Law
Parents warned not to publicly share children's images amid AI abuse risks
Parents warned not to publicly share children's images amid AI abuse risks Parents should not publicly post images of their children online due to the growth of AI-generated abuse imagery, the National Crime Agency (NCA) has warned. Along with the Internet Watch Foundation (IWF), it said there is a growing threat of children's images online being used to create child sexual abuse material (CSAM). More than 8,000 AI-generated images and videos of realistic child sexual abuse were identified by the IWF in 2025, it said - adding this was a 14% increase on the year before. While we and policing colleagues tackle offenders, prevention remains vital, said Tim Wright, a senior manager at the NCA. In partnership with the IWF, the organisation has released fresh guidance for parents outlining steps they can take to help keep their children safe online.
A Twist in This Year's Strangest Literary AI Scandal
Jamir Nazir, the controversial winner of the Commonwealth award, tells his side of the story. Jamir Nazir has become the face of the AI-writing crisis. In May, the largely unknown 62-year-old Trinidadian writer was named a regional winner of the prestigious Commonwealth Prize for his short story " The Serpent in the Grove " But after it was published in the literary magazine, signs began to emerge that the story--about a cocoa farmer who cheated on his wife, and then tried to kill her--may have been AI-generated. Inscrutable lines plucked from Nazir's dense prose were mocked and memed. A young woman in the story "had the kind of walking that made benches become men."
Australia news live: shadow arts minister Angie Bell, a former musician, says AI giants must pay for content
Follow the day's latest updates Court approves $23.5m fine and costs order against ASX Shadow arts minister says AI companies need to do what everyone else does: 'ask permission and pay for it' Albanese defends gambling reforms, says he's'not against someone having a punt' Pocock says it's'tragic' gambling reforms don't go nearly far enough Shadow arts minister says AI companies need to do what everyone else does: 'ask permission and pay for it' If AI companies want to use Australian creative work, they should do what everyone else does: ask permission and pay for it. Australian creativity is one of our greatest national assets - not a free resource for multinational tech companies. The Coalition will always back the right of artists to control their work and be fairly compensated when others profit from it. This is about consent, fairness and respect for Australian creativity. Court approves $23.5m fine and costs order against ASX Shadow arts minister says AI companies need to do what everyone else does: 'ask permission and pay for it' Albanese defends gambling reforms, says he's'not against someone having a punt' Pocock says it's'tragic' gambling reforms don't go nearly far enough Court approves $23.5m fine and costs order against ASX A federal court judge has ordered the ASX operator to pay $23.5m in penalties and costs after the company admitted to making a misleading statement about a troubled upgrade for technology required to run the stock exchange.
How to Allocate Your Tokens? Scaling Laws with Training Steps and Batch Size
We propose a scaling law that takes into account model size and training data while explicitly splitting the latter into training steps and batch size (called three-term law). Fitting the proposed law on a large set of training runs, we find that it correctly recovers the scaling of the optimal batch size. Moreover, because it makes use of training runs with suboptimal batch size, our proposed law can be robustly fit with a significantly smaller amount of training runs. We further show that the three-term law can be used to derive scaling laws for suboptimal batch sizes, and that it matches previous empirical findings related to the critical batch size.
Conformal Bayes for Two-Sided Censored Gaussian Regression under Label Shift
Prediction under label shift becomes nonstandard when responses are censored. In a two-sided censored Gaussian model, latent values below $L$ and above $U$ are recorded at the boundary values, so the observed predictive distribution is mixed, with atoms at $L$ and $U$ and a continuous density on $(L,U)$. In this paper we develop conformal Bayes for this mixed-space setting by combining posterior predictive tilting with weighted conformal calibration. Under a two-sided Tobit Gaussian Bayesian prediction head with a Laplace posterior approximation, the tilted predictive distribution has left-atom, interior, and right-atom components, with a three-term closed-form normalizer. The resulting prediction set is a mixed highest density region that can combine boundary atoms with an interior interval and can reduce to atom-only sets under strong censoring. The main technical issue is that latent label shift does not directly give an ordinary density ratio on the observed censored scale. A latent exponential tilt induces tail-averaged atom weights at the censored boundaries, while the interior ratio remains density based. This yields a mixed observed-space calibration weight with two atom ratios and one interior density ratio. The weight corrects the calibration measure, while predictive tilting gives target-adapted mixed-HDR geometry. Synthetic experiments show that weighted tilted conformal Bayes restores marginal coverage with smaller sets than weighted source-score calibration, while revealing a trade-off between marginal coverage and component-wise behavior across atoms and interior observations.
Man converts canoe into a sailboat, takes it for a spin
More information Adding us as a Preferred Source in Google by using this link indicates that you would like to see more of our content in Google News results. Instead of drilling into the hull, clamps help keep the components in place. Breakthroughs, discoveries, and DIY tips sent six days a week. By signing up, you confirm you are 16+, will receive newsletters and promotional content and agree to our Terms of Use and acknowledge the data practices in our Privacy Policy . Canoeing and sailing are two very different experiences, each with their own benefits and drawbacks.
Sandy and Luna return to nest after a big day of flying
Jackie and Shadow's eaglets are stretching their wings, but still need some guidance. More information Adding us as a Preferred Source in Google by using this link indicates that you would like to see more of our content in Google News results. Breakthroughs, discoveries, and DIY tips sent six days a week. By signing up, you confirm you are 16+, will receive newsletters and promotional content and agree to our Terms of Use and acknowledge the data practices in our Privacy Policy . Two of the internet's favorite bald eaglets are getting more bold as they explore the trees surrounding Big Bear Lake, but that does not mean eaglets Sandy and Luna are totally out of the nest.
The best new popular science books of July 2026
From friendship in a world of chatbots to what it means to be alive, this month's new popular science books are asking some big questions. Australia's tiger quoll - as featured in Dan Werb's Our Wild Familiars, out this month Life, being alive and death are big themes in the new popular science books out in July, not to mention that small thing of being a human and all the messy feelings and sensory stuff that goes with it. Then there's also AI filling the future - in ways that worry one of the world's leading forensic scientists, as well as ethicists who are paid to think about this sort of thing. I'm looking forward to delving into the worlds of volcanoes and pharmacology, which look positively safe and stable in comparison Can friendship with a chatbot ever be as good as friendship with a gang of flesh-and-blood besties? Is there still and will there - can there - always be something about human friendships that will elude the smartest of simulations?