and to help debug future errors. Beyond the fields in this table, it’s also helpful to track the version of the prompt (iteration), a field to capture if the result was OK/NOT OK/SOMETIMES OK, and a field If you’re lucky enough to be using Vertex AI Studio, save your prompts (using the same name and version as listed in your documentation) and track the hyperlink to the saved prompt in the table. This Prompt Engineering February 2025 66 Name [name and version of your prompt] Goal [One sentence explanation of the goal of this attempt] Model [name and version of the used model] Temperature [value between 0

linear computations across different experts. In addition, MLA is also optimized based on an improved version of FlashAttention-2 (Dao, 2023). We conduct all experiments on a cluster equipped with NVIDIA H800 comprising 1.2M instances for helpfulness and 0.3M instances for safety. In comparison to the initial version, we improve the data quality to mitigate hallucinatory responses and enhance writing proficiency strates substantial improvements in GSM8K, MATH, and HumanEval evaluations compared with its base version. This progress can be attributed to the inclusion of our SFT data, which comprises a considerable

products (2006-2009). With AI it was the launch of NVIDIA’s A100 GPU chip (2020) and OpenAI’s public version of ChatGPT (2022). In effect, the global competition for AI kicked in with the launch of China’s out dialogue • Gemma 3n • AI studio enhancements • Android Studio Journeys • Android Studio Version Upgrade Agent • Wear OS 6 Developer Preview • Gemini Code Assist • New Firebase features • Google benchmarks, and we are optimistic that advancements in post-training techniques will elevate the next version of Qwen2.5-Max to new heights. The scaling of data and model size not only showcases advancements

discuss more details at TVMConf. Oo oo QQ octoML 11 VM Memory Planning e Recently shipped a first version fn enain(0) -> Tensor[tk,)，f32] { ofdynamicmemory Planmng 寺中 竹2 o_ https:/github.com/apachei


 a good fit. The Indeed team tested the previous job matching engine against the GPT-powered version with the new, customized context. 
 The performance uplift was significant: A 20% increase in job

agents. Well-documented, thoroughly tested, and reusable tools improve discoverability, simplify version management, and prevent redundant definitions. Broadly speaking, agents need three types of tools: