constraints present significant challenges that impede the widespread adoption and utilization of LLMs. In order to tackle this problem, we introduce DeepSeek-V2, a strong open-source Mixture-of-Experts (MoE) language However, these methods often compromise performance in their attempt to reduce the KV cache. In order to achieve the best of both worlds, we introduce MLA, an attention mechanism equipped with low-rank Chat (RL) outperforms all of open-source models, and even beats most of closed-source models. In order to facilitate further research and development on MLA and DeepSeekMoE, we also release DeepSeek-V2-Lite

specific action or output. For example, a step might instruct the agent to ask the user for their order number or to call an API to retrieve account details. Being explicit about the action (and even synthesis—instead allowing each agent to take over execution and interact with the user as needed. Where is my order? On its way! Triage Issues and Repairs Sales Orders 21 A practical guide to building agents For sales_assistant_agent = Agent( name= , instructions=( ), tools=[initiate_purchase_order] ) order_management_agent = Agent( name= , instructions=( "Technical Support Agent"

Model gemini-pro Temperature 0.1 Token Limit 250 Top-K N/A Top-P 1 Prompt Parse a customer's pizza order into valid JSON: EXAMPLE: I want a small pizza with cheese, tomato sauce, and pepperoni. JSON Response: application I don’t need to manually create this JSON format, I can already return the data in a sorted order (very handy when working with datetime objects), but most importantly, by prompting for a JSON format merchandise t-shirt webshop. We want to figure out all the various ways customers could phrase their order for buying a band merchandise t-shirt. 1. Write the prompt which will generate the output variants

Released Select Capabilities • Automated customer support • Case resolution • Lead qualification • Order tracking • Control computer screen directly to perform tasks like pulling data from websites, making putting a lot of effort into Dojo [custom supercomputer], which we believe has the potential for an order of magnitude improvement in the cost of training… …Dojo also has the potential to become a sellable primacy of western democratic values. The AI ‘space race,’ also has the potential to reshape the world order. China certainly knows these stakes. Back in 2015, ‘Made in China 2025,’ a new Chinese government

energy storage devices with their high output voltage, high energy density, and long cycle life. In order to meet the strong demand for further improving its electrochemical performance, the search for sustainable ultimately resulting in a sharp decline in Li+ storage capacity and attenuation of cycle life. ln order to overcome these problems, previous research has put a lot of effort into improvingelectrode durability