Ember-1 vs Kimi K3 test: 9x fewer thinking tokens, 4x faster, half the cost for near-identical output

sophiamyang · x · 2026-10-02

Sylvia Yang (@sophiamyang) spotlights a hands-on comparison by @kickingkeys: the same prompt asked Fireworks AI's Ember-1 and Kimi K3 to each paint with JavaScript, then compared results.

Key numbers: with near-identical composition, Ember-1 used 9x fewer thinking tokens, was 4x faster, and cost half as much. The Fireworks team celebrated the analysis. A useful efficiency benchmark for anyone tracking reasoning cost.

Related event: Ember-1 Tested Faster and Cheaper Than Kimi K3(2 posts)→

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