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LLMs Research Podcast

LLMs Research

Podcast covering important research papers of large language models. llmsresearch.substack.com

PublishesTwice weeklyEpisodes10Founded3 months ago
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EducationTechnology

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Latest Episodes

Your 70-Billion-Parameter Model Might Be 40% Wasted

Three papers from February 1–6, 2026 converge on a question the field has been avoiding since 2016: what if most transformer layers aren't doing compositional reasoning at all, but just averaging n... more

Fixing Reasoning from Three Directions at OnceLLMs Research Podcast | Episode: Feb 1–6, 2026

DeepSeek-R1 made RL the default approach for reasoning. This episode covers the 30 papers from the first week of February that are debugging what that appro... more

State space models like Mamba promised linear scaling and constant memory. They delivered on efficiency, but researchers kept hitting the same wall: ask Mamba to recall something specific from early in a long context, and performance drops.

Three pa... more

Episode Title: What ICLR 2026 Taught Us About Multi-Agent Failures

Episode Summary: We scanned ICLR 2026 accepted papers and found 14 that address real problems when building multi-agent systems: slow pipelines, expensive token bills, cascading erro... more

The podcast discusses the technical shift in large language models from a standard 512-token context window to modern architectures capable of processing millions of tokens. Initial growth was constrained by the quadratic complexity of self-attention... more

Jan 17–23, 2026: The Rise of the Action LayerHow multimodal AI is shifting from passive perception to active controlThe current landscape of research reflects a shift toward Multimodal Agentic Intelligence, where multimodal capabilities are no longer... more

Over the past several years, we have moved from the machine learning era through the large language model era and into what researchers now call the agent era. But we did not arrive here overnight. A series of research contributions, each building on... more

The focus of LLM research is undergoing a significant shift from simply increasing model size to making existing capabilities practically usable for deployment. This week’s papers highlight four emerging themes: Reasoning & Agents, Generation & Synth... more

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LLMs Research Podcast launched 3 months ago and published 10 episodes to date. You can find more information about this podcast including rankings, audience demographics and engagement in our podcast database.

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