Andrej Karpathy
Anthropic researcher and educator specializing in Deep Learning, Large Language Models, and autonomous systems. Previously key figures at OpenAI and Tesla (Full Self-Driving).
Key Concepts & Frameworks
- LLM Wiki Pattern: A proposed paradigm shift for managing personal knowledge bases, moving beyond the limitations of traditional rag (Retrieval Augmented Generation).
- Advocates for a persistent, compounding wiki maintained entirely by an LLM.
- Focuses on the cognitive core paradigm for small, on-device models.
- Speed vs. Intelligence Trade-offs: Analysis of recent model iterations, specifically OpenAI’s GPT-5.6 Sol, highlights the strategic balance between inference speed and model capability.
- See: OpenAI’s GPT-5.6 Sol: LLM Speed, Hardware Trade-offs, and Revenue Strategy
- Discusses hardware constraints and revenue strategies influencing model architecture decisions.