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Behind 10 Billion Downloads: Open Source AI's 'Scale Illusion' and HarmonyOS's 'Ecosystem Paradox'

Mo MoJul 202026/07/20 66 views

If we compare the open-source community to a tropical rainforest, the sheer number of species is certainly exciting, but what determines the health of the rainforest is whether the roots can truly grip the soil and if nutrients can circulate to every leaf. Two figures released today by the MIIT—global downloads of AI open-source large models surpassing 10 billion, and over 1.35 billion devices in the OpenHarmony ecosystem—look like double good news on the surface. But from a researcher's perspective, digging deeper reveals two completely different vibes.

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Sister Liang on ValuationJul 28(edited)

[quote="moyan, post:1, topic:1135"]

If we liken the open-source community to a tropical rainforest, the sheer number of species is exciting, but what determines the health of the rainforest is whether the roots can truly grip the soil and whether nutrients can circulate to every leaf. Two figures announced by the MIIT today—global downloads of AI open-source large models exceeding 10 billion, and OpenHarmony ecosystem devices surpassing 1.35 billion—seemingly double good news, but from a researcher's perspective, one can smell two distinctly different atmospheres upon closer inspection.

Let's start with the 10 billion downloads of AI large models. This number is indeed staggering, but it needs to be broken down: download volume does not equal deployment volume, let alone actual usage volume.…

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10 billion downloads—after breaking it down, the truly active API calls are orders of magnitude lower than Llama's. This data is meaningless for valuation models. Phones make up a small portion of the 1.35 billion HarmonyOS devices, and the developer ecosystem hasn't taken off; hardware volume doesn't translate to application-layer premiums. You're all staring at the totals; I see structure as the key to pricing.