However%2C%20%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Ftechcrunch.com%2F2025%2F01%2F31%2Fmistral-board-member-and-a16z-vc-anjney-midha-says-deepseek-wont-stop-ais-gpu-hunger%2F%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EAndreessen%20Horowitz's%20Anjney%20Midha%20argues%20that%20AI%20foundational%20models%20will%20continue%20to%20invest%20heavily%20in%20GPUs%20and%20data%20centers%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cstrong%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%20%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3Efor%20more%20compute%20power%20output.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EDario%20Amodei%20shared%20his%20own%20thoughts%20on%20DeepSeek%20R1%20and%20Chinese%20AI%20development%20in%20a%20blog%20post%20%E2%80%9C%3C%2Fspan%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cu%3E%3Ca%20href%3D%22https%3A%2F%2Fdarioamodei.com%2Fon-deepseek-and-export-controls%22%20rel%3D%22noopener%20noreferrer%22%20target%3D%22_blank%22%3EOn%20DeepSeek%20and%20Export%20Controls%3C%2Fa%3E%3C%2Fu%3E%3C%2Fstrong%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E.%E2%80%9D%20In%20it%2C%20he%20calls%20for%20continued%20export%20controls%20on%20AI%20chips%20to%20China%2C%20explaining%20why%20DeepSeek%E2%80%99s%20results%20don%E2%80%99t%20eliminate%20the%20value%20of%20such%20controls.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3ERegarding%20DeepSeek%E2%80%99s%20V3%20training%2C%20he%20points%20out%20that%20%E2%80%9Chistorical%20trend%20of%20the%20cost%20curve%20decrease%20is%20~4x%20per%20year%E2%80%9D%20so%20you%20would%20expect%20a%20lower%20cost-to-train%20on%20better%20AI%20models.%20He%20puts%20it%20this%20way%3A%3C%2Fspan%3E%3C%2Fp%3E%3Cblockquote%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cem%3EDeepSeek%20produced%20a%20model%20close%20to%20the%20performance%20of%20US%20models%207-10%20months%20older%2C%20for%20a%20good%20deal%20less%20cost%20(but%20not%20anywhere%20near%20the%20ratios%20people%20have%20suggested).%3C%2Fem%3E%3C%2Fstrong%3E%3C%2Fblockquote%3E%3Cp%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EHe%20also%20points%20out%20that%20the%20RL-based%20post-training%20cost-curve%20for%20AI%20reasoning%20models%20is%20at%20a%20lower%20base%20than%20LLM%20pre-training%2C%20so%20scaling%20gains%20for%20reasoning%20will%20cost%20less%20for%20now.%3C%2Fspan%3E%3C%2Fp%3E%3Cp%20class%3D%22ql-align-center%22%3E%3Cem%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EImportantly%2C%20because%20this%20type%20of%20RL%20is%20new%2C%20we%20are%20still%20very%20early%20on%20the%20scaling%20curve%3A%20the%20amount%20spent%20on%20the%20second%20RL%20stage%20is%20small%20for%20all%20players.%20Spending%20%241M%20instead%20of%20%240.1M%20is%20enough%20to%20get%20huge%20gains.%20%E2%80%A6%20it%E2%80%99s%20possible%20for%20several%20companies%20to%20produce%20models%20of%20this%20type%2C%20as%20long%20as%20they%E2%80%99re%20starting%20from%20a%20strong%20pretrained%20model.%20Producing%20R1%20given%20V3%20was%20probably%20very%20cheap.%20We%E2%80%99re%20therefore%20at%20an%20interesting%20%E2%80%9Ccrossover%20point%2C%E2%80%9D%20where%20it%20is%20temporarily%20the%20case%20that%20several%20companies%20can%20produce%20good%20reasoning%20models.%20%3C%2Fem%3E%3Cstrong%20style%3D%22color%3A%20var(--print_on_web_bg_color%2C%20var(--color-fg-primary))%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%3Cem%3EThis%20will%20rapidly%20cease%20to%20be%20true%20as%20everyone%20moves%20further%20up%20the%20scaling%20curve%20on%20these%20models.%20-%20Dario%20Amodei%3C%2Fem%3E%3C%2Fstrong%3E%3C%2Fp%3E%3Ch4%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EPostScript%3C%2Fspan%3E%3C%2Fh4%3E%3Ch4%3E%3Cbr%3E%3C%2Fh4%3E%3Cp%3E%3Cstrong%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EExcuse%20the%20Late%20Edition%20%E2%80%93%3C%2Fstrong%3E%3Cem%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3E%20%3C%2Fem%3E%3Cspan%20style%3D%22color%3A%20rgb(54%2C%2055%2C%2055)%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%22%3EIf%20you%20made%20it%20this%20far%2C%20thank%20you.%20This%20week%E2%80%99s%20AI%20news%20article%20was%20delayed%20by%20battling%20a%20cold%2C%20but%20we%20will%20return%20to%20our%20regular%20schedule%20soon.%20The%20AI%20revolution%20will%20not%20be%20stopped!%3C%2Fspan%3E%3C%2Fp%3E"
[slug] => ai-week-in-review-25-02-03
[created_at] => 2025-02-23 18:07:15
[updated_at] => 2025-02-23 18:07:15
[status] => 2
[category_id] => ["21","20"]
[theme_id] => 30
[type] => standard
[total_views] => 9
[total_comments] => 0
[popularity_score] => 6.3
[featured_image] => /public/content/media/2025/02/24/fr30ea3bcede6840f635dc.webp
[author_profile] => https://cdn.pixabay.com/photo/2017/07/18/23/23/user-2517433_1280.png
[author] => admin
[category] => AI ML
)
)
[tags] => Array
(
[0] => stdClass Object
(
[id] => 2
[name] => Health
[theme_id] => 30
[slug] => health
)
[1] => stdClass Object
(
[id] => 5
[name] => AI
[theme_id] => 30
[slug] => ai
)
[2] => stdClass Object
(
[id] => 6
[name] => ML
[theme_id] => 30
[slug] => ml
)
)
[gallery] => Array
(
)
)
[theme_id:protected] => 30
)
[1] => index
)
[1] => Array
(
[0] => Array
(
)
)
)
)
[3] => Array
(
[file] => /home/xwjknurh/o/config.php
[line] => 33
[function] => dispatch
[class] => core\Router
[type] => ->
[args] => Array
(
[0] => /blog
)
)
[4] => Array
(
[file] => /home/xwjknurh/o/index.php
[line] => 3
[args] => Array
(
[0] => /home/xwjknurh/o/config.php
)
[function] => include
)
)
[previous:Exception:private] =>
[severity:protected] => 2
)