Periodic adapter checkpointing; LoRA budget sized from measured cost

Zero-shot results on the real Guardian data

Split full run into two kernels

Fix Guardian adapter against real datasets; add remote runner

judgecal: calibration and selective prediction for VLM robot-failure judges