Make Model

A new open-source project called Strata claims it can run Alibaba's Qwen 3.8 Flash Next, a 125-billion-parameter model, on a single consumer RTX 4090 graphics card at roughly 100 tokens per second. If the benchmarks hold up, it would make a frontier-class large language model practical on gaming-grade hardware without a data centre, which is why developers are scrutinising the code and debating how the performance is achieved.

Mac users are discussing how turning off Apple Intelligence in macOS can reclaim a notable amount of local disk space, reportedly used for on-device AI models and caches. A tool circulating online automates removing the associated files after the feature is disabled, and commenters are debating whether Apple makes it too hard to fully opt out of the AI features and free the storage they occupy.

A senior safety executive at OpenAI has resigned, according to widespread reports. The departure adds to concerns about the company's handling of AI safety as it races to ship new models. Commenters are debating what the exit signals about internal tensions between safety work and product development, and whether more safety staff could follow.

A new essay argues the competition among artificial intelligence companies has entered an uncomfortable phase, with the leading players making moves that undercut the tidy narratives of a straightforward race toward better models. The piece is drawing attention among technology readers debating what the shift means for the industry's direction.

Developers on Hacker News are discussing Strata, a newly launched semantic layer for LLM applications that can reject queries rather than always produce an answer. The tool positions itself as a guardrail, giving data teams a way to express meaning precisely and block large language models from generating incorrect or ungrounded responses. Early reactions are focused on how refusal-as-a-feature could improve reliability in AI-powered data tools.

Reports say Claude Opus 5.5 is making progress in coding benchmarks and developer adoption, narrowing the gap with rivals. At the same time, OpenAI is simplifying its developer tools, a move read as a response to growing competition in AI-assisted programming. Developers are weighing the two companies' contrasting approaches: one pushing model capability, the other easing integration.

Amazon has discounted four robot vacuum models by as much as 53%, according to a deal roundup from SammyGuru. The listing highlights savings on robotic cleaners, though the specific brands, models and sale end dates are not detailed in the available information.

The US Army University Press has released 'Top Gun Performance: From the Cockpit to the Boardroom,' a book examining how high-performance principles from military aviation can be applied in business and organisational leadership. The publication draws on the fighter-pilot model of training, debriefing and decision-making under pressure to offer lessons for corporate and institutional leaders.

A new article in Frontiers in Psychology argues that epilepsy could be better understood through a framework inspired by theoretical physics, treating seizures as phenomena unfolding across multiple dimensions of time. The authors present this as a conceptual perspective rather than an empirical finding, aiming to spark cross-disciplinary discussion between physics and neuroscience about how seizures are modeled.

Heidi Klum's youngest daughter, Lou Samuel, is drawing public attention as she turns 16. The daughter of the model and singer Seal, Lou has largely grown up out of the spotlight, making curiosity about her life and appearances alongside her famous mother a fresh topic for readers and fans.

The Federal Reserve is updating its Federal Reserve Economic Data platform to serve AI systems, which already account for roughly half of all visits to the site. The central bank is adopting a model context protocol so automated agents can query its databases more effectively. Observers see it as a sign of how heavily AI now drives traffic to public data sources.

A Michael West Media article argues Australia already has a proven public housing model in Defence Housing Australia, which managed 17,353 homes as of June 2025 and turned an after-tax profit of $23.9 million. The piece notes that public housing makes up only about 4% of Australian housing stock, and suggests the DHA shows publicly built and managed homes need not be seen as welfare.

Researchers have proposed FastOPD, a new framework that compresses large foundation vision-language-action models into lightweight versions suitable for real-world robot deployment. The approach uses efficient on-policy distillation, allowing small models to learn directly from a big model's behavior. The work was released as a paper on arXiv in the robotics category, and early discussion is focused on whether it makes advanced robot policies cheaper and easier to run on hardware.

Researchers report a new approach using physicochemical graphs to predict where RNA molecules are located within cells. The method is described as 'light', meaning computationally efficient, and 'interpretable', meaning scientists can understand why it reaches its predictions. This could help biologists study RNA behavior without heavy black-box models, though details of the team and findings remain limited.

Drivers considering an electric vehicle or plug-in hybrid are being urged to weigh five key factors before buying. The guidance covers practical points for making the switch, reflecting ongoing interest in how EVs and PHEVs fit everyday motoring. It comes as more motorists weigh the move away from petrol and diesel cars amid growing charging networks and model choice.

A new explainer outlines what AI decision models are, breaking down the systems that make automated choices, and details which of them can be run locally on personal hardware rather than in the cloud. The piece walks through the main categories of decision-making models and offers practical guidance for users wanting more privacy and control by keeping their AI tools on their own machines.

Hong Kong pushed back against being assigned rigid targets under China's five-year plan, according to a South China Morning Post report, in an effort to calm fears that the city is drifting toward a planned economy. The report suggests officials sought to preserve Hong Kong's market-based system and its distinct economic identity within the national planning framework.

Researchers at Antralabs are arguing that raw intelligence in AI systems is not enough as models become more autonomous. The company says the field needs stronger approaches to evaluation, alignment, reliability and system-level safety, and it says it is working on foundations for safer intelligent systems. The argument feeds a wider debate about whether current AI evaluation methods can keep pace with increasingly autonomous systems.

Business models combining road safety impact with financial sustainability were presented at the FIA Region II Congress. The session, associated with the International Road Assessment Programme (iRAP), highlighted how organisations can fund safer road infrastructure while remaining commercially viable. Delegates from the mobility and motoring sectors in the region are discussing how such models could be adopted to make safety investments last beyond one-off projects.

Football commentary under the headline 'Why We're Not Manchester City' is making the rounds, framing a club's situation against the standards set by Pep Guardiola's dominant side. The piece examines why other teams cannot simply replicate City's model of sustained success, from recruitment to resources.