Rich Sutton, a Turing Award winner known for advocating scaling in AI, has publicly distanced himself from the idea that pure large language models (LLMs) are the ultimate solution, aligning more with critics who believe that scaling alone is insufficient for true AI progress. This shift reflects a broader consensus among leading AI thinkers that the era of relying solely on LLM scaling is coming to an end, emphasizing the need for more diverse approaches like world models, neurosymbolic methods, and innate constraints.
To successfully scale generative AI, companies need to focus on three factors: community, commonality, and coordination. Merely using AI-enhanced productivity tools is not enough to gain a competitive edge. Companies should enable their explorers, build platforms instead of buying products, and prioritize for impact. Many leaders lack a coherent plan for AI transformation, which hinders their ability to leverage AI effectively. Scaling proof-of-concept pilots and projects into reimagined processes and platforms is crucial for businesses serious about AI.
Researchers from Peking University and other institutes in China have demonstrated the scaling of carbon nanotube transistors to below sub-10 nm nodes, potentially outperforming silicon-based transistors. By implementing a new contact scheme called "full contact," the researchers were able to downscale the carbon nanotube transistors while maintaining their performance advantages. This breakthrough could lead to the development of smaller and more efficient carbon nanotube-based transistors, with implications for the advancement of electronics.
Gunfire Games' Design Director and Principal Designer discuss the lore, combat, scaling, and gameplay features of Remnant II. The game takes place over two decades after the events of the first game, with returning players encountering familiar faces and new characters in the new Ward 13. The branching storylines offer increased replayability, with random order and unique storylines for each world. The environments are larger and more varied, with verticality playing a bigger role. Scaling works similarly to the first game, with a focus on maintaining pace and upgrading weapons. There are a lot more weapons in Remnant II, including returning favorites and new additions. The Mutator Slot allows players to customize weapon behavior, and there is a greater emphasis on different damage types. Melee has been improved with faster execution, unique stats, and increased damage output. There are shield-related options, but stealth gameplay is not a focus. Players can farm specific events and bosses through adventure mode. A respec feature is available from the beginning of the game. The party size remains at three players, with no plans to increase it. Post-launch support will include updates and paid DLC, with a focus on balance, quality of life features, and potential cross-play.
