– 2024 AI Development Trending = UnprecedentedAI Performance = Increasingly Realistic Audio Translation / Generation… 46 Note: China data may be subject to informational limitations due to government in that language. Each speaker’s original voice is isolated and cloned before generating the translation to make sure they sound the same in every language. - ElevenLabs Press Release, 1/24 Global (MM), per Similarweb – 1/23-4/2547 …AI Performance = Evolving to Mainstream Realistic Audio Translation / Generation Note: Revenue annualized using Q1:25 results. Source: Spotify, ‘The New York Post

10 11 12 13 14 15 16 17 18 19 20 21 22 23 from import "manager_agent" "You are a translation agent. You use the tools given to you to translate." "translate_to_spanish" "Translate the user's {message.content}") async def for in print "Translate 'hello' to Spanish, French and Italian for me!" Translation step: Declarative vs non-declarative graphs

 Some frameworks are declarative, requiring developers

product readyInterpolate with Other Compilers MLIR-TF Function relay::Function TorchScript IR Translation Custom Packaging runtime::Module ExternModule DSOModule Function in Other IR ExternFunc

offer more and better insights to clients.
 They started with three model evals: 01 Language translation Measuring the accuracy and quality of translations produced 
 by a model. 02 Summarization Evaluating

summarization, information extraction, question and answering, text classification, language or code translation, code generation, and code documentation or reasoning. Please feel free to refer to Google’s prompting

给出 输出结果，其中第一列是原文，第二列是翻译后的句子，每行只给出一个句子 所提供段落的语言是中文，以下是按要求的标记表格式翻译成英文的译文： Original (Chinese) Translation (English) 捕食是一个基本的生态过程，捕食的定义为：一种生物（捕食 者）捕食了另一种生物（猎物）（Begon等，1997）。 Predation is a fundamental