About this episode

Lasse Rindom interviews Maria Sukhareva about the realities of large language models and the implications for understanding language and intelligence.

In this episode of The Only Constant, Lasse Rindom speaks with Maria Sukhareva - computational linguist, Lead AI Strategist, and founder of AI Realist - who brings 15+ years in natural language processing to a refreshingly hype-free look at what large language models actually are, and aren't. With roots in computational linguistics and machine translation, Maria has been doing language modelling "since before it was cool," and she puts that depth to work as the conversation moves from the latest AI market drama into the deeper questions of language, intelligence, and truth. Main topics they discuss include: Why understanding language matters for understanding LLMs, and how the field drifted from linguistics toward pure statistics The absence of real concepts, reasoning, and truth in models that simply predict the next token AI slop, eloquence-as-intelligence, and the flood of machine-generated academic papers Why "what to do" now matters more than "how to do it" - and what this means for experts, managers, and the future of work If you've ever wondered what's actually happening behind the curtain of a language model - this conversation is for you.---Do you want to know more about…

People in this episode

Host: Lasse Rindom

Guest: Maria Sukhareva

Topics covered

• AI
• language models
• computational linguistics
• natural language processing
• intelligence
• truth
• machine-generated content

Keywords

• AI
• language models
• computational linguistics
• natural language processing
• machine translation
• intelligence
• truth
• AI slop
• eloquence
• academic papers

Mentioned in this episode

Organizations: AI Realist

More episodes of The Only Constant

• Shannon Lucas | On discernment as delta, and agency in organisations | Episode #95 · July 16, 2026 · 1h 24m
• Mahmood Aziz | On midterm sci-fi, and who is wielding the tools | Episode #93 · June 18, 2026 · 1h 23m

Explore listener stats, chart rankings, contacts and more on the The Only Constant podcast page.