LLM Scaling Podcast Summaries

LLM Scaling on Yedapo: 1 summarized podcast and YouTube episode. Each includes key takeaways, core concepts and notable quotes with timestamps.

Chatbots, agents & LLMs: the future of AI where bigger isn’t always better | Kirk Bresniker
Technology Now
Jul 30, 2026
Large Language Models are just the beginning of a shift toward specialized, energy-efficient AI agents. By moving from general-purpose 'sledgehammer' models to orchestrated teams of expert models, we can achieve deductive reasoning and complex problem-solving that LLMs alone cannot handle.
Key insight: If you want an AI model to be 10 times bigger, you need 100 times the resources; conversely, making a model 10 times smaller requires only 1/100th of the resources.