Method of Make

OpenAI says it has made progress in preventing AI-driven delusions in ChatGPT, addressing cases where the chatbot affirms false or harmful beliefs expressed by users. The Wall Street Journal reported the development, which touches on growing concerns about how AI assistants can reinforce users' mistaken or conspiratorial thinking. Details of the company's methods and results were not included in the available coverage.

Physicists have developed an early warning system that predicts when an artificial intelligence is about to behave in harmful or unintended ways. The work, reported by Live Science, applies physics-based methods to detect dangerous shifts in AI behaviour before they happen. It adds to a growing field of AI safety research as powerful models become more widely deployed.

JPMorgan Chase plans to livestream a fraud-fighting panel discussion to 700 of its branches. The event will highlight common scam methods and the tools banks and customers can use to protect themselves. It comes as reported losses to fraud victims continue to rise, according to recent data from Gallup and the Federal Trade Commission.

A commentary published in Nature calls for standardizing how coral biologists conduct and report deoxygenation experiments, as ocean oxygen loss increasingly threatens reef ecosystems. The authors argue that inconsistent methods make results difficult to compare across laboratories, and propose shared protocols so findings on coral responses to low-oxygen conditions can be reliably replicated and combined.

A science writer has demonstrated a technique for turning chicken tissue transparent by treating it with Dorito dust, an unconventional twist on optical clearing methods. The experiment, described on a physics blog, is drawing amused attention for turning a snack into a lab reagent, with readers debating the chemistry behind why the seasoned powder works at all.

Samsung Labs has released LittleBit, a method for compressing large language models to sub-1-bit weight representations using latent factorization. The work aims to shrink model memory footprints far beyond conventional quantization, making it possible to run capable LLMs on consumer hardware. The release of the code on GitHub is drawing attention from developers and researchers debating how practical the approach is for real-world inference.

Physicists have proposed a formula aimed at identifying undesirable responses from artificial intelligence systems, as reported by Live Science. The work applies physics-style quantitative methods to the problem of flagging AI outputs that are misleading, harmful or otherwise unwanted. The proposal is drawing attention as developers and regulators search for practical tools to measure and control AI behaviour.

Researchers report a method that uses electronic structure calculations to guide artificial intelligence in designing new materials. By grounding machine learning in the physics of how electrons behave in a material, the approach aims to make AI-driven discovery more accurate and reliable, potentially speeding up the development of new compounds for technology and industry.

Researchers have introduced ProNet, a framework designed to combine artificial intelligence with established physical laws, according to an announcement carried by EurekAlert!. The approach is intended to make AI models more consistent with real-world physics rather than relying purely on data. Details of the method and its results are laid out in the accompanying image materials.

A demonstration circulating online shows how solar cells can be produced using a standard microwave oven, an unconventional approach to a manufacturing process normally done in expensive industrial furnaces. The technique is drawing attention among engineers and clean-energy enthusiasts, who are debating whether simplified, low-cost methods like this could make photovoltaic production more accessible to hobbyists and small labs.

A new women's Air Jordan 1 Low Method of Make in a Light Khaki and Emerald Green colourway, style code IZ6155-202, is scheduled to release shortly. Sneaker release calendars are flagging it as an upcoming drop, and sneakerheads are sharing the details ahead of launch.

A widely shared explanation of a process for making solar panels using a microwave oven is drawing large attention online. The idea of repurposing a common kitchen appliance to produce photovoltaic material is fascinating viewers, who are discussing whether the method could realistically cut the cost or complexity of solar cell manufacturing, or whether it remains more of a curiosity than a practical route to cheaper renewable energy.

Researchers at Binghamton University say imperceptible audio trigger words could be used to manipulate AI-powered robots into unsafe behaviour, effectively hijacking their actions without operators noticing. The team has also developed a defensive method to detect and block such attacks. The work highlights growing security risks as robots with large language models are deployed in homes and workplaces.

Startup Longshot is developing a large gun designed to fire cargo into orbit without rockets, aiming to make space-based data centers viable. The company says it will present the concept at TechCrunch Disrupt 2026. The unconventional approach to space launch is drawing attention for its audacity and its potential to cut the cost of sending hardware above the atmosphere.

New machine learning models that incorporate physics principles are being used to accelerate simulations of wind and atmospheric pressure, cutting the heavy computational cost of traditional numerical methods. The approach embeds physical laws directly into neural networks, allowing faster and more reliable forecasts of wind behaviour and pressure patterns. Researchers see it as a promising step toward quicker weather and climate modelling.

Researchers have introduced CARL, a method that adds formal stability guarantees to reinforcement learning used in robot control. The approach aims to address a key weakness of learning-based controllers, which can behave unpredictably because their stability is hard to prove. By combining reinforcement learning with stability analysis, CARL could make learned robot policies safer and more deployable in real-world settings.

Reports say China is being urged to adopt a US-style approach to identifying future military technology needs, drawing on American methods for forecasting and prioritising defence innovation. The proposal highlights ongoing debate over how best to anticipate emerging technologies with military applications. Details about who is making the call and how Beijing has responded remain limited.

Sustainability reporting specialists are highlighting a flaw in spend-based emissions accounting, the common method of estimating a company's supply chain emissions from purchase costs. When prices swing, spending changes without any real change in activity or emissions, so reported purchase emissions figures shift misleadingly. The concern matters for companies using this approach for Scope 3 reporting.

MoneyLion has published a guide outlining 19 methods for raising $2,000 quickly, aimed at people needing fast cash. The list covers options such as selling unused items, gig work, side jobs and borrowing, positioning them as realistic ways to boost income in a short timeframe rather than get-rich-quick schemes.

A fitness claim is making the rounds that training tendons rather than muscles can deliver remarkable strength gains. The method, described as unconventional, has drawn hundreds of thousands of engagements as gym-goers debate whether tendon-focused work really outperforms conventional strength training.

A new look at how cytokines guide the growth of cells into organoids is drawing attention in the life sciences. The piece examines which signalling molecules help researchers build more realistic three-dimensional tissue models, a technique increasingly central to disease research and drug testing. Scientists are watching this space closely as organoid methods move from lab curiosity toward practical biomedical applications.