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Stabilize MLX Step 2 throughput gate

Warm the MLX decode path before cross/oracle comparisons and stop on Gemma4 turn-end tokens so the Mac validation gate measures steady decode behavior without wasting budget past the answer. Co-authored-by: Cursor <cursoragent@cursor.com>

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results/research
- k3_mlx_fused_20260612_102548.json
- k3_mlx_incremental_20260612_102548.json
scripts/research
- k3_integrated_niah_eval_mac.py

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