Developments in high-efficiency large language models (LLMs) are being reported, with various companies working on hardware-friendly designs and inference technologies. The focus appears to be on creating lower-cost, higher-efficiency models, with some companies unveiling new chips and compression techniques. Multiple providers are also being compared in terms of LLM pricing, suggesting a growing market for these models.