Fireworks has announced an upgrade to its platform for Retrieval-Augmented Generation (RAG) workloads, introducing the Qwen3 8B Embeddings and Reranking models to a serverless environment, along with two new API endpoints for seamless access. These advancements aim to simplify the construction of scalable RAG applications by supporting open models for each step of the process—embedding, indexing, retrieving, reranking, and synthesizing—on a unified platform, eliminating the need for multiple providers. The platform's enhancements include top-tier performance, global scalability, a consistent developer experience, unified billing, and an expanded model library, supporting various BERT-based embeddings models. Additionally, Fireworks encourages user engagement for future developments, inviting feedback to help shape its roadmap and improve features further.