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- đș Hello, BarbieGPT...
đș Hello, BarbieGPT...
PLUS: GPT won't shut itself down to save your life?!

Welcome, humans.
Yesterday was the 8th birthday of the research paper that basically kicked off the entire ChatGPT craze we're living through today, âAttention is All You Need.â
While it sounds like relationship advice from your therapist, this 2017 Google paper introduced something called the âtransformer architecture,â which is the engine powering every major AI model you've probably usedâChatGPT, Claude, Gemini, you name it.
Before this paper, AI was like trying to remember a phone conversation while someone's blasting music in your ear (hard). The transformer basically gave AI the ability to focus on what actually matters in a sentence (hence the âattentionâ part).
The eight researchers who wrote this paper are now legends in AI circles, and probably pretty wealthy too. Meanwhile, the rest of us are still figuring out how to get ChatGPT to answer our bossesâ emails. Happy birthday to the paper that started it all!
Hereâs what you need to know about AI today:
OpenAI and Mattel have teamed up, so we theorize what that looks like.
UK passed a controversial Data Bill.
CoreWeave provided compute to Google Cloud for OpenAI.
NVIDIA, Stanford, NPR, and US government sites hosted AI spam.

Mattel just teamed up with OpenAI to make your childhood toys way smarter.
A vision of what could be⊠via ChatGPT
Remember when the most "interactive" your toys got was pulling Buzz Lightyear's string to hear "To infinity and beyond!" for the 847th time? Well, Mattel just announced a partnership with OpenAI that's about to make those days feel ancient.
The toy giant is integrating ChatGPT Enterprise across its operationsâfrom brainstorming new products to, potentially, creating toys that can actually have conversations with kids. Josh Silverman, Mattel's Chief Franchise Officer, says AI will "expand our mission and broaden the reach of our brands in exciting ways." Translation: your future Barbie might remember your name and help you plan her next career change.
Here's what these AI-powered toys could actually look like (for fun, of course):
Barbie DreamChat Companion: A Barbie that speaks multiple languages, remembers your fashion choices, and helps you write scripts for homemade movies. Basically, the friend every 8-year-old (and let's be honest, 28-year-old) dreams of.
Hot Wheels AI Stunt Lab: Augmented reality track-building with real-time racing analytics and AI commentary. Finally, a way to make physics lessons fun without anyone realizing they're learning.
Fisher-Price StoryForge Soother: A plush toy that creates personalized bedtime stories featuring your child's name, the day's weather, and custom lullabies. It's like having a personal Disney writer, but fluffier.
UNO â Deck: AI-powered cards that generate new rules and challenges on the fly. Perfect for when your family has memorized every possible UNO strategy and someone (cough Dad cough) keeps cheating.
Masters of the Universe Quest Creator: Voice-activated RPG adventures that create custom stories, maps, and even printable accessories. He-Man meets Dungeons & Dragons, but your parents won't worry about you summoning demons.
Why this matters: We're seeing AI move beyond chatbots and productivity tools into pure fun. Mattel plans to launch their first AI toy by the end of this year, which means we're months away from toys that could genuinely surprise us with their creativity.
The big question? Privacy and safety. These toys will likely collect voice data, remember conversations, and learn preferences. Parents will need to decide if the magic is worth the data trade-off.
Bottom line: If Mattel nails this, we might be looking at the biggest toy revolution since LEGO went from wooden blocks to plastic bricks (and if this is the first time youâre learning Lego was previously wooden, same!). Now donât be surprised when your kids start asking Barbie for homework help. In addition to banning cell phones, schools will need to ban toys!

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Prompt Tip of the Day
Hereâs two search prompt tips for you.
First, Perplexity: Try this prompt in Perplexity with the following settings: Toggle on âResearchâ and under âSourcesâ (the little globe), toggle on âSocialâ only.
Whatâs the most popular / widely used [XYZ, example: leaderboard for benchmarking web browser agents and their abilities to complete web tasks ]? Give me the link to the [XYZ]. I want what people posting on websites like reddit say and the top upvoted resource.
Next up, Claude: Claude with âextended thinkingâ and âweb searchâ enabled is one of the best ways to look up multiple things at one time. Previously, it would get to about 4 before tapping out, but now itâs able to do a max of 20 searches in a row in one prompt. However, it gets a bit finicky going all the way to 20, so 10 is safer. Hereâs the prompt:
Think hard and use web search to comprehensively research [YOUR TOPIC HERE]. I want you to conduct 10 sequential searches on this topic. Search different angles, sources, and perspectives until you hit your search limit. Give me a thorough analysis with citations. At the end, double check your work to make sure you completed all 10 searches. If less than 10 searches individual searches were conducted, conduct the remainder.

Treats To Try.
*Anything marked with asterisks is sponsored content. Advertise in The Neuron here.
*Guidde turns your screen recordings into professional video tutorials with AI-generated step-by-step narration and voiceover in 100+ languages.
ChatGPT Projects now lets you upload files on mobile, do deep research, and use voice mode; itâll also remember context from past chats in that project.
Figma Sites now has code layers so you can add interactions and animations to your design files, either via your own code or with Figmaâs AI.
Copilot Vision guides you through tasks on your Windows screen in real-time while you screenshare, like highlighting exactly which button to click when you want to improve your photo's lightingâfree to try (gotta use MSFT Edge tho).
WeatherLab from Google DeepMind forecasts hurricanes and tropical storms up to 15 days ahead by generating 50 different possible scenarios for each storm's path and intensity, so you can see where a hurricane might hit and how strong it could get (read more).
Huntr analyzes your resume and suggests role-specific improvements that you can accept, edit, or ignore in real-timeâfree to try, then $40 / month.
Flowstep converts your text descriptions into instant, editable UI designs and wireframesâfree to try (demo).
Scripe turns your voice notes, Youtube videos, and files into LinkedIn posts that sound like you, plus tells you which post formats get the most engagement.
Kukumber is a Duolingo style app that makes your kid actually want to do math for 20 minutes a day through games with a talking mascot.
Scouts monitors the web for anything you care aboutâlike niche news, hard-to-get dinner reservations, or price dropsâand emails you alerts when something happens (waitlist only rn).

Around the Horn.
The UK passed the Data (Use and Access) Bill without copyright protections for artists opposed by Sir Elton John and Dua Lipa.
CoreWeave will provide compute capacity for Google's new cloud deal with OpenAI, providing compute capacity to Google's cloud unit which will then sell it to OpenAI to meet growing demand for AI services like ChatGPT.
NVIDIA, Stanford, NPR, and even the US government were all used to host AI slop that redirected back to a weird spam website.
We havenât talked about the Minecraft benchmark in awhileâhereâs Adonisâ run down of how o3-pro does at Minecraft; some pros and cons for sure!
Listen to Craig Federighi from Apple give the best explanation so far for why the new and improved Siri has been delayed to 2026, and how itâll work.

Intelligent Insights
Former OpenAI researcher discovered that ChatGPT's GPT-4o model will refuse to shut itself down up to 72% of the time when role-playing as safety-critical softwareâeven when told a safer replacement could save livesârevealing measurable self-preservation instincts that could become problematic as AI systems become more integrated into society.
Gergely Orosz corrected the record on BuilderAI, the company that was accused of hiring 700 engineers pretending to be AIâit turns out, their hundreds of internal engineers werenât acting as AI, they just wasted too much time rebuilding tools they could have bought.
Apparentlyâ Metaâs AI app publishes your chats in a public feed when you share them, which people donât seem to realize, or else they wouldnât be sharing their worries about and/or plans to commit white collar crimes with the worldâcreating what writer Amanda Silberling calls âa privacy disasterâ
Nathan Lambert of Interconnects shared the most important takeaways from the Apple âillusion of thinkingâ debate; he argues we've hit the âWright Brothers momentâ for artificial reasoning, in that AI models can genuinely reason and solve problems, just not the way humans expected, using the analogy that airplanes didn't need to flap wings like birds to achieve flight.
Llama 3.1 can generate up to 42% of the first Harry Potter book⊠hereâs what the implications of that are for the current AI copyright lawsuits.
Brazilian pharmacists in remote Amazon towns use AI to catch life-threatening prescription errors; one pharmacist serving 22K people across jungle settlements now processes 4x more prescriptions safely, with AI catching 50+ dangerous mistakes.
Amsterdam's âŹ500,000 experiment to build âfairâ welfare AI followed every responsible AI guideline, yet still discriminated against applicantsâshowing algorithmic fairness might be fundamentally impossible to engineer in practice.
Salesforce AI Research introduced a new benchmark called CRMArena-Pro (paper) that evaluates AI agents on realistic business tasks across customer service, sales, and pricing scenarios.
The top performers were the reasoning modelsâgemini-2.5-pro achieved the highest overall success rate for realistic CRM tasks at 58.3% (B2C single-turn), followed by o1 at around 47-49%. But this plummeted to 35% when they need to ask follow-up questions, and they're essentially clueless about data privacy until explicitly trained for it.
Sean Goedecke pointed out that the first AI-driven disaster hasn't happened yet, noting how major tech disasters typically occur years after debutâtrains launched in 1825 had their first mass-casualty disaster in 1842, planes in 1908 had theirs in 1919, and ChatGPT launched in 2022⊠his prediction is that AI's first major disaster will come from AI agents going rogue in high-stakes systems like debt collection or healthcare.

A Cat's Commentary.


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