Cline says Ember-1 matches Kimi K3 performance with fewer tokens
Cline says Fireworks Research’s Ember-1 is built on Kimi K3 and uses about 40% fewer tokens at the same benchmark performance. In a live coding A/B test, it used 71% fewer reasoning tokens and 39% fewer total tokens than K3 at the same success rate.