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FIREWORKS AI CLOUD

Build. Train. Scale.

Open-source AI models at blazing speed, optimized for your use case, scaled globally with the Fireworks Inference Cloud

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Higher throughput per GPU

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FAQs

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This partnership isn’t just about adding new models to Microsoft Foundry, it’s about giving teams better tools to build, run, and scale impactful AI use cases. Coming soon, our roadmap brings fine‑tuning capabilities for Fireworks AI models into Microsoft Foundry to deliver the best end‑to‑end destination for open‑source model customization & deployment. We’re looking forward to seeing how developers and enterprises use Fireworks on Foundry to power the next generation of intelligent applications.

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Llama-70B GRPO with tool rewards

Llama-70B GRPO with tool rewards

Distributed GRPO on a 70B base, 256 rollout workers, model-graded reward. Used by Genspark.
★ 312 · forks 47

SFT for code-edit completion

SFT for code-edit completion

Two-epoch. SFT on edit pairs with prefix masking. The recipe Cursor open-sourced.
★ 1,840 · forks 261

DPO with model-graded preferences

DPO with model-graded preferences

Sample N completions per prompt, judge with a stronger model, train DPO end-to-end.
★ 720 · forks 94

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Train where you want. Roll out on Fireworks.

Whether you want a fully managed workflow or a Tinker-compatible setup, Fireworks can power the rollout layer. Bring your trainer — Fireworks handles rollout inference, policy updates, and fleet orchestration.

Train where you want. Roll out on Fireworks.

Whether you want a fully managed workflow or a Tinker-compatible setup, Fireworks can power the rollout layer. Bring your trainer — Fireworks handles rollout inference, policy updates, and fleet orchestration.

Training API · Beta

Bring your own loop. Keep your sanity.

The Training API is in private beta. Request access and we'll get you a workspace, a $500 credit, and the engineer who wrote the SDK.

Training API · Beta

Leading Conversion Panel. Bring your own loop. Keep your sanity.

The Training API is in private beta. Request access and we'll get you a workspace, a $500 credit, and the engineer who wrote the SDK.

MOST TEAMS START HERE

Training Jobs

Submit a job, get a deployed model.

Submit a job

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FOR CUSTOM RECIPES

Custom Training

Submit a job, get a deployed model.

Open recipes you can fork

Full documentation...

Open recipes you can fork

Full documentation...

Pricing
Training is on us
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How Cursor Trained Composer on Fireworks
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