Joint-context LoopViT

Fresh attention-only ARC model: all demonstrations and the query share attention. Not an upstream checkpoint or paper reproduction. Check metrics.jsonl for completed optimizer updates; compilation is not training. Checkpoints are saved on the remote Trainium host and uploaded here, not downloaded to the workstation. Official training/evaluation task split is in manifest.json.

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