Inside the Black Box: The Urgency of AI Interpretability

Generative Now | AI Builders on Creating the Future

Recorded live at Lightspeed’s offices in San Francisco, this special episode of Generative Now dives into the urgency and promise of AI interpretability. Lightspeed partner Nnamdi Iregbulem spoke with Anthropic researcher Jack Lindsey and Goodfire co-founder and Chief Scientist Tom McGrath, who previously co-founded Google DeepMind’s interpretability team. They discuss opening the black box of modern AI models in order to understand their reliability and spot real-world safety concerns, in order to build AI systems of the future that we can trust.

Episode Chapters:

00:42 Welcome and Introduction

00:36 Overview of Lightspeed and AI Investments

03:19 Event Agenda and Guest Introductions

05:35 Discussion on Interpretability in AI

18:44 Technical Challenges in AI Interpretability

29:42 Advancements in Model Interpretability

30:05 Smarter Models and Interpretability

31:26 Models Doing the Work for Us

32:43 Real-World Applications of Interpretability

34:32 Philanthropics' Approach to Interpretability

39:15 Breakthrough Moments in AI Interpretability

44:41 Challenges and Future Directions

48:18 Neuroscience and Model Training Insights

54:42 Emergent Misalignment and Model Behavior

01:01:30 Concluding Thoughts and Networking

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