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TwiML AI Podcast

Sam Charrington

At a Glance

TwiML AI Podcast is hosted by Sam Charrington covering Agentic AI, Transformer Architecture, Compound AI Systems, and Networks of Networks. Notable guests include Jared Quincy Davis (Founder and CEO, Foundry), Aakanksha Chowdhery (Member of Technical Staff, Reflection), and Aditi Raghunathan (Assistant Professor of Computer Science, Carnegie Mellon University). Episodes span from Jul 2025 to Dec 2025.

3 episodes55 total claims12 topics covered

3 episodes

Rethinking Pre-Training for Agentic AI [Aakanksha Chowdhery] - 759
Dec 17, 2025
The current approach of fine-tuning LLMs pre-trained on static benchmarks is insufficient for creating advanced, 'agentic' AI systems capable of complex, multi-step tasks. A fundamental shift in pr...
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Agentic AILLM Pre-trainingFoundation ModelsAI Benchmarking+11 more
Is It Time to Rethink LLM Pre-Training? [Aditi Raghunathan] - 747
Sep 16, 2025
Overtraining large language models on excessive data can paradoxically make them worse for downstream fine-tuning, a counter-intuitive finding that challenges the 'more data is always better' parad...
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LLM LimitationsNext-Token PredictionModel Fine-TuningOvertraining+11 more
Infrastructure Scaling and Compound AI Systems [Jared Quincy Davis] - 740
Jul 22, 2025
Compound AI systems, which compose multiple model calls, can significantly outperform single monolithic models in accuracy, speed, and cost, pushing the entire Pareto frontier. The economics of AI ...
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Compound AI SystemsNetworks of NetworksAI InfrastructureCloud Computing+13 more

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