What we are learning while deploying Claude, AI employees, and automation in real organisations.
A 70B QLoRA training run costs about 20 dollars in GPU time. The real budget is data preparation, evaluation, validation and serving. Full breakdown with worked numbers for a mid-size insurer.
A practical pipeline for fine-tuning an open-weight Llama model on internal bank policy documents inside your own perimeter: dataset building, QLoRA training, GPU costs, evaluation, and vLLM serving.
Automate your ML pipelines from data ingestion to deployment. Comprehensive guide covering MLOps, continuous training, feature stores, monitoring, and production best practices.
Automate salon payments with invoice reminders, refund handling, and payment confirmations. Improve cash flow and reduce administrative burden.