The Road to Autonomous Intelligence with Andrej Karpathy
No Priors: Artificial Intelligence | Technology | Startups
Models will become parallel - like a swarm or a company
The future of organizational structures, particularly in the context of large language models (LLMs), will shift towards parallelization rather than sequential processes. This evolution will reflect a more swarm-like dynamic, resembling biological ecosystems with specialized roles and niches. Different models, or agents, with various capabilities will interact in a parallel fashion, much like employees within a company, to efficiently process information and tackle complex tasks. Instead of rigid hierarchies, these structures will allow for automatic escalation to those best suited to address specific challenges based on their specialization. This approach will also accommodate diverse cost functions and operational efficiencies, utilizing a mix of advanced and more accessible models to optimize problem-solving strategies.
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