Generative vision-language models like Stable Diffusion demonstrate remarkable capabilities in creative media synthesis, but they also pose substantial risks of producing unsafe, offensive, or culturally inappropriate content when prompted adversarially. Current defenses struggle to align outputs with human values without sacrificing generation quality or incurring high costs. To address these challenges, we introduce VALOR (Value-Aligned LLM-Overseen Rewriter), a modular, zero-shot agentic framework for safer and more helpful text-to-image generation. VALOR integrates layered prompt analysis with human-aligned value reasoning: a multi-level NSFW detector filters lexical and semantic risks; a cultural value alignment module identifies violations of social norms, legality, and representational ethics; and an intention disambiguator detects subtle or indirect unsafe implications. When unsafe content is detected, prompts are selectively rewritten by a large language model under dynamic, role-specific instructions designed to preserve user intent while enforcing alignment. If the generated image still fails a safety check, VALOR optionally performs a stylistic regeneration to steer the output toward a safer visual domain without altering core semantics. Experiments across adversarial, ambiguous, and value-sensitive prompts show that VALOR significantly reduces unsafe outputs by up to 100.00% while preserving prompt usefulness and creativity. These results highlight VALOR as a scalable and effective approach for deploying safe, aligned, and helpful image generation systems in open-world settings.

As the Trump Administration tries to rescue symbols of the Lost Cause, an exhibition in Los Angeles, led by Kara Walker, finds meaning in their desecration. Kara Walker's "Unmanned Drone" (2023) transforms a Stonewall Jackson statue. The first thing you see is a horse's ass, protruding, upside down, from the thorax of a monster. A man's arm descends from the beast's stomach, his gloved hand clutching the blade of a fallen sabre. Every part of the work comes from a statue of the Confederate general Stonewall Jackson that was removed from Charlottesville, Virginia, in 2021.

From being buried above ground in a'mushroom suit' to downloading loves ones onto a computer, the funeral is about to change forever. Technologies such as artificial intelligence and even genetic engineering are going to change funerals and rituals around death forever, experts have told DailyMail.com. Even wakes are poised to change - with virtual reality versions around the corner, and memorials could take the form of glowing fungi spliced with the deceased's DNA. Other technologies hint that death might not be the end, with people hoping to'return' after their funeral. In future, at funerals relatives may be able to talk to their deceased relatives, thanks to AI technology, said Luke Budka, AI strategist at Definition.

Fox News Flash top headlines are here. Check out what's clicking on Foxnews.com. A series of white angel wings rise up from the earth bathed in a warm glow of light, their sweeping forms creating a long covered pathway surrounded by trees in a possible centerpiece for the memorial to modern America's deadliest mass shooting. It's one of five potential designs unveiled Monday for a permanent monument on the Las Vegas Strip where 58 people were shot and killed and hundreds more injured at a country music festival on Oct. 1, 2017. Two survivors later died from their gunshot wounds.

We argue that disentangling content selection from the budget used to cover salient content improves the performance and applicability of abstractive summarizers. Our method, FactorSum, does this disentanglement by factorizing summarization into two steps through an energy function: (1) generation of abstractive summary views; (2) combination of these views into a final summary, following a budget and content guidance. This guidance may come from different sources, including from an advisor model such as BART or BigBird, or in oracle mode -- from the reference. This factorization achieves significantly higher ROUGE scores on multiple benchmarks for long document summarization, namely PubMed, arXiv, and GovReport. Most notably, our model is effective for domain adaptation. When trained only on PubMed samples, it achieves a 46.29 ROUGE-1 score on arXiv, which indicates a strong performance due to more flexible budget adaptation and content selection less dependent on domain-specific textual structure.

An expert on the digital afterlife responds to Cat Rambo's "The Woman Who Wanted to Be Trees." You never know precisely how much time you have left, despite what life insurance industry mortality tables or death-prediction startups might claim. Now, an emerging field of death tech is capitalizing on such anxiety by pitching individual immortality as deepfakes or AI-driven chatbots. Meanwhile, we're facing an ongoing environmental catastrophe perpetrated by colonialism and relentless extraction. These two forms of existential uncertainty may seem separate--but they are intrinsically related.

Video game photography is arguably enjoying a golden age. In recent years, the photo mode has exploded into blockbuster titles such as Spider-Man, offering intricate tools to pause the action, compose a shot, and tweak the finished result. You'll find the results peppered throughout social media feeds thanks to the Share button found on modern controllers. Often these depict "cool" moments, sometimes even absurd glitches, but mostly such photos, like those of popular snapper and EA DICE screenshot artist Petri Levälaht, are concerned with the beauty of big-budget video games. With each like, retweet, and share, we collectively revel in the technical artistry of worlds now so visually detailed they appear to rival our own, enthralled by the sheer density and arrangement of their pixels.

My cousin Kano emerges from the oasis water as something aquatic, fins where his feet used to be, tusks sprouted from his mouth, gliding. This is something he learned today, spent all day walking the endless plains of the Barrens, killing this and collecting that (with me healing him along the way) to finally complete his quest: A seer teaches him Aquatic Form, he surges with gold light and reaches level 17. This oasis is where he wanted to cast this spell for the first time. I sit at the edge of this shining pool, surrounded by palm trees and red centaurs in an expanse of cracked earth, and I watch him with awe. Through Ventrilo, the ancestor of Discord that compelled Kano and me to compel our mothers to buy spongy microphones from Best Buy, I hear his pride.

In March 2004, when René Koiter was 19, his twin brother Michel came down with a fever. René and Michel were students in the Netherlands--Michel at the Utrecht School of the Arts, René at the University of Utrecht--and they were doing freelance design work for Blizzard Entertainment, a video game developer about to launch its marquee franchise: World of Warcraft. Michel's fever wasn't supposed to be fatal. Michel was young and healthy--he and René were regulars at their local Taekwondo center. But a few days later, Michel's heart started failing, and René and their father rushed to the hospital to save him.

'm delighted to bring our readers the news of an exciting resource for AAAI members. AAAI has now completed a major initiative, begun five years ago, to develop a digital library of AAAI publications. The collection now comprises approximately 13,000 papers, including the full set of papers from the AAAI proceedings, papers from other major conferences, AAAI workshop and symposium technical reports, selected AAAI Press books, and the full contents of AI Magazine. This already-extensive collection is a growing resource, with new publications and access methods to be added over time. I encourage readers to visit it at the members' library section of the AAAI web site, www.aaai.org.