Fireworks AI
Fireworks announced general availability of its Training API and Fireworks Lab on August 31, 2026, opening its managed training and rollout infrastructure to ML teams that want to run custom training loops on open models. The API connects a customer's own Python training loop to Fireworks-managed distributed compute, s Promising checkpoints can be promoted to production inference through the UI or API, and multi-LoRA deployment gives each customer or use case its own tuned model without separate infrastructure, according to the announcement. Fireworks positions the API against constraints it says ML teams have reported in existing wo
