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🤖Ember-1 Delivers K3 Quality with 40% Fewer Tokens

Fireworks' Ember-1 cuts costs without losing quality

TL;DR

Fireworks Research's Ember-1 model offers Kimi K3's quality with 40% fewer tokens, making it a cost-effective solution for developers. It's optimized for a range of tasks and is already in live production use.

Fireworks Research has launched Ember-1, a specialized model that delivers Kimi K3's quality with 40% fewer tokens. This means developers can save on costs without sacrificing performance. Ember-1 was rigorously tested across various benchmarks and customer workloads, proving its efficiency and accuracy. It's now available and sets a new standard for cost optimization in AI models.

Ember-1 Delivers K3 Quality with 40% Fewer Tokens — Fireworks AI

Key Points

1

Ember-1 delivers Kimi K3's quality with 40% fewer tokens, making it highly cost-effective.

2

The model was tested on seven public benchmarks and two customers' production traffic, showing 35-50% shorter reasoning without loss of accuracy.

3

Ember-1 sits on the Pareto frontier, matching K3-max quality at a fraction of the cost, outperforming GPT-6 Astra, Claude Opus-5, and GLM 5.3.

4

One customer is now running Ember-1 in live production, planning to replace the base model entirely.

5

Fireworks' training process involved over 50 experiments and 200 evaluations to ensure token savings across many workloads.

Why It Matters

If you're using Kimi K3 and looking to cut costs, Ember-1 is a no-brainer. It offers the same quality with 40% fewer tokens, making it a cost-effective solution. For developers, this means more budget for other tools or scaling up existing projects.

Fireworks ResearchEmber-1Kimi K3cost optimizationAI models

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