– 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

because our models will increasingly do their best work with sophisticated, complex, interconnected workflows and systems. We’re seeing AI deliver significant, measurable improvements on three fronts: 01 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 actions for customers. So we built an internal automation platform. It works on top of our existing workflows and systems to automate rote work and accelerate insight and action. Our first use case: working

workflow . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 480 36.3 Revise-based workflows . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 480 37 Style Guide 482 37.1 Indentation declare an isbits struct type and use that instead. Unnamed structs are not possible in the translation to Julia. Packed structs and union declarations are not supported by Julia. You can get an approximation functions returning the type T. 28.3 Mapping C Functions to Julia @ccall / @cfunction argument translation guide For translating a C argument list to Julia: • T, where T is one of the primitive types:

workflow . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 480 36.3 Revise-based workflows . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 480 37 Style Guide 482 37.1 Indentation declare an isbits struct type and use that instead. Unnamed structs are not possible in the translation to Julia. Packed structs and union declarations are not supported by Julia. You can get an approximation functions returning the type T. 28.3 Mapping C Functions to Julia @ccall / @cfunction argument translation guide For translating a C argument list to Julia: • T, where T is one of the primitive types:

workflow . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 480 36.3 Revise-based workflows . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 480 37 Style Guide 482 37.1 Indentation declare an isbits struct type and use that instead. Unnamed structs are not possible in the translation to Julia. Packed structs and union declarations are not supported by Julia. You can get an approximation functions returning the type T. 28.3 Mapping C Functions to Julia @ccall / @cfunction argument translation guide For translating a C argument list to Julia: • T, where T is one of the primitive types:

workflow . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 492 36.3 Revise-based workflows . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 492CONTENTS vii 37 Style Guide declare an isbits struct type and use that instead. Unnamed structs are not possible in the translation to Julia. Packed structs and union declarations are not supported by Julia. You can get an approximation functions returning the type T. 28.3 Mapping C Functions to Julia @ccall / @cfunction argument translation guide For translating a C argument list to Julia: • T, where T is one of the primitive types:

workflow . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 491 36.3 Revise-based workflows . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 491CONTENTS vii 37 Style Guide declare an isbits struct type and use that instead. Unnamed structs are not possible in the translation to Julia. Packed structs and union declarations are not supported by Julia. You can get an approximation functions returning the type T. 28.3 Mapping C Functions to Julia @ccall / @cfunction argument translation guide For translating a C argument list to Julia: • T, where T is one of the primitive types:

workflow . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 491 36.3 Revise-based workflows . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 491CONTENTS vii 37 Style Guide declare an isbits struct type and use that instead. Unnamed structs are not possible in the translation to Julia. Packed structs and union declarations are not supported by Julia. You can get an approximation functions returning the type T. 28.3 Mapping C Functions to Julia @ccall / @cfunction argument translation guide For translating a C argument list to Julia: • T, where T is one of the primitive types:

workflow . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 491 36.3 Revise-based workflows . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 491CONTENTS vii 37 Style Guide declare an isbits struct type and use that instead. Unnamed structs are not possible in the translation to Julia. Packed structs and union declarations are not supported by Julia. You can get an approximation functions returning the type T. 28.3 Mapping C Functions to Julia @ccall / @cfunction argument translation guide For translating a C argument list to Julia: • T, where T is one of the primitive types:

workflow . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 491 36.3 Revise-based workflows . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 491CONTENTS vii 37 Style Guide declare an isbits struct type and use that instead. Unnamed structs are not possible in the translation to Julia. Packed structs and union declarations are not supported by Julia. You can get an approximation functions returning the type T. 28.3 Mapping C Functions to Julia @ccall / @cfunction argument translation guide For translating a C argument list to Julia: • T, where T is one of the primitive types: