multi-agent framework is to use prompt templates. Rather than maintaining numerous individual prompts for distinct use cases, use a single flexible base prompt that accepts policy variables. This template approach consistently select incorrect tools, you may need to further divide your system and introduce more distinct agents. Practical guidelines for splitting agents include: Complex logic When prompts contain many their similarity 
 or overlap. Some implementations successfully manage 
 more than 15 well-defined, distinct tools while others struggle with fewer than 10 overlapping tools. Use multiple agents 
 if improving

to respond well for a context length of 128K. Slightly diverging from original YaRN, due to our distinct attention mechanism, we adjust the length scaling factor to modulate the attention entropy. The training on reasoning data, such as code and math prompts, exhibits unique characteristics that are distinct from the training on general data. For example, the mathematical and coding abilities of our model

+ China’s Rise To understand where AI model development is headed, it helps to examine how two distinct approaches – closed-source and open-source – have evolved and diverged. In the early days of modern