Plan axolotl fine tuning with data, GPU sizing, config, checkpoints, errors, and deployment steps for a practical first run.

Best practices for deploying pre-trained models at scale: compare batch, API, scheduled jobs, rollback units, and GPU infrastructure choices.

Plan chatbot deployment for LLM apps with runtime, scaling, guardrails, rollout, and GPU infrastructure decisions.