GoKawiil
Tech News
A group of mathematicians published recommendations for how AI labs should responsibly share mathematical results generated by their models, after collecting over 600 responses from the mathematical community. The recommendations call on labs to stop testing advanced mathematical problems on proprietary models that remain inaccessible to outside researchers.
As generative AI adoption among small businesses surges—58% now use it, up from 23% in 2023—industry leaders including Michele Jawando of Omidyar Network say access to AI tools is no longer a differentiator. Speaking at a tech discussion, Jawando, Allison Scott of Kapor Foundation, and Katy Knight of Siegel Family Endowment argued that founders must focus on owning proprietary data and intellectual property built through AI rather than simply consuming the technology.
AI language models fall into three broad categories based on how much of their inner workings are shared publicly: proprietary systems that keep code and weights closed, open-weight models that release trained parameters without full training data or code, and open source models that make the entire stack available for inspection and modification. The distinctions affect how much control, transparency, and customization developers and businesses get when building on top of these systems.
LAION has published LAION-BVD, a large open video dataset intended to support multimodal research on video, audio, and image models. The organization says the release is meant for non-commercial, academic use only, aimed at improving reproducibility and transparency in a field increasingly dominated by proprietary corporate datasets.
USB-C laptop chargers can be safely used to charge phones, and will speed up charging only if the phone supports higher-wattage fast charging via USB Power Delivery. Phones capped at 18-20W input won't charge any faster on a 65W or 100W charger, since the device only draws what it's rated for. Charger safety depends more on certification and build quality than wattage, as counterfeit units can pass dangerous voltage spikes and cheap cables may lack required safety components.