LLMs favor CLI tools over APIs due to massive pre-training data volumes
Kyle Kranen · Agent Inference at the "Speed of Light" — How NVIDIA moves like a $4.3 Trillion Startup · Mar 8, 2026 · at 1:10:19
Kyle Kranen, an engineering leader at NVIDIA, discusses why command-line interfaces outperform direct API integration for AI agents.
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“I think that in pre-training, there's just an enormous amount of command line data. Like even let's ignore, let's like, let's ignore RL. Like you're doing no harness post training. Just the amount of like CLI versus API documentation for just like navigating this world of the CLI in your file system through that is just enormous.”
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