LLM Reference

Ember-1

Released
2026-09-23
Last refreshed
2026-09-24
Status
Researched 4d ago
ProprietaryCommercial use: conditionalMultimodalCodingRAGAgentsLong contextVisionJSON / Tool useAgentCodingHighlight

Ember-1 is worth evaluating for coding, rag, and agents when its provider route and context window match the workload.

Use it for

  • Teams evaluating coding, rag, and agents
  • Workloads that can use a 1.04m context window
  • Buyers comparing 2 tracked provider routes

Do not use it for

  • Workloads where another current model has stronger sourced task evidence
Specifications
Family
Ember
Released
2026-09-23
Context
1.04m
Parameters
2.78T
Architecture
Mixture of Experts
Specialization
coding
Openness
Proprietary
License
ProprietaryCommercial use: conditional
Weights
Not released
Code
Unknown
Training
Fine-tuned
Created by

Blazing-fast inference for generative AI

Redwood City, California, United States
Founded 2022
Website
Pricing
Output / 1M
$15.00
Input / 1M
$3.00

Cheapest of 2 routes · Fireworks AI · cache read $0.300

About

Ember-1 is Fireworks Research's specialized foundation model announced September 23, 2026, the first model in the Ember series. Built on Kimi K3 and trained by Fireworks (50+ training experiments; Fireworks Serverless Training) to shorten reasoning traces (~40% fewer tokens while holding quality on Fireworks' evaluations and live A/B tests). Fireworks markets Ember-1 as its own model, a Research Preview on Serverless alongside base Kimi K3, and catalogs it as Fireworks Ember rather than a Kimi family member.

Top use-case fit: coding, agents, and build tasks

Coding

Included by capability and metadata signals in the decision map.

RAG

Included by capability and metadata signals in the decision map.

Agents

Included by capability and metadata signals in the decision map.

Provider price ladder

Compare all 2

Compare API pricing across 2 providers for input and output tokens, batch, and cached reads when available.

ProviderInput / 1MOutput / 1MCacheRoute
Fireworks AI$3.00$15.00read $0.300
ServerlessProvisioned
OpenRouter$3.00$15.00read $0.300
Serverless

Available via routers & gateways(1)

Capabilities

VisionMultimodalReasoningJSON / Tool usePrompt Caching

Benchmark peer barsfor Coding

No task-mapped benchmark peers are available for this model yet.

Migration checks

No linked migration route is available for this model yet.

API versions

ember-1Ember-1Ember 1accounts/fireworks/models/ember-1