$FLAPPY-AIRPLANES · Flappy Airplanes founders argue data efficiency is the true AI bottleneck, not compute

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Sequoia Capital

Why Data Is the Real AI Bottleneck: Flapping Airplanes' Ben and Asher Spector

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Flappy Airplanes founders argue data efficiency is the true AI bottleneck, not compute

2026-05-06 · 1 company · 2 thematic

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ben spector

Ben Spector is a co-founder of Flappy Airplanes, an AI lab focused on data-efficient models. He spent 3 years in a PhD working on low-level GPU systems and mega-kernels, and previously helped start the Prod incubator.

quote

“first of all, data efficiency. If you care about the shape of the world to come, if you care about the broad deployment of AI into the economy, you should care about making models much more data efficient. And that you know, our finding ha…”

—ben spector

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Flappy Airplanes founders argue data efficiency is the true AI bottleneck, not compute

Data efficiency, not compute, is the limiting factor for deploying AI across the broader economy; Flappy builds new GPU-level systems and algorithms to achieve 1000x data efficien…