Add lut8_g32_c6: phone-safe 6-chunk 8-bit bundle (every graph under the iOS 500 MB tier)

lut8_g32_c6/GATE_P.json

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lut8_g32_c6/PRECISION.json

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+{
+  "level": "lut8_g32_c6",
+  "role": "exact",
+  "nbits": 8,
+  "mode": "kmeans",
+  "granularity": "per_grouped_channel",
+  "group_size": 32,
+  "compute_precision": "fp16",
+  "chunks": 6,
+  "bundle_mb": 3106.8,
+  "largest_graph_mb": 410.7,
+  "ios_gate_p": "PASS",
+  "ios_note": "Every graph is under the ~500 MB per-graph size measured 100% reliable on iPhone. The sibling lut8_g32 is the same precision in 4 chunks and peaks at 654 MB, which lands in the 500 MB-1 GB band measured NON-DETERMINISTIC on device.",
+  "quality_frac_vs_fp16": 1.0,
+  "suite_correct": "21/23",
+  "fp16_suite_correct": "21/23",
+  "notes": "Weight-only 8-bit LUT palettization; compute stays fp16. RMSNorm scale vectors are deliberately left in fp16 (they sit exactly at the 2048-element weight_threshold, 0.1 MiB total). Re-chunking 4->6 cost no throughput."
+}

lut8_g32_c6/lfm2-5-2-6b.json

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