deployed focus on productivity and cost avoidance… …Increasingly, you’ll see AI change the norms in coding, search, shopping, personal assistants, primary care, cancer and drug research, biology, robotics expect that 2025 will be the year when it becomes possible to build an AI engineering agent that has coding and problem-solving abilities of around a good mid-level engineer… …Whichever company builds [a previous state-of-the-art models, Grok 3 displays significant improvements in reasoning, mathematics, coding, world knowledge, and instruction-following tasks. - xAI Grok 3 Press Release, 2/25 Annualized

characteristics that are distinct from the training on general data. For example, the mathematical and coding abilities of our model can keep improving over a longer period of training steps. Therefore, we employ Ultimately, DeepSeek-V2 Chat (RL) demonstrates further enhanced performance in both mathematical and coding tasks compared with DeepSeek-V2 Chat (SFT). These comparisons highlight the strengths of DeepSeek-V2 Table 6. DeepSeek-V2-Lite exhibits overwhelming performance advantages, especially in reasoning, coding, and math. Chat Model. We evaluate the performance of DeepSeek-V2-Lite Chat and compare it with

can’t complete a task. In customer service, this means escalating the issue 
 to a human agent. For a coding agent, this means handing control back to the user. Two primary triggers typically warrant human

prompts for returning code. Let’s go to the Vertex AI Studio and test these prompts to look at some coding examples. Prompts for writing code Gemini can also be a developer and help you with writing code