Why Fine-Tuning an LLM Shouldn’t Cost $300: Solving GPU Scarcity, Cloud Markups, and OOM Crashes

How autonomous multi-cloud failover, cryptographic financial permits, and preflight VRAM guards eliminate the hidden taxes of AI training. The 2:00 AM Cloud GPU Nightmare If you’ve ever tried to fine-