Teaching Qwen3-4B to Trade: From Hold-Collapse to +9.4% Returns

How I fine-tuned a 4B parameter LLM into a trading decision model using a 5-stage SFT waterfall and weighted CCE loss, then why I'm pivoting to GRPO reinforcement learning.