Together AI Common Errors Overview Together AI provides OpenAI-compatible inference, fine-tuning, and batch processing across 100+ open-source models (Llama, Mixtral, Qwen, FLUX). Common errors include model-not-available failures when requesting deprecated or gated models, token limit violations that differ per model architecture, and fine-tune job failures from dataset formatting issues. The API is compatible with any OpenAI client library at . Model IDs use the full namespace format (e.g., ) and must match exactly. This reference covers inference, fine-tuning, and deployment errors. Error…