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Introducing Aardvark: OpenAI’s agentic security researcher

Aardvark represents a breakthrough in AI and security research: an autonomous agent that can help developers and security teams discover and fix security vulnerabilities at scale. Aardvark is now available in private beta to validate and refine its capabilities in the field.

Aardvark continuously analyzes source code repositories to identify vulnerabilities, assess exploitability, prioritize severity, and propose targeted patches.

Aardvark works by monitoring commits and changes to codebases, identifying vulnerabilities, how they might be exploited, and proposing fixes. Aardvark does not rely on traditional program analysis techniques like fuzzing or software composition analysis. Instead, it uses LLM-powered reasoning and tool-use to understand code behavior and identify vulnerabilities. Aardvark looks for bugs as a human security researcher might: by reading code, analyzing it, writing and running tests, using tools, and more.

THE FOREST KING | Red Iron Road | Full Episode

Set in a suffocating, over-commercialized future, a young boy’s desire for success and status leads him into a terrifying and deadly new reality through the lens of a mysterious VR game.
His desperate father must now race against both time and technology to save his dying son.
But the boy is the only one who can save himself — before becoming another faceless pawn of the Forest King.

Adapted from the poem “The Forest Tsar” (1818) by Vasiliy Zhukovsky.

🎬 THE FOREST KING
The second installment of the animated horror anthology RED IRON ROAD.
Each episode is a standalone short film (10–20 minutes) inspired by European literature, produced with unique creative partners in distinctive visual styles.

🏆 Festival Highlights.
• World Premiere – Nightmares Film Festival (Ohio, USA, 2022)
• Nominations – FilmQuest, Blood in the Snow Film Festival, Animaze.

🌐 Official Sites:
https://www.lakesideanimation.com/for… 🎥 Credits Directed & Written By: Lubomir Arsov Produced By: Lakeside Animation Animation By: Art Light & Riki Group (Petersburg Animation Studio) Musical Score By: Lars Korb Starring: Carlo Rota, Tom Rooney, Jaiden Cannatelli 📖 Full Cast & Crew: https://www.imdb.com/title/tt23845934… 📺 Where to Watch Season 1 of Red Iron Road: Amazon Prime Video (subscription required): https://www.primevideo.com/detail/0PB… TubiTV (free streaming): https://tubitv.com/movies/100014990/r… Plex (free streaming): https://tubitv.com/movies/100014990/r… Hoopla Digital (free with library card): https://www.hoopladigital.com/televis… Kanopy (free via library or university): https://www.kanopy.com/en/product/140… Apple TV (subscription to Prime Video required): https://tv.apple.com 🔔 Subscribe for new animated horror shorts and exclusive content! Follow Red Iron Road & Lakeside Animation: Facebook: / redironroadseries Instagram: / redironroadseries TikTok: / lakesideanimation LinkedIn: / lakeside-animation 🔖 Hashtags: #RedIronRoad #AdultAnimation #Games #Anthology #Animation #AnimatedAnthology #HorrorAnimation #SlavicMythology #AnimatedShortFilm #LakesideAnimation #EuropeanHorror #AnimationStudio #FolkHorror #AnimatedHorror #CreepyTales #ClassicLiterature #AnimationForAdults © 2022 Ghost Train Productions Inc.

Mathematical proof debunks the idea that the universe is a computer simulation

From the article:

“We have demonstrated that it is impossible to describe all aspects of physical reality using a computational theory of quantum gravity,” says Dr. Faizal. “Therefore, no physically complete and consistent theory of everything can be derived from computation alone. Rather, it requires a non-algorithmic understanding, which is more fundamental than the computational laws of quantum gravity and therefore more fundamental than spacetime itself.”


It’s a plot device beloved by science fiction: our entire universe might be a simulation running on some advanced civilization’s supercomputer. But new research from UBC Okanagan has mathematically proven this isn’t just unlikely—it’s impossible.

Dr. Mir Faizal, Adjunct Professor with UBC Okanagan’s Irving K. Barber Faculty of Science, and his international colleagues, Drs. Lawrence M. Krauss, Arshid Shabir and Francesco Marino have shown that the fundamental nature of reality operates in a way that no computer could ever simulate.

Their findings, published in the Journal of Holography Applications in Physics, go beyond simply suggesting that we’re not living in a simulated world like The Matrix. They prove something far more profound: the universe is built on a type of understanding that exists beyond the reach of any algorithm.

Scientists reverse Alzheimer’s in mice with groundbreaking nanotech

Researchers used supramolecular nanoparticles to repair the brain’s vascular system and reverse Alzheimer’s in mice. Instead of carrying drugs, the nanoparticles themselves triggered natural clearance of amyloid-β proteins. This restored blood-brain barrier function and reversed memory loss. The results point to a revolutionary new path for treating neurodegenerative diseases.

Powerful New Antibiotic Was ‘Hiding in Plain Sight’ For Decades

Researchers have just identified a powerful new antibiotic – in a significant discovery made not by breaking new ground, but by revisiting familiar territory.

The compound, pre-methylenomycin C lactone, was discovered by a team from Warwick University in the UK and Monash University in Australia. While it’s never been spotted before, it comes from a type of bacteria that scientists have studied for decades.

Potentially, it could help fight bacteria that have become increasingly resistant to modern treatments – and it’s actually an intermediate chemical that’s created during the process of making another antibiotic, methylenomycin A.

Gemini gets a huge upgrade for academics and researchers with powerful new LaTeX features

For anyone who has ever wrestled with creating documents containing complex mathematical equations, intricate tables, or precise multi-column layouts, the LaTeX document preparation system is likely a familiar (and sometimes frustrating) friend. It’s the standard for high-quality academic, scientific, and technical documents, but it traditionally requires specialized editors and significant technical know-how.

Trump directs Pentagon to start testing nuclear weapons

President Trump said on Wednesday that he has instructed the Defense Department (DOD) to immediately begin testing U.S. nuclear weapons on an equal basis to China and Russia.

‘The United States has more Nuclear Weapons than any other country,’ Trump wrote. ‘This was accomplished, including a complete update and renovation of existing weapons, during my First Term in office. Because of the tremendous destructive power, I HATED to do it, but had no choice! Russia is second, and China is a distant third, but will be even within 5 years.’…

…Trump’s announcement on TruthSocial came shortly before he was slated to meet face-to-face with Chinese President Xi Jinping for the first time since 2019 in South Korea on Thursday.

Will nasal vaccines consign injections to history?

It’s hard to think of vaccination without associating it with a sharp jab in the arm. But there are other, more gentle ways of activating the immune system, such as administering vaccines via the nose. Now, researchers at Chiba University, in Chiba prefecture, Japan, and the pharmaceutical company Shionogi have joined forces to explore the exciting potential of nasal vaccines.

One of the most compelling reasons for pursuing nasal vaccines is that they could offer protection against airborne pathogens at their entry point, before they take hold deeper in the body. That’s the role of the mucosal immune system, associated with the mucosal surfaces that line the nose, mouth, airway, digestive tract and genitals. It’s one of the body’s first lines of defence against external threats.

The mucosal immune system is most evident when experiencing the aggravating symptoms that accompany hay fever, such as uncontrollable sneezing, a runny nose and itchy eyes. These are responses of an activated mucosal immune system as it desperately tries to flush or defuse harmless pollen grains from the nasal cavity and eyes.

Molecular engineering strategy boosts efficiency of inverted perovskite solar cells

Solar cells, devices that can directly convert radiation emitted from the sun into electricity, have become increasingly widespread and are contributing to the reduction of greenhouse gas emissions worldwide. While existing silicon-based solar cells have attained good performances, energy engineers have been exploring alternative designs that could be more efficient and affordable.

Perovskites, a class of materials with a characteristic crystal structure, have proved to be particularly promising for the development of low-cost and energy-efficient solar energy solutions. Recent studies specifically highlighted the potential of inverted perovskite solar cells, devices in which the extraction charge layers are arranged in the reverse order compared to traditional designs.

Inverted perovskite solar cells could be more stable and easier to manufacture on a large-scale than conventional perovskite-based cells. Nonetheless, most inverted cells developed so far were found to exhibit low energy-efficiencies, due to the uncontrolled formation of crystal grains that can produce defects and adversely impact the transport of charge carriers generated by sunlight.

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