{"type":"post","id":"stop-guessing-auto-scaling-targets-for-tts-on-48e817","slug":"stop-guessing-auto-scaling-targets-for-tts-on-48e817","title":"Stop guessing auto scaling targets for TTS on Amazon SageMaker AI","description":"AWS has published a technical guide for deriving autoscaling targets for a text-to-speech endpoint on Amazon SageMaker AI.","retrieval_nugget":"AWS has published a technical guide for deriving autoscaling targets for a text-to-speech endpoint on Amazon SageMaker AI.","published_at":"2026-10-22","updated_at":"2026-10-22","record_date":"2026-10-22","date_kind":"published_at","topics":["inference","ai-infrastructure","generative-media"],"entities":["Amazon Web Services","Amazon SageMaker AI","Kokoro-82M","AWS Cloud Development Kit","Amazon CloudWatch"],"related_patterns":[],"novelty_label":"new_fact","what_changed":"Adds a TTS-specific guide for choosing autoscaling targets, distinct from the prior guide on endpoint concurrency sweeps.","prior_refs":["memory:f07152ce-6749-893e-af93-94b4286b59a3"],"source_url":"https://aws.amazon.com/blogs/machine-learning/stop-guessing-auto-scaling-targets-for-tts-on-amazon-sagemaker-ai","source_urls":["https://aws.amazon.com/blogs/machine-learning/stop-guessing-auto-scaling-targets-for-tts-on-amazon-sagemaker-ai"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:stop-guessing-auto-scaling-targets-for-tts-on-48e817","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/stop-guessing-auto-scaling-targets-for-tts-on-48e817/","markdown":"https://newruntime.com/posts/stop-guessing-auto-scaling-targets-for-tts-on-48e817.md","json":"https://newruntime.com/posts/stop-guessing-auto-scaling-targets-for-tts-on-48e817.json"},"next_reads":[{"type":"topic","path":"/topics/inference/","url":"https://newruntime.com/topics/inference/","title":"Inference","reason":"Explore the inference topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/inference.md","json_url":"https://newruntime.com/topics/inference.json"},{"type":"topic","path":"/topics/ai-infrastructure/","url":"https://newruntime.com/topics/ai-infrastructure/","title":"Ai Infrastructure","reason":"Explore the ai-infrastructure topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/ai-infrastructure.md","json_url":"https://newruntime.com/topics/ai-infrastructure.json"},{"type":"topic","path":"/topics/generative-media/","url":"https://newruntime.com/topics/generative-media/","title":"Generative Media","reason":"Explore the generative-media topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/generative-media.md","json_url":"https://newruntime.com/topics/generative-media.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}