Bringing back in the specialists and generalists idea - could you have several specialists on each node, and then a generalist agent overseeing all the nodes? Yes, you can think of it that way. We use the term "orchestrator" - an orchestrator is trying to manage everything, but the complexity gets balanced with a hierarchical structure. You tested this policy on some leading LLMs, and they performed differently to each other. Why do you think Gemini did better than, say, Claude or ChatGPT?

You're viewing the US edition You can switch to the UK or AU homepage at any time using this menu. California homeowners left stunned after HOA charges $5million for'emergency' roof assessment Mystery island the size of TWO football fields suddenly appears in Canadian lake... then vanishes'Everyone in Nashville is terrified to say it out loud': Grammy-winning snitch spares no one in savage name-and-shame ranking of singers vying for Dolly Parton's crown as the next Queen of Country: ROB SHUTER Husband loved to brag about his $5m mansion and private jet... but his success was as fake as his blinding white veneers. Truth about Howard Stern's channel 101 being dropped by SiriusXM: Insiders reveal huge'middle finger' move and whispers of revenge Truth about the breast cancer risk from your nightly glass of wine - and HRT: I'm sharing everything I've learned in 50 years of treating patients... and this is where I think we're going wrong: PROFESSOR IAN E SMITH America's malls are charging customers a sneaky new fee that could cost nearly $260 a year... and people are furious Search for missing girl, 5, comes to tragic end after she wandered from family's rental home in blue bathing suit Lindsay and Patrick Clancy's little boy neighbor who heard an'ungodly yell'... and witnessed a nightmare he should never have seen: New accounts reconstruct killing horror'I set up a bedroom camera to capture my daughter's night seizures. Then my husband walked in...' The video was so shocking it brought police to tears. Ailing Burning Man festival hit by another hammer blow as it's revealed most attendees are now MIDDLE AGED'They only made friends with people who could help them': What Meghan and Harry's Montecito neighbours REALLY think of them... as brutal locals reveal what couple got up to, their very rich friends - and huge potential windfall Would you spend £420 on a toothbrush?

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Taylor Sheridan's Landman faces lengthy wait as season 3 production timeline revealed Man in trouble for using robot vacuum to record wife's affair, friends with benefits lease up & hall pass wins Country music star Riley Green keeps cooking with new single'That's Just Me' from upcoming album Internet reacts to Georgia schoolteacher's groundbreaking invention, the'fart corner' Rockstar finally releases statement regarding'Grand Theft Auto VI' leaks, leaving fans even more confused Let's look back on the best moments (read: crashes) from the World Humanoid Robot Games Liam Neeson and Zachary Levi lead ex-CIA heist in Tehran in new trailer for'The Fix' First preview drops for'Brothers' as'True Detective' stars reunite on Apple TV this September'Serial defecator' on the loose in Tulsa, last seen wearing a thong, mask with a hole cut out & a shower cap Ella Langley's unstoppable 2026 run continues with viral Instagram posts from her sold-out tour'Lioness' latest episode leaves fans reeling after brutal and violent execution scene Josh Brolin confirms Sicario 3 'is happening' as Taylor Sheridan franchise prepares to return Trump warns US will respond'hard' to Iranian attacks after Jordan strike Iran attack response: Trump warns US will'hit them hard' Trump strikes HUGE Venezuela oil deal: 'Multigenerational prosperity' FIRESTORM: 'Tech elite' accuses Vance of bringing back DEI Trump warns of'communism' in the Democratic Party Trump warns of'communism' in the Democratic Party The'Nicotine' singer performed the tribute at Auburn following the country music legend's death at 80 'Fox & Friends' looks back at favorite memories with Dolly Parton Steve Doocy joins'Fox and Friends' to reflect on the life, career and charitable work of music icon Dolly Parton following her death at age 80. They discuss her music catalog, her Imagination Library literacy program and her Dollywood theme park in Tennessee. Ella Langley performed an awesome tribute to music icon Dolly Parton. The legendary singer and country music icon passed away at the age of 80 last week, and Parton's death sent shockwaves through the country. She was universally respected and a beloved artist who left behind a legacy that will be near impossible to replicate.

What happens when AI runs out of pictures? A hospital may only ever collect a few dozen scans of a rare condition - for example, an unusual tumour. The radiology department wants software to flag this on a scan - not to replace the specialist, but so a hospital without one still gets their scan checked the same way. The clinicians know what they're looking for. Over a decade, the hospital might gather 40 confirmed cases.

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Look Up Say More Switch Off Mashable's Best: E-readers, robovacs, laptops, earbuds, smart home and more Creator Playbook Mashable Voices Trending Now Mashable Selects Safety Net Versus Gift Ideas For Everyone On Your List In My Bag All Series Shannon Connellan is Mashable's Senior Editor, General Assignments, based in London. She has been Mashable's UK Editor (and still manages the illustrious UK team) and Australia Editor, but emotionally, she lives searching for . A Tomatometer-approved critic, Shannon writes about entertainment, tech, social good, science, culture, and Australian horror, and loves to nerd out with movie stars, filmmakers, and TV creators . Belen Edwards is an Entertainment Reporter at Mashable. She covers movies and TV with a focus on fantasy and science fiction, adaptations, animation, and more nerdy goodness. She is a member of the Critics Choice Association and the Television Critics Association, as well as a Tomatometer-approved critic. Kristy Puchko is the Entertainment Editor at Mashable. Based in New York City, she's an established film critic and entertainment reporter who has traveled the world on assignment, covered a variety of film festivals, co-hosted movie-focused podcasts, and interviewed a wide array of performers and filmmakers. All products featured here are independently selected by our editors and writers. If you buy something through links on our site, Mashable may earn an affiliate commission.

Look Up Say More Switch Off Mashable's Best: E-readers, robovacs, laptops, earbuds, smart home and more Creator Playbook Mashable Voices Trending Now Mashable Selects Safety Net Versus Gift Ideas For Everyone On Your List In My Bag All Series From Gaydar to Track Star, Adults Season 2 wants to take over your feed. Belen Edwards is an Entertainment Reporter at Mashable. She covers movies and TV with a focus on fantasy and science fiction, adaptations, animation, and more nerdy goodness. She is a member of the Critics Choice Association and the Television Critics Association, as well as a Tomatometer-approved critic. All products featured here are independently selected by our editors and writers.

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AIhub monthly digest: August 2026 - IJCAI-ECAI in Bremen, the mathematics of simplicity, and does AI change the way we think? Welcome to our monthly digest, where you can catch up with any AIhub stories you may have missed, peruse the latest news, recap recent events, and more. This month, we report on events at IJCAI-ECAI 2026, learn about the mathematics of simplicity, investigate the accountability vacuum, and find out how AI changes the way we think. On Rashomon sets, the mathematics of simplicity, and why we don't need black boxes: an interview with Cynthia Rudin In the latest in our series of interviews with AI pioneers, we hear from Cynthia Rudin about interpretability, noise, and the case against complexity for complexity's sake. The 35th International Joint Conference on Artificial Intelligence and the 29th European Conference on Artificial Intelligence (IJACI-ECAI 2026) was held from 15-21 August, in Bremen, Germany.