Cerebras

This post demonstrates the practical application of Cerebras Inference in building real-time Reinforcement Learning (RL) style feedback loops for AI development. It details how to integrate Meta's Prompt-Ops and Synthetic-Data-Kit with Cerebras Inference to accelerate prompt engineering and synthetic data generation/curation. Specific technical contributions include: configuring Prompt-Ops for Cerebras Inference with Llama 3.3 70B, showcasing Prompt Duel Optimizer and MIPRO strategies; detailing the Synthetic-Data-Kit pipeline (QA Creation, LLM Judge calls) and its transformation with fast inference for distilling reasoning to an edge model; and emphasizing the iterative nature of prompt strategy refinement enabled by Cerebras's speed.