Why do LLMs ramble on and on? (with Oliver Shoulson, Lead Dialogue Designer at PolyAI) episode artwork

EPISODE · Sep 25, 2025 · 33 MIN

Why do LLMs ramble on and on? (with Oliver Shoulson, Lead Dialogue Designer at PolyAI)

from Deep Learning with PolyAI · host Team PolyAI

Send us Fan MailLarge language models are powerful tools — but why do they ramble on and on instead of just getting to the point?In this episode of Deep Learning with PolyAI, Nikola Mrkšić sits down with Oliver Shoulson, one of PolyAI’s original dialogue designers, to unpack why LLMs talk the way they do, and what that means for building natural-sounding voice AI.They dive into:Why LLMs are trained to over-explain, and how that breaks spoken dialogueThe subtle design choices that can make conversations feel human — without trying to fool anyoneThe debate over anthropomorphism: should AI agents admit they’re AI, or lean into human-like traits?How in-house LLMs can be fine-tuned to sound less like overeager interns and more like trustworthy teammatesVoice AI doesn’t need to trick us into thinking it’s human, but it does need to feel usable. This episode explores the hidden details of dialogue design that decide whether AI earns customer trust, or just frustrates them with endless rambling.👉 Watch the full conversation and learn more in Oliver's blog post about how to prevent your customer conversations from sounding like they're LLM slop: https://poly.ai/blog/how-not-to-talk-like-an-llm/?utm_source=youtube&utm_medium=podcast&utm_campaign=agenticai&utm_content=podcast#VoiceAI #LLM #Anthropomorphism #CustomerExperience #PolyAIFollow PolyAI on LinkedInWatch this and other episodes of the Deep Learning pod on YouTube

Episode metadata supplied by the publisher feed · Published Sep 25, 2025

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Send us Fan Mail Large language models are powerful tools — but why do they ramble on and on instead of just getting to the point? In this episode of Deep Learning with PolyAI, Nikola Mrkšić sits down with Oliver Shoulson, one of PolyAI’s original dialogue designers, to unpack why LLMs talk the way they do, and what that means for building natural-sounding voice AI. They dive into: Why LLMs are trained to over-explain, and how that breaks spoken dialogueThe subtle design choices that can ma...

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Why do LLMs ramble on and on? (with Oliver Shoulson, Lead Dialogue Designer at PolyAI)

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