{"type":"post","id":"a-voximplant-engineering-article-describes-using-fast-decision-062fb6","slug":"a-voximplant-engineering-article-describes-using-fast-decision-062fb6","title":"A Voximplant engineering article describes using fast decision classifiers such as TypeSafe’s Jev alongside","description":"A Voximplant engineering article describes using fast decision classifiers such as TypeSafe’s Jev alongside an LLM in production voice bots.","retrieval_nugget":"A Voximplant engineering article describes using fast decision classifiers such as TypeSafe’s Jev alongside an LLM in production voice bots. The classifier does not speak: it returns typed choices or probabilities that can route a conversation or gate actions, offering teams a way to separate fluent dialogue from decisions that must be controlled.","published_at":"2026-11-02","updated_at":"2026-11-06","record_date":"2026-11-02","date_kind":"published_at","topics":["gemini"],"entities":["Voximplant","TypeSafe","Jev","Gemini Live","Pocos","Voximplant Avatar"],"related_patterns":["harness-architecture-outlives-model-choice"],"novelty_label":"new_angle","what_changed":"Applies Jev-like classifiers to voice-bot reliability and workflow control, arguing they can handle tasks LLMs mishandle in live calls; no concrete new version or performance figures are stated.","prior_refs":[],"source_url":"https://habr.com/ru/articles/1102134","source_urls":["https://habr.com/ru/articles/1102134"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:a-voximplant-engineering-article-describes-using-fast-decision-062fb6","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/a-voximplant-engineering-article-describes-using-fast-decision-062fb6/","markdown":"https://newruntime.com/posts/a-voximplant-engineering-article-describes-using-fast-decision-062fb6.md","json":"https://newruntime.com/posts/a-voximplant-engineering-article-describes-using-fast-decision-062fb6.json"},"markdown_url":"https://newruntime.com/posts/a-voximplant-engineering-article-describes-using-fast-decision-062fb6.md","next_reads":[{"type":"topic","path":"/topics/gemini/","url":"https://newruntime.com/topics/gemini/","title":"Gemini","reason":"Explore the gemini topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/gemini.md","json_url":"https://newruntime.com/topics/gemini.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":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}