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+# Expert Pruning Report
+
+**Model:** Glm4MoeLiteForCausalLM
+**Pruning Method:** reap
+**Compression Ratio:** 50.00%
+**Total Experts Before:** 2944
+**Total Experts After:** 1472
+
+---
+
+### Layer 1
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 187 | Y | Coding | 0.0349 |
+| 1 | 100 | N | Coding | 0.0505 |
+| 2 | 109 | Y | Coding | 0.0136 |
+| 3 | 180 | Y | Coding | 0.0217 |
+| 4 | 233 | Y | Coding | 0.0306 |
+| 5 | 257 | N | Coding | 0.0405 |
+| 6 | 99 | N | Coding | 0.0418 |
+| 7 | 138 | Y | Coding | 0.0262 |
+| 8 | 97 | N | Coding | 0.0678 |
+| 9 | 245 | Y | Coding | 0.0191 |
+| 10 | 515 | N | FunctionCalling | 0.2771 |
+| 11 | 64 | N | Coding | 0.0405 |
+| 12 | 32 | Y | Coding | 0.0291 |
+| 13 | 31 | Y | Coding | 0.0182 |
+| 14 | 325 | N | Coding | 0.0420 |
+| 15 | 85 | Y | Coding | 0.0171 |
+| 16 | 104 | N | Coding | 0.0404 |
+| 17 | 100 | N | Coding | 0.0420 |
+| 18 | 93 | N | Coding | 0.0389 |
+| 19 | 91 | N | Coding | 0.0460 |
+| 20 | 41 | Y | Coding | 0.0242 |
+| 21 | 288 | N | Coding | 0.0698 |
+| 22 | 57 | N | Coding | 0.0535 |
+| 23 | 31 | N | Coding | 0.0377 |
+| 24 | 208 | N | Coding | 0.0886 |
+| 25 | 40 | Y | Coding | 0.0188 |
+| 26 | 112 | N | Coding | 0.0957 |
+| 27 | 115 | N | Coding | 0.1217 |
+| 28 | 335 | N | Coding | 2.6957 |
+| 29 | 116 | N | Coding | 0.0742 |
+| 30 | 72 | N | Coding | 0.0863 |
+| 31 | 75 | N | Coding | 0.0792 |
+| 32 | 43 | N | Coding | 0.0638 |
+| 33 | 218 | Y | Coding | 0.0160 |
+| 34 | 269 | Y | Coding | 0.0307 |
+| 35 | 46 | Y | Coding | 0.0208 |
+| 36 | 296 | Y | Coding | 0.0225 |
+| 37 | 410 | Y | Coding | 0.0352 |
+| 38 | 206 | Y | Coding | 0.0360 |
+| 39 | 307 | Y | Coding | 0.0370 |
+| 40 | 53 | N | Coding | 0.0564 |
+| 41 | 284 | N | Coding | 0.0401 |
+| 42 | 57 | Y | Coding | 0.0289 |
+| 43 | 186 | N | Coding | 0.0473 |
+| 44 | 85 | N | Coding | 0.0521 |
+| 45 | 299 | Y | Coding | 0.0234 |
+| 46 | 443 | N | FunctionCalling | 0.0672 |
+| 47 | 274 | Y | Coding | 0.0295 |
+| 48 | 206 | Y | Coding | 0.0274 |
+| 49 | 89 | N | Coding | 0.0527 |
+| 50 | 113 | Y | Coding | 0.0254 |
+| 51 | 95 | Y | Coding | 0.0312 |
+| 52 | 72 | Y | Coding | 0.0297 |
+| 53 | 80 | Y | Coding | 0.0198 |
+| 54 | 70 | N | Coding | 0.0514 |
+| 55 | 69 | N | Coding | 0.0856 |
+| 56 | 93 | Y | Coding | 0.0080 |
+| 57 | 86 | Y | Coding | 0.0197 |
+| 58 | 17 | Y | Coding | 0.0173 |
+| 59 | 217 | N | Coding | 0.0572 |
+| 60 | 60 | N | Coding | 0.0679 |
+| 61 | 66 | Y | Coding | 0.0328 |
+| 62 | 124 | Y | Coding | 0.0118 |
+| 63 | 348 | Y | Coding | 0.0151 |
+
+---
+
+### Layer 2
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 164 | Y | Coding | 0.0120 |
+| 1 | 65 | N | Coding | 0.0535 |
+| 2 | 73 | N | Coding | 0.0516 |
+| 3 | 81 | N | Coding | 0.0598 |
+| 4 | 136 | Y | Coding | 0.0372 |
+| 5 | 53 | N | Coding | 0.0532 |
+| 6 | 116 | Y | Coding | 0.0278 |
+| 7 | 388 | Y | Coding | 0.0375 |
+| 8 | 286 | N | Coding | 0.0821 |
+| 9 | 51 | N | Coding | 0.0624 |
+| 10 | 404 | N | Coding | 0.7304 |
+| 11 | 259 | Y | Coding | 0.0101 |
+| 12 | 71 | N | Coding | 0.0583 |
+| 13 | 92 | Y | Coding | 0.0406 |
+| 14 | 111 | Y | Coding | 0.0251 |
+| 15 | 88 | Y | Coding | 0.0368 |
+| 16 | 175 | Y | Coding | 0.0225 |
+| 17 | 199 | Y | Coding | 0.0400 |
+| 18 | 62 | N | Coding | 0.0694 |
+| 19 | 173 | Y | Coding | 0.0373 |
+| 20 | 128 | N | Coding | 0.0616 |
+| 21 | 160 | N | Coding | 0.0686 |
+| 22 | 275 | Y | Coding | 0.0221 |
+| 23 | 89 | N | Coding | 0.0675 |
+| 24 | 64 | Y | Coding | 0.0296 |
+| 25 | 71 | Y | Coding | 0.0298 |
+| 26 | 291 | Y | Coding | 0.0217 |
+| 27 | 198 | Y | Coding | 0.0199 |
+| 28 | 71 | Y | Coding | 0.0315 |
+| 29 | 153 | Y | Coding | 0.0295 |
+| 30 | 59 | N | Coding | 0.0543 |
+| 31 | 56 | Y | Coding | 0.0443 |
+| 32 | 95 | N | Coding | 0.0521 |
+| 33 | 105 | N | Coding | 0.0576 |
+| 34 | 315 | Y | Coding | 0.0260 |
+| 35 | 97 | N | Coding | 0.0850 |
+| 36 | 232 | Y | Coding | 0.0262 |
+| 37 | 292 | Y | FunctionCalling | 0.0428 |
+| 38 | 104 | N | Coding | 0.0494 |
+| 39 | 48 | N | Coding | 0.0702 |
+| 40 | 66 | Y | Coding | 0.0475 |
+| 41 | 54 | N | Coding | 0.0664 |
+| 42 | 252 | Y | FunctionCalling | 0.0276 |
+| 43 | 98 | N | Coding | 0.0487 |
+| 44 | 87 | N | Coding | 0.0633 |
+| 45 | 74 | N | Coding | 0.0634 |
+| 46 | 143 | Y | Coding | 0.0183 |
+| 47 | 414 | Y | Coding | 0.0191 |
+| 48 | 84 | N | Coding | 0.0633 |
+| 49 | 267 | N | Coding | 0.0964 |
+| 50 | 111 | N | Coding | 0.0675 |
+| 51 | 57 | N | Coding | 0.0782 |
+| 52 | 256 | Y | Coding | 0.0216 |
+| 53 | 165 | Y | Coding | 0.0232 |
+| 54 | 333 | N | Coding | 0.0733 |
+| 55 | 244 | N | Coding | 0.0654 |
+| 56 | 61 | N | Coding | 0.0553 |
+| 57 | 90 | N | Coding | 0.1025 |
+| 58 | 164 | Y | Coding | 0.0384 |
+| 59 | 344 | Y | Coding | 0.0179 |
+| 60 | 181 | Y | Coding | 0.0286 |
+| 61 | 152 | Y | Coding | 0.0362 |
+| 62 | 66 | N | Coding | 0.0806 |
+| 63 | 143 | N | Coding | 0.1222 |
+
+---
+
+### Layer 3
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 80 | N | Coding | 0.0752 |
+| 1 | 74 | N | Coding | 0.0623 |
+| 2 | 130 | N | Coding | 0.1002 |
+| 3 | 297 | Y | FunctionCalling | 0.0289 |
+| 4 | 283 | Y | Coding | 0.0350 |
+| 5 | 43 | Y | Coding | 0.0374 |
+| 6 | 93 | N | Coding | 0.1219 |
+| 7 | 114 | Y | Coding | 0.0434 |
+| 8 | 25 | Y | Coding | 0.0410 |
+| 9 | 281 | N | Coding | 0.1469 |
+| 10 | 115 | Y | Coding | 0.0387 |
+| 11 | 49 | N | Coding | 0.1029 |
+| 12 | 79 | Y | Coding | 0.0603 |
+| 13 | 154 | Y | Coding | 0.0267 |
+| 14 | 192 | Y | Coding | 0.0258 |
+| 15 | 49 | Y | Coding | 0.0399 |
+| 16 | 93 | N | Coding | 0.0844 |
+| 17 | 322 | Y | Coding | 0.0441 |
+| 18 | 235 | N | Coding | 0.0815 |
+| 19 | 126 | Y | Coding | 0.0375 |
+| 20 | 130 | N | Coding | 0.0792 |
+| 21 | 63 | N | Coding | 0.1445 |
+| 22 | 55 | N | Coding | 0.0761 |
+| 23 | 88 | N | Coding | 0.0609 |
+| 24 | 58 | Y | Coding | 0.0387 |
+| 25 | 52 | N | Coding | 0.1647 |
+| 26 | 129 | N | Coding | 0.0638 |
+| 27 | 475 | Y | Coding | 0.0162 |
+| 28 | 45 | N | Coding | 0.2233 |
+| 29 | 55 | Y | Coding | 0.0462 |
+| 30 | 27 | Y | Coding | 0.0207 |
+| 31 | 90 | N | Coding | 0.0699 |
+| 32 | 63 | Y | Coding | 0.0444 |
+| 33 | 211 | N | FunctionCalling | 0.5223 |
+| 34 | 307 | Y | Coding | 0.0378 |
+| 35 | 242 | Y | Coding | 0.0470 |
+| 36 | 73 | N | Coding | 0.0625 |
+| 37 | 73 | Y | Coding | 0.0590 |
+| 38 | 683 | Y | Coding | 0.0597 |
+| 39 | 151 | N | Coding | 0.1639 |
+| 40 | 192 | Y | Coding | 0.0159 |
+| 41 | 188 | Y | Coding | 0.0435 |
+| 42 | 66 | Y | Coding | 0.0122 |
+| 43 | 275 | Y | Coding | 0.0261 |
+| 44 | 53 | N | Coding | 0.0724 |
+| 45 | 54 | Y | Coding | 0.0470 |
+| 46 | 79 | N | Coding | 0.1236 |
+| 47 | 55 | N | Coding | 0.1166 |
+| 48 | 118 | N | Coding | 0.0971 |
+| 49 | 348 | N | Coding | 1.5901 |
+| 50 | 456 | Y | Coding | 0.0365 |
+| 51 | 205 | Y | Coding | 0.0444 |
+| 52 | 520 | Y | Coding | 0.0545 |
+| 53 | 100 | N | Coding | 0.1209 |
+| 54 | 154 | N | Coding | 0.0704 |
+| 55 | 280 | Y | Coding | 0.0277 |
+| 56 | 191 | Y | Coding | 0.0294 |
+| 57 | 96 | N | Coding | 0.1183 |
+| 58 | 173 | N | Coding | 0.0977 |
+| 59 | 68 | N | Coding | 0.0738 |
+| 60 | 80 | N | Coding | 0.0718 |
+| 61 | 70 | Y | Coding | 0.0533 |
+| 62 | 53 | N | Coding | 0.0720 |
+| 63 | 78 | N | Coding | 0.0878 |
+
+---
+
+### Layer 4
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 8 | Y | Coding | 0.0134 |
+| 1 | 30 | N | Coding | 0.1651 |
+| 2 | 279 | N | Coding | 0.0827 |
+| 3 | 103 | N | Coding | 0.0783 |
+| 4 | 18 | Y | Coding | 0.0121 |
+| 5 | 32 | Y | Coding | 0.0365 |
+| 6 | 42 | Y | Coding | 0.0468 |
+| 7 | 19 | Y | Coding | 0.0307 |
+| 8 | 92 | N | Coding | 0.1580 |
+| 9 | 45 | Y | Coding | 0.0398 |
+| 10 | 64 | N | Coding | 0.0553 |
+| 11 | 71 | Y | Coding | 0.0102 |
+| 12 | 31 | Y | Coding | 0.0299 |
+| 13 | 97 | N | Coding | 0.0572 |
+| 14 | 59 | N | Coding | 0.1233 |
+| 15 | 19 | Y | Coding | 0.0142 |
+| 16 | 39 | N | Coding | 0.0680 |
+| 17 | 133 | N | Coding | 0.0529 |
+| 18 | 35 | Y | Coding | 0.0411 |
+| 19 | 554 | Y | FunctionCalling | 0.0257 |
+| 20 | 183 | N | Coding | 0.0855 |
+| 21 | 61 | N | Coding | 0.1106 |
+| 22 | 23 | Y | Coding | 0.0342 |
+| 23 | 109 | N | Coding | 0.0533 |
+| 24 | 118 | Y | Coding | 0.0460 |
+| 25 | 301 | Y | Coding | 0.0357 |
+| 26 | 649 | N | Coding | 0.1063 |
+| 27 | 19 | N | Coding | 0.1298 |
+| 28 | 35 | Y | Coding | 0.0179 |
+| 29 | 35 | Y | Coding | 0.0302 |
+| 30 | 153 | N | Coding | 0.0584 |
+| 31 | 27 | N | Coding | 0.0630 |
+| 32 | 98 | N | Coding | 0.0795 |
+| 33 | 37 | N | Coding | 0.0854 |
+| 34 | 161 | N | Coding | 0.0613 |
+| 35 | 124 | Y | FunctionCalling | 0.0199 |
+| 36 | 7 | Y | Coding | 0.0095 |
+| 37 | 40 | N | Coding | 0.0507 |
+| 38 | 1 | Y | Coding | 0.0231 |
+| 39 | 51 | Y | Coding | 0.0329 |
+| 40 | 36 | N | Coding | 0.0668 |
+| 41 | 1,107 | N | Coding | 0.6663 |
+| 42 | 116 | N | Coding | 0.0705 |
+| 43 | 7 | Y | Coding | 0.0191 |
+| 44 | 40 | N | Coding | 0.0962 |
+| 45 | 288 | Y | Coding | 0.0175 |
+| 46 | 44 | N | Coding | 0.1216 |
+| 47 | 94 | Y | Coding | 0.0166 |
+| 48 | 369 | Y | FunctionCalling | 0.0143 |
+| 49 | 7 | Y | Coding | 0.0104 |
+| 50 | 9 | Y | Coding | 0.0238 |
+| 51 | 361 | N | Coding | 0.1118 |
+| 52 | 472 | Y | Coding | 0.0281 |
+| 53 | 285 | Y | Coding | 0.0115 |
+| 54 | 209 | Y | Coding | 0.0325 |
+| 55 | 121 | N | Coding | 0.1611 |
+| 56 | 180 | Y | Coding | 0.0254 |
+| 57 | 371 | N | Coding | 0.0478 |
+| 58 | 128 | N | Coding | 0.1192 |
+| 59 | 183 | N | Coding | 0.1341 |
+| 60 | 492 | N | FunctionCalling | 0.1794 |
+| 61 | 348 | N | Coding | 0.1038 |
+| 62 | 233 | Y | Coding | 0.0123 |
+| 63 | 354 | Y | Coding | 0.0427 |
+
+---
+
+### Layer 5
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 76 | Y | Coding | 0.0207 |
+| 1 | 761 | Y | Coding | 0.0294 |
+| 2 | 8 | Y | Coding | 0.0192 |
+| 3 | 14 | N | Coding | 0.0541 |
+| 4 | 34 | Y | Coding | 0.0164 |
+| 5 | 351 | Y | Coding | 0.0149 |
+| 6 | 34 | Y | Coding | 0.0166 |
+| 7 | 70 | N | Coding | 0.0742 |
+| 8 | 46 | N | Coding | 0.1120 |
+| 9 | 9 | Y | Coding | 0.0182 |
+| 10 | 139 | N | Coding | 0.0478 |
+| 11 | 12 | Y | Coding | 0.0365 |
+| 12 | 45 | Y | Coding | 0.0164 |
+| 13 | 786 | N | FunctionCalling | 0.0635 |
+| 14 | 263 | Y | Coding | 0.0199 |
+| 15 | 15 | Y | Coding | 0.0356 |
+| 16 | 370 | N | Coding | 0.1914 |
+| 17 | 75 | N | Coding | 0.0455 |
+| 18 | 208 | Y | Coding | 0.0108 |
+| 19 | 8 | Y | Coding | 0.0129 |
+| 20 | 22 | Y | Coding | 0.0178 |
+| 21 | 854 | N | Coding | 0.0923 |
+| 22 | 16 | Y | Coding | 0.0254 |
+| 23 | 716 | N | Coding | 0.0678 |
+| 24 | 44 | N | Coding | 0.1121 |
+| 25 | 121 | N | Coding | 0.2278 |
+| 26 | 154 | Y | FunctionCalling | 0.0203 |
+| 27 | 30 | Y | Coding | 0.0244 |
+| 28 | 98 | Y | Coding | 0.0343 |
+| 29 | 22 | Y | Coding | 0.0254 |
+| 30 | 43 | N | Coding | 0.1677 |
+| 31 | 84 | N | Coding | 0.2411 |
+| 32 | 497 | N | Coding | 0.0391 |
+| 33 | 33 | Y | Coding | 0.0265 |
+| 34 | 77 | Y | Coding | 0.0175 |
+| 35 | 253 | N | Coding | 0.1618 |
+| 36 | 133 | N | Coding | 0.0680 |
+| 37 | 66 | Y | Coding | 0.0251 |
+| 38 | 56 | N | Coding | 0.0902 |
+| 39 | 17 | Y | Coding | 0.0127 |
+| 40 | 515 | N | FunctionCalling | 0.0467 |
+| 41 | 22 | N | Coding | 0.0619 |
+| 42 | 7 | Y | Coding | 0.0182 |
+| 43 | 32 | N | Coding | 0.0681 |
+| 44 | 21 | N | Coding | 0.0674 |
+| 45 | 33 | N | Coding | 0.0693 |
+| 46 | 186 | Y | Coding | 0.0299 |
+| 47 | 79 | N | Coding | 0.1860 |
+| 48 | 744 | N | Coding | 0.1254 |
+| 49 | 44 | N | Coding | 0.0604 |
+| 50 | 101 | N | Coding | 0.0898 |
+| 51 | 83 | Y | Coding | 0.0328 |
+| 52 | 51 | N | Coding | 0.0923 |
+| 53 | 54 | Y | Coding | 0.0258 |
+| 54 | 156 | Y | Coding | 0.0310 |
+| 55 | 101 | Y | Coding | 0.0187 |
+| 56 | 145 | N | Coding | 0.1635 |
+| 57 | 340 | N | Coding | 0.0641 |
+| 58 | 41 | Y | Coding | 0.0299 |
+| 59 | 19 | N | Coding | 0.0833 |
+| 60 | 57 | Y | Coding | 0.0376 |
+| 61 | 140 | N | Coding | 0.0666 |
+| 62 | 206 | N | Coding | 0.0600 |
+| 63 | 19 | Y | Coding | 0.0284 |
+
+---
+
+### Layer 6
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 45 | N | Coding | 0.0695 |
+| 1 | 568 | N | Coding | 0.1472 |
+| 2 | 556 | Y | Coding | 0.0159 |
+| 3 | 126 | Y | Coding | 0.0315 |
+| 4 | 41 | N | Coding | 0.0779 |
+| 5 | 24 | Y | Coding | 0.0123 |
+| 6 | 135 | N | Coding | 0.0566 |
+| 7 | 167 | Y | Coding | 0.0336 |
+| 8 | 36 | Y | Coding | 0.0352 |
+| 9 | 264 | Y | FunctionCalling | 0.0315 |
+| 10 | 77 | N | Coding | 0.0710 |
+| 11 | 29 | Y | Coding | 0.0264 |
+| 12 | 77 | Y | Coding | 0.0371 |
+| 13 | 9 | Y | Coding | 0.0324 |
+| 14 | 98 | N | Coding | 0.1056 |
+| 15 | 30 | Y | Coding | 0.0227 |
+| 16 | 153 | N | Coding | 0.0623 |
+| 17 | 90 | N | Coding | 0.1030 |
+| 18 | 68 | N | Coding | 0.0913 |
+| 19 | 5 | Y | Coding | 0.0102 |
+| 20 | 232 | N | Coding | 0.0572 |
+| 21 | 32 | N | Coding | 0.0677 |
+| 22 | 253 | Y | Coding | 0.0302 |
+| 23 | 677 | N | Coding | 0.0490 |
+| 24 | 20 | N | Coding | 0.0581 |
+| 25 | 94 | N | Coding | 0.0707 |
+| 26 | 31 | Y | Coding | 0.0376 |
+| 27 | 312 | Y | FunctionCalling | 0.0310 |
+| 28 | 48 | N | Coding | 0.1206 |
+| 29 | 139 | Y | Coding | 0.0393 |
+| 30 | 39 | Y | Coding | 0.0411 |
+| 31 | 66 | Y | Coding | 0.0348 |
+| 32 | 21 | Y | Coding | 0.0151 |
+| 33 | 32 | N | Coding | 0.0963 |
+| 34 | 109 | Y | Coding | 0.0305 |
+| 35 | 44 | N | Coding | 0.0581 |
+| 36 | 25 | Y | Coding | 0.0479 |
+| 37 | 30 | Y | Coding | 0.0433 |
+| 38 | 23 | N | Coding | 0.0771 |
+| 39 | 40 | Y | Coding | 0.0323 |
+| 40 | 161 | Y | Coding | 0.0389 |
+| 41 | 271 | N | Coding | 0.1695 |
+| 42 | 80 | Y | Coding | 0.0264 |
+| 43 | 66 | Y | Coding | 0.0286 |
+| 44 | 91 | N | Coding | 0.0592 |
+| 45 | 141 | N | Coding | 0.1408 |
+| 46 | 756 | N | Coding | 0.1698 |
+| 47 | 160 | N | Coding | 0.2175 |
+| 48 | 158 | N | Coding | 0.0913 |
+| 49 | 25 | Y | Coding | 0.0342 |
+| 50 | 203 | Y | Coding | 0.0335 |
+| 51 | 465 | N | Coding | 1.8746 |
+| 52 | 464 | N | Coding | 0.0971 |
+| 53 | 117 | N | Coding | 0.0558 |
+| 54 | 37 | N | Coding | 0.0646 |
+| 55 | 56 | N | Coding | 0.1170 |
+| 56 | 491 | Y | Coding | 0.0266 |
+| 57 | 30 | Y | Coding | 0.0096 |
+| 58 | 286 | Y | Coding | 0.0189 |
+| 59 | 420 | Y | FunctionCalling | 0.0234 |
+| 60 | 84 | N | Coding | 0.1268 |
+| 61 | 64 | N | Coding | 0.1136 |
+| 62 | 91 | N | Coding | 0.0691 |
+| 63 | 274 | Y | Coding | 0.0251 |
+
+---
+
+### Layer 7
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 674 | N | Coding | 0.2291 |
+| 1 | 51 | Y | Coding | 0.0458 |
+| 2 | 187 | Y | Coding | 0.0343 |
+| 3 | 6 | N | Coding | 0.1269 |
+| 4 | 139 | N | Coding | 0.1000 |
+| 5 | 207 | N | Coding | 0.0835 |
+| 6 | 196 | N | Coding | 0.2337 |
+| 7 | 18 | Y | FunctionCalling | 0.0164 |
+| 8 | 341 | N | Coding | 1.5550 |
+| 9 | 10 | Y | Coding | 0.0254 |
+| 10 | 628 | N | FunctionCalling | 0.0769 |
+| 11 | 35 | Y | Coding | 0.0437 |
+| 12 | 114 | N | Coding | 0.1053 |
+| 13 | 6 | Y | Coding | 0.0165 |
+| 14 | 38 | Y | Coding | 0.0211 |
+| 15 | 353 | N | Coding | 0.1171 |
+| 16 | 80 | N | Coding | 0.0976 |
+| 17 | 935 | N | Coding | 0.1411 |
+| 18 | 20 | Y | Coding | 0.0522 |
+| 19 | 16 | Y | Coding | 0.0271 |
+| 20 | 35 | Y | Coding | 0.0344 |
+| 21 | 8 | Y | Coding | 0.0385 |
+| 22 | 105 | N | Coding | 0.0566 |
+| 23 | 261 | N | Coding | 4.1391 |
+| 24 | 32 | Y | Coding | 0.0492 |
+| 25 | 18 | Y | Coding | 0.0281 |
+| 26 | 3 | Y | Coding | 0.0101 |
+| 27 | 50 | N | Coding | 0.0819 |
+| 28 | 70 | Y | Coding | 0.0382 |
+| 29 | 56 | N | Coding | 0.0651 |
+| 30 | 33 | N | Coding | 0.1453 |
+| 31 | 52 | Y | Coding | 0.0384 |
+| 32 | 136 | N | Coding | 0.0908 |
+| 33 | 252 | N | Coding | 0.0542 |
+| 34 | 378 | N | Coding | 0.0552 |
+| 35 | 9 | Y | Coding | 0.0204 |
+| 36 | 25 | N | Coding | 0.0551 |
+| 37 | 9 | N | Coding | 0.0644 |
+| 38 | 217 | Y | Coding | 0.0409 |
+| 39 | 22 | Y | Coding | 0.0452 |
+| 40 | 7 | Y | Coding | 0.0329 |
+| 41 | 12 | Y | Coding | 0.0424 |
+| 42 | 153 | N | Coding | 0.0661 |
+| 43 | 67 | N | Coding | 0.1286 |
+| 44 | 128 | Y | Coding | 0.0477 |
+| 45 | 140 | Y | Coding | 0.0350 |
+| 46 | 605 | N | Coding | 0.0529 |
+| 47 | 186 | Y | FunctionCalling | 0.0286 |
+| 48 | 17 | Y | Coding | 0.0390 |
+| 49 | 27 | Y | Coding | 0.0375 |
+| 50 | 270 | N | Coding | 0.1337 |
+| 51 | 378 | Y | Coding | 0.0223 |
+| 52 | 60 | N | Coding | 0.0577 |
+| 53 | 67 | N | Coding | 0.0779 |
+| 54 | 135 | N | Coding | 0.0551 |
+| 55 | 668 | Y | FunctionCalling | 0.0217 |
+| 56 | 191 | N | FunctionCalling | 0.1754 |
+| 57 | 44 | N | Coding | 0.4564 |
+| 58 | 43 | N | Coding | 0.0903 |
+| 59 | 15 | Y | Coding | 0.0226 |
+| 60 | 4 | Y | Coding | 0.0174 |
+| 61 | 345 | Y | Coding | 0.0499 |
+| 62 | 453 | N | Coding | 0.0819 |
+| 63 | 16 | Y | Coding | 0.0199 |
+
+---
+
+### Layer 8
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 33 | Y | Coding | 0.0244 |
+| 1 | 29 | Y | Coding | 0.0334 |
+| 2 | 68 | N | Coding | 0.1547 |
+| 3 | 316 | N | Coding | 0.1013 |
+| 4 | 421 | N | FunctionCalling | 0.1483 |
+| 5 | 9 | Y | Coding | 0.0243 |
+| 6 | 395 | N | Coding | 0.0796 |
+| 7 | 359 | Y | Coding | 0.0337 |
+| 8 | 41 | Y | Coding | 0.0375 |
+| 9 | 104 | N | Coding | 0.1331 |
+| 10 | 564 | N | FunctionCalling | 0.0932 |
+| 11 | 38 | Y | Coding | 0.0288 |
+| 12 | 12 | Y | Coding | 0.0242 |
+| 13 | 388 | N | Coding | 0.1246 |
+| 14 | 73 | N | Coding | 0.1312 |
+| 15 | 32 | N | Coding | 0.1025 |
+| 16 | 1,194 | N | Coding | 2.7324 |
+| 17 | 13 | Y | Coding | 0.0176 |
+| 18 | 312 | Y | Coding | 0.0570 |
+| 19 | 78 | N | Coding | 0.2929 |
+| 20 | 10 | Y | Coding | 0.0410 |
+| 21 | 7 | Y | Coding | 0.0191 |
+| 22 | 66 | N | Coding | 0.1384 |
+| 23 | 157 | Y | Coding | 0.0492 |
+| 24 | 266 | Y | Coding | 0.0320 |
+| 25 | 34 | Y | Coding | 0.0373 |
+| 26 | 54 | Y | Coding | 0.0577 |
+| 27 | 38 | Y | Coding | 0.0463 |
+| 28 | 39 | Y | Coding | 0.0305 |
+| 29 | 62 | N | Coding | 0.3894 |
+| 30 | 8 | Y | Coding | 0.0473 |
+| 31 | 201 | Y | Coding | 0.0448 |
+| 32 | 292 | Y | Coding | 0.0541 |
+| 33 | 14 | Y | Coding | 0.0240 |
+| 34 | 56 | Y | Coding | 0.0301 |
+| 35 | 296 | N | Coding | 0.5273 |
+| 36 | 146 | N | Coding | 0.1413 |
+| 37 | 4 | Y | Coding | 0.0191 |
+| 38 | 30 | N | Coding | 0.0682 |
+| 39 | 59 | N | Coding | 0.1588 |
+| 40 | 34 | N | Coding | 0.1193 |
+| 41 | 255 | N | Coding | 0.1213 |
+| 42 | 14 | Y | Coding | 0.0225 |
+| 43 | 96 | N | Coding | 0.0777 |
+| 44 | 32 | N | Coding | 0.2305 |
+| 45 | 44 | N | Coding | 0.6359 |
+| 46 | 18 | Y | Coding | 0.0315 |
+| 47 | 171 | Y | Coding | 0.0418 |
+| 48 | 323 | N | Coding | 0.0962 |
+| 49 | 80 | N | Coding | 0.1186 |
+| 50 | 92 | Y | Coding | 0.0122 |
+| 51 | 63 | N | Coding | 0.1483 |
+| 52 | 287 | N | Coding | 1.6969 |
+| 53 | 97 | N | Coding | 0.0758 |
+| 54 | 32 | Y | Coding | 0.0277 |
+| 55 | 1 | Y | Coding | 0.0081 |
+| 56 | 44 | N | Coding | 0.1411 |
+| 57 | 296 | N | Coding | 0.0776 |
+| 58 | 271 | Y | FunctionCalling | 0.0399 |
+| 59 | 50 | N | Coding | 0.0785 |
+| 60 | 48 | N | Coding | 0.2480 |
+| 61 | 7 | Y | Coding | 0.0124 |
+| 62 | 60 | Y | Coding | 0.0537 |
+| 63 | 1,123 | N | Coding | 0.1431 |
+
+---
+
+### Layer 9
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 44 | Y | Coding | 0.0722 |
+| 1 | 84 | N | Coding | 0.1866 |
+| 2 | 5 | Y | Coding | 0.0152 |
+| 3 | 14 | Y | Coding | 0.0841 |
+| 4 | 24 | Y | Coding | 0.0388 |
+| 5 | 279 | Y | FunctionCalling | 0.0476 |
+| 6 | 13 | N | Coding | 0.0972 |
+| 7 | 270 | Y | Coding | 0.0836 |
+| 8 | 10 | Y | Coding | 0.0116 |
+| 9 | 232 | Y | Coding | 0.0495 |
+| 10 | 14 | Y | Coding | 0.0233 |
+| 11 | 19 | Y | Coding | 0.0258 |
+| 12 | 19 | Y | Coding | 0.0222 |
+| 13 | 38 | N | Coding | 0.2730 |
+| 14 | 49 | N | Coding | 0.1677 |
+| 15 | 71 | Y | Coding | 0.0924 |
+| 16 | 9 | Y | Coding | 0.0292 |
+| 17 | 64 | N | Coding | 0.1981 |
+| 18 | 86 | Y | Coding | 0.0172 |
+| 19 | 51 | Y | Coding | 0.0856 |
+| 20 | 144 | Y | Coding | 0.0611 |
+| 21 | 90 | Y | Coding | 0.0352 |
+| 22 | 360 | Y | Coding | 0.0650 |
+| 23 | 24 | Y | Coding | 0.0554 |
+| 24 | 83 | N | Coding | 0.2846 |
+| 25 | 36 | N | Coding | 0.2232 |
+| 26 | 14 | Y | Coding | 0.0170 |
+| 27 | 58 | Y | Coding | 0.0597 |
+| 28 | 332 | N | Coding | 0.2204 |
+| 29 | 55 | Y | Coding | 0.0849 |
+| 30 | 36 | N | Coding | 0.1253 |
+| 31 | 14 | N | Coding | 0.4151 |
+| 32 | 122 | N | Coding | 0.1059 |
+| 33 | 12 | Y | Coding | 0.0151 |
+| 34 | 723 | N | Coding | 4.3511 |
+| 35 | 30 | Y | Coding | 0.0664 |
+| 36 | 537 | Y | FunctionCalling | 0.0832 |
+| 37 | 30 | N | Coding | 0.1559 |
+| 38 | 286 | Y | Coding | 0.0649 |
+| 39 | 117 | N | Coding | 0.1261 |
+| 40 | 371 | N | Coding | 0.0968 |
+| 41 | 109 | N | Coding | 0.3509 |
+| 42 | 18 | Y | Coding | 0.0201 |
+| 43 | 34 | N | Coding | 0.1049 |
+| 44 | 143 | N | Coding | 0.6813 |
+| 45 | 85 | N | Coding | 0.1383 |
+| 46 | 28 | N | Coding | 0.1662 |
+| 47 | 17 | Y | Coding | 0.0466 |
+| 48 | 240 | Y | Coding | 0.0447 |
+| 49 | 637 | N | Coding | 0.1059 |
+| 50 | 1,193 | N | Coding | 0.1318 |
+| 51 | 1,122 | N | Coding | 0.1733 |
+| 52 | 96 | N | Coding | 0.2662 |
+| 53 | 55 | N | Coding | 0.1222 |
+| 54 | 312 | N | Coding | 0.1832 |
+| 55 | 66 | N | Coding | 0.1408 |
+| 56 | 359 | Y | Coding | 0.0910 |
+| 57 | 119 | Y | Coding | 0.0811 |
+| 58 | 62 | N | Coding | 0.2775 |
+| 59 | 46 | N | Coding | 0.1751 |
+| 60 | 41 | N | Coding | 0.2242 |
+| 61 | 22 | N | Coding | 0.3727 |
+| 62 | 14 | Y | Coding | 0.0169 |
+| 63 | 169 | N | Coding | 0.1237 |
+
+---
+
+### Layer 10
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 83 | Y | Coding | 0.1153 |
+| 1 | 783 | Y | FunctionCalling | 0.1031 |
+| 2 | 28 | Y | Coding | 0.0205 |
+| 3 | 89 | N | Coding | 0.2098 |
+| 4 | 327 | N | FunctionCalling | 0.1520 |
+| 5 | 43 | N | Coding | 0.2010 |
+| 6 | 232 | Y | Coding | 0.1372 |
+| 7 | 391 | N | Coding | 0.1452 |
+| 8 | 315 | N | Coding | 2.1956 |
+| 9 | 21 | N | Coding | 0.2424 |
+| 10 | 33 | N | Coding | 0.4771 |
+| 11 | 22 | N | Coding | 0.1613 |
+| 12 | 951 | Y | Coding | 0.1257 |
+| 13 | 223 | N | Coding | 0.1463 |
+| 14 | 66 | N | Coding | 0.2136 |
+| 15 | 147 | N | Coding | 0.3433 |
+| 16 | 46 | N | Coding | 0.1586 |
+| 17 | 96 | Y | Coding | 0.0885 |
+| 18 | 49 | N | Coding | 0.1795 |
+| 19 | 40 | N | Coding | 0.2111 |
+| 20 | 307 | Y | FunctionCalling | 0.0801 |
+| 21 | 57 | Y | Coding | 0.1209 |
+| 22 | 68 | Y | Coding | 0.0971 |
+| 23 | 34 | N | Coding | 0.3198 |
+| 24 | 363 | N | Coding | 0.3298 |
+| 25 | 1,005 | N | Coding | 0.3266 |
+| 26 | 43 | Y | Coding | 0.1030 |
+| 27 | 13 | Y | Coding | 0.0483 |
+| 28 | 222 | Y | Coding | 0.0957 |
+| 29 | 234 | Y | Coding | 0.0713 |
+| 30 | 114 | N | Coding | 0.3314 |
+| 31 | 44 | N | Coding | 0.2108 |
+| 32 | 9 | Y | Coding | 0.0257 |
+| 33 | 292 | N | Coding | 0.1849 |
+| 34 | 104 | N | Coding | 0.2979 |
+| 35 | 90 | Y | Coding | 0.0440 |
+| 36 | 95 | Y | Coding | 0.0543 |
+| 37 | 38 | Y | Coding | 0.1080 |
+| 38 | 38 | Y | Coding | 0.1289 |
+| 39 | 93 | N | Coding | 0.5700 |
+| 40 | 103 | Y | Coding | 0.1428 |
+| 41 | 96 | Y | Coding | 0.1087 |
+| 42 | 217 | Y | Coding | 0.0801 |
+| 43 | 35 | N | Coding | 0.2367 |
+| 44 | 7 | Y | Coding | 0.0150 |
+| 45 | 113 | N | Coding | 0.1708 |
+| 46 | 29 | N | Coding | 0.2399 |
+| 47 | 24 | Y | Coding | 0.0498 |
+| 48 | 27 | Y | Coding | 0.1159 |
+| 49 | 49 | N | Coding | 0.2231 |
+| 50 | 9 | Y | Coding | 0.0293 |
+| 51 | 159 | N | Coding | 0.2710 |
+| 52 | 17 | Y | Coding | 0.0338 |
+| 53 | 123 | Y | Coding | 0.0984 |
+| 54 | 15 | Y | Coding | 0.0525 |
+| 55 | 527 | N | Coding | 0.1484 |
+| 56 | 531 | N | Coding | 0.2369 |
+| 57 | 248 | N | Coding | 0.2465 |
+| 58 | 53 | N | Coding | 0.1830 |
+| 59 | 20 | Y | Coding | 0.0876 |
+| 60 | 126 | N | Coding | 0.3415 |
+| 61 | 38 | Y | Coding | 0.0823 |
+| 62 | 30 | Y | Coding | 0.1374 |
+| 63 | 12 | Y | Coding | 0.0179 |
+
+---
+
+### Layer 11
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 25 | Y | Coding | 0.0695 |
+| 1 | 290 | N | Coding | 0.1463 |
+| 2 | 200 | N | Coding | 0.2772 |
+| 3 | 101 | Y | Coding | 0.0708 |
+| 4 | 89 | N | Coding | 0.3690 |
+| 5 | 27 | Y | Coding | 0.0442 |
+| 6 | 4 | Y | Coding | 0.0245 |
+| 7 | 49 | Y | Coding | 0.0812 |
+| 8 | 569 | N | Coding | 0.1848 |
+| 9 | 96 | N | Coding | 0.1384 |
+| 10 | 92 | N | Coding | 0.4491 |
+| 11 | 5 | Y | Coding | 0.0139 |
+| 12 | 309 | N | Coding | 0.1575 |
+| 13 | 409 | Y | Coding | 0.1070 |
+| 14 | 24 | Y | Coding | 0.0707 |
+| 15 | 485 | N | Coding | 0.1422 |
+| 16 | 25 | N | Coding | 0.1327 |
+| 17 | 261 | Y | Coding | 0.1124 |
+| 18 | 57 | N | Coding | 0.1383 |
+| 19 | 392 | N | FunctionCalling | 0.1602 |
+| 20 | 139 | N | Coding | 0.1462 |
+| 21 | 156 | Y | Coding | 0.0367 |
+| 22 | 12 | Y | Coding | 0.0261 |
+| 23 | 134 | N | Coding | 0.1737 |
+| 24 | 100 | N | Coding | 0.4161 |
+| 25 | 26 | N | Coding | 0.2277 |
+| 26 | 261 | Y | Coding | 0.0578 |
+| 27 | 65 | Y | Coding | 0.0877 |
+| 28 | 130 | N | Coding | 0.2341 |
+| 29 | 226 | Y | Coding | 0.0591 |
+| 30 | 22 | N | Coding | 0.1328 |
+| 31 | 210 | N | Coding | 0.2751 |
+| 32 | 37 | Y | Coding | 0.1190 |
+| 33 | 128 | N | Coding | 0.2076 |
+| 34 | 144 | N | Coding | 0.2988 |
+| 35 | 335 | N | Coding | 0.2741 |
+| 36 | 159 | N | Coding | 0.4521 |
+| 37 | 62 | Y | Coding | 0.0640 |
+| 38 | 96 | N | Coding | 0.1842 |
+| 39 | 68 | N | Coding | 0.1365 |
+| 40 | 28 | Y | FunctionCalling | 0.0165 |
+| 41 | 286 | Y | Coding | 0.1066 |
+| 42 | 81 | N | Coding | 0.1823 |
+| 43 | 100 | N | Coding | 0.3097 |
+| 44 | 80 | Y | Coding | 0.0353 |
+| 45 | 419 | Y | Coding | 0.0677 |
+| 46 | 64 | Y | Coding | 0.0295 |
+| 47 | 14 | N | Coding | 0.1688 |
+| 48 | 438 | Y | Coding | 0.0374 |
+| 49 | 101 | Y | Coding | 0.1119 |
+| 50 | 212 | Y | Coding | 0.0660 |
+| 51 | 100 | N | Coding | 0.2651 |
+| 52 | 11 | Y | Coding | 0.1323 |
+| 53 | 149 | Y | Coding | 0.0195 |
+| 54 | 30 | Y | Coding | 0.0178 |
+| 55 | 19 | Y | Coding | 0.0179 |
+| 56 | 276 | Y | Coding | 0.1185 |
+| 57 | 14 | Y | Coding | 0.0322 |
+| 58 | 83 | Y | Coding | 0.0371 |
+| 59 | 97 | N | Coding | 0.2219 |
+| 60 | 695 | N | FunctionCalling | 0.2058 |
+| 61 | 26 | Y | Coding | 0.0990 |
+| 62 | 360 | N | Coding | 12.1205 |
+| 63 | 154 | N | Coding | 0.1852 |
+
+---
+
+### Layer 12
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 70 | Y | Coding | 0.0424 |
+| 1 | 11 | Y | Coding | 0.0192 |
+| 2 | 121 | N | Coding | 0.1363 |
+| 3 | 36 | Y | Coding | 0.0564 |
+| 4 | 169 | N | Coding | 0.1754 |
+| 5 | 249 | Y | Coding | 0.0896 |
+| 6 | 426 | N | Coding | 0.2671 |
+| 7 | 193 | N | Coding | 0.3971 |
+| 8 | 103 | Y | Coding | 0.1061 |
+| 9 | 38 | N | Coding | 0.3458 |
+| 10 | 370 | N | Coding | 0.1583 |
+| 11 | 22 | Y | Coding | 0.0194 |
+| 12 | 63 | N | Coding | 0.3794 |
+| 13 | 120 | Y | Coding | 0.0382 |
+| 14 | 103 | Y | Coding | 0.1020 |
+| 15 | 48 | N | Coding | 0.1555 |
+| 16 | 36 | Y | Coding | 0.0804 |
+| 17 | 47 | N | Coding | 0.1492 |
+| 18 | 56 | Y | Coding | 0.1047 |
+| 19 | 678 | N | Coding | 0.2135 |
+| 20 | 272 | N | Coding | 0.2568 |
+| 21 | 310 | Y | Coding | 0.0932 |
+| 22 | 58 | Y | Coding | 0.0613 |
+| 23 | 46 | Y | Coding | 0.0838 |
+| 24 | 723 | Y | Coding | 0.1323 |
+| 25 | 65 | N | Coding | 0.3169 |
+| 26 | 142 | Y | Coding | 0.0552 |
+| 27 | 111 | N | Coding | 0.2195 |
+| 28 | 130 | N | Coding | 0.2807 |
+| 29 | 39 | Y | Coding | 0.0587 |
+| 30 | 75 | N | Coding | 0.3816 |
+| 31 | 50 | Y | Coding | 0.1257 |
+| 32 | 64 | N | Coding | 0.2534 |
+| 33 | 443 | Y | Coding | 0.1214 |
+| 34 | 53 | N | Coding | 0.1389 |
+| 35 | 123 | N | Coding | 0.2818 |
+| 36 | 71 | N | Coding | 0.2239 |
+| 37 | 621 | N | FunctionCalling | 0.5344 |
+| 38 | 48 | N | Coding | 0.1668 |
+| 39 | 32 | Y | Coding | 0.0314 |
+| 40 | 95 | N | Coding | 0.5552 |
+| 41 | 104 | N | Coding | 0.1979 |
+| 42 | 162 | N | Coding | 0.2837 |
+| 43 | 12 | Y | Coding | 0.0158 |
+| 44 | 38 | Y | Coding | 0.1260 |
+| 45 | 268 | N | Coding | 0.1435 |
+| 46 | 134 | Y | Coding | 0.1236 |
+| 47 | 128 | N | Coding | 0.2560 |
+| 48 | 158 | N | Coding | 0.3791 |
+| 49 | 179 | N | Coding | 0.4740 |
+| 50 | 221 | Y | Coding | 0.1117 |
+| 51 | 105 | Y | Coding | 0.0719 |
+| 52 | 173 | Y | Coding | 0.0998 |
+| 53 | 350 | N | Coding | 0.1577 |
+| 54 | 270 | Y | Coding | 0.0665 |
+| 55 | 55 | N | Coding | 0.2489 |
+| 56 | 268 | N | Coding | 0.1404 |
+| 57 | 39 | Y | Coding | 0.0766 |
+| 58 | 274 | Y | Coding | 0.0454 |
+| 59 | 93 | N | Coding | 0.3770 |
+| 60 | 49 | Y | Coding | 0.1354 |
+| 61 | 73 | Y | Coding | 0.0622 |
+| 62 | 108 | Y | Coding | 0.0791 |
+| 63 | 65 | Y | Coding | 0.0583 |
+
+---
+
+### Layer 13
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 125 | Y | FunctionCalling | 0.0673 |
+| 1 | 217 | N | Coding | 0.1580 |
+| 2 | 83 | N | Coding | 0.2289 |
+| 3 | 19 | Y | Coding | 0.0788 |
+| 4 | 40 | N | Coding | 0.3114 |
+| 5 | 140 | N | Coding | 0.2880 |
+| 6 | 134 | N | Coding | 0.1535 |
+| 7 | 160 | N | Coding | 0.2633 |
+| 8 | 194 | N | Coding | 0.3318 |
+| 9 | 21 | N | Coding | 0.1911 |
+| 10 | 148 | N | Coding | 0.2210 |
+| 11 | 11 | Y | Coding | 0.0263 |
+| 12 | 137 | N | Coding | 0.2374 |
+| 13 | 46 | Y | Coding | 0.1141 |
+| 14 | 113 | N | Coding | 0.1949 |
+| 15 | 19 | Y | Coding | 0.0688 |
+| 16 | 231 | Y | Coding | 0.1535 |
+| 17 | 572 | N | FunctionCalling | 0.2347 |
+| 18 | 116 | Y | Coding | 0.0752 |
+| 19 | 139 | Y | Coding | 0.0392 |
+| 20 | 96 | N | Coding | 0.3261 |
+| 21 | 171 | Y | Coding | 0.1265 |
+| 22 | 67 | Y | Coding | 0.1219 |
+| 23 | 425 | N | Coding | 0.1685 |
+| 24 | 68 | N | Coding | 0.3836 |
+| 25 | 40 | N | Coding | 0.2914 |
+| 26 | 53 | Y | Coding | 0.1067 |
+| 27 | 25 | Y | Coding | 0.1328 |
+| 28 | 6 | Y | Coding | 0.0326 |
+| 29 | 10 | Y | Coding | 0.0357 |
+| 30 | 1,237 | N | Coding | 7.2123 |
+| 31 | 86 | N | Coding | 0.5162 |
+| 32 | 27 | Y | Coding | 0.0867 |
+| 33 | 71 | N | Coding | 0.2059 |
+| 34 | 330 | N | Coding | 0.2174 |
+| 35 | 331 | N | Coding | 0.1576 |
+| 36 | 204 | Y | Coding | 0.1100 |
+| 37 | 258 | N | Coding | 0.1865 |
+| 38 | 22 | Y | Coding | 0.0209 |
+| 39 | 235 | Y | Coding | 0.0619 |
+| 40 | 268 | N | Coding | 0.2347 |
+| 41 | 37 | Y | Coding | 0.0386 |
+| 42 | 161 | N | Coding | 0.1940 |
+| 43 | 66 | Y | Coding | 0.1417 |
+| 44 | 48 | Y | Coding | 0.1397 |
+| 45 | 31 | Y | Coding | 0.0273 |
+| 46 | 102 | N | Coding | 0.2874 |
+| 47 | 221 | N | Coding | 0.4052 |
+| 48 | 105 | N | Coding | 0.2482 |
+| 49 | 29 | N | Coding | 0.2471 |
+| 50 | 225 | N | Coding | 0.1973 |
+| 51 | 55 | Y | Coding | 0.1368 |
+| 52 | 16 | Y | Coding | 0.0738 |
+| 53 | 741 | Y | Coding | 0.1338 |
+| 54 | 289 | Y | Coding | 0.0470 |
+| 55 | 129 | N | Coding | 0.3566 |
+| 56 | 311 | Y | Coding | 0.1309 |
+| 57 | 24 | Y | Coding | 0.0678 |
+| 58 | 148 | Y | FunctionCalling | 0.0488 |
+| 59 | 63 | Y | Coding | 0.1500 |
+| 60 | 166 | N | Coding | 0.1758 |
+| 61 | 21 | Y | Coding | 0.0849 |
+| 62 | 43 | N | Coding | 0.6278 |
+| 63 | 130 | Y | Coding | 0.0565 |
+
+---
+
+### Layer 14
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 16 | Y | Coding | 0.0262 |
+| 1 | 166 | N | Coding | 0.3272 |
+| 2 | 482 | N | Coding | 0.2466 |
+| 3 | 326 | Y | Coding | 0.0283 |
+| 4 | 231 | N | Coding | 0.2539 |
+| 5 | 327 | Y | Coding | 0.1026 |
+| 6 | 380 | N | Coding | 0.3293 |
+| 7 | 25 | Y | Coding | 0.1310 |
+| 8 | 23 | Y | Coding | 0.0401 |
+| 9 | 743 | N | FunctionCalling | 0.2230 |
+| 10 | 33 | Y | Coding | 0.0699 |
+| 11 | 110 | N | Coding | 0.3356 |
+| 12 | 54 | Y | Coding | 0.1657 |
+| 13 | 593 | N | FunctionCalling | 1.0919 |
+| 14 | 19 | N | Coding | 0.3176 |
+| 15 | 286 | N | Coding | 0.5351 |
+| 16 | 114 | Y | Coding | 0.0544 |
+| 17 | 179 | N | Coding | 0.4074 |
+| 18 | 100 | N | Coding | 0.2697 |
+| 19 | 307 | Y | Coding | 0.1767 |
+| 20 | 49 | N | Coding | 0.4631 |
+| 21 | 69 | N | Coding | 0.4361 |
+| 22 | 180 | N | Coding | 0.3271 |
+| 23 | 46 | Y | Coding | 0.1453 |
+| 24 | 76 | Y | Coding | 0.1792 |
+| 25 | 24 | Y | Coding | 0.0433 |
+| 26 | 219 | N | Coding | 0.1979 |
+| 27 | 129 | Y | Coding | 0.0859 |
+| 28 | 114 | Y | Coding | 0.0806 |
+| 29 | 69 | N | Coding | 0.3504 |
+| 30 | 71 | Y | Coding | 0.0706 |
+| 31 | 162 | N | Coding | 0.3170 |
+| 32 | 21 | Y | Coding | 0.1047 |
+| 33 | 72 | Y | Coding | 0.1606 |
+| 34 | 261 | N | Coding | 0.4626 |
+| 35 | 24 | Y | Coding | 0.1160 |
+| 36 | 117 | N | Coding | 0.4133 |
+| 37 | 309 | Y | Coding | 0.0750 |
+| 38 | 84 | N | Coding | 0.1902 |
+| 39 | 41 | N | Coding | 0.3435 |
+| 40 | 239 | N | Coding | 0.2496 |
+| 41 | 158 | N | Coding | 0.2051 |
+| 42 | 542 | N | FunctionCalling | 0.1923 |
+| 43 | 62 | Y | Coding | 0.1776 |
+| 44 | 132 | N | Coding | 0.1887 |
+| 45 | 66 | Y | Coding | 0.1161 |
+| 46 | 66 | N | Coding | 0.3450 |
+| 47 | 495 | Y | Coding | 0.1866 |
+| 48 | 44 | Y | Coding | 0.0233 |
+| 49 | 21 | Y | Coding | 0.0312 |
+| 50 | 170 | Y | Coding | 0.1792 |
+| 51 | 33 | Y | Coding | 0.0923 |
+| 52 | 101 | N | Coding | 0.3164 |
+| 53 | 238 | Y | Coding | 0.1826 |
+| 54 | 127 | N | Coding | 0.2623 |
+| 55 | 46 | N | Coding | 0.3986 |
+| 56 | 38 | Y | Coding | 0.0461 |
+| 57 | 119 | N | Coding | 0.4332 |
+| 58 | 23 | Y | Coding | 0.0275 |
+| 59 | 91 | N | Coding | 0.3369 |
+| 60 | 239 | Y | Coding | 0.1369 |
+| 61 | 3 | Y | Coding | 0.0161 |
+| 62 | 45 | Y | Coding | 0.0495 |
+| 63 | 107 | N | Coding | 0.4499 |
+
+---
+
+### Layer 15
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 334 | N | Coding | 0.4222 |
+| 1 | 254 | N | Coding | 0.2757 |
+| 2 | 425 | N | Coding | 0.8920 |
+| 3 | 603 | Y | Coding | 0.1485 |
+| 4 | 510 | N | Coding | 0.2284 |
+| 5 | 12 | Y | Coding | 0.0736 |
+| 6 | 327 | Y | Coding | 0.2041 |
+| 7 | 15 | Y | Coding | 0.0946 |
+| 8 | 142 | Y | Coding | 0.0931 |
+| 9 | 52 | N | Coding | 0.3205 |
+| 10 | 1,182 | N | Coding | 0.3620 |
+| 11 | 156 | Y | Coding | 0.1506 |
+| 12 | 4 | Y | Coding | 0.0268 |
+| 13 | 266 | N | Coding | 0.3440 |
+| 14 | 99 | N | Coding | 0.2699 |
+| 15 | 176 | N | Coding | 0.3647 |
+| 16 | 74 | N | Coding | 0.2894 |
+| 17 | 75 | Y | Coding | 0.1480 |
+| 18 | 93 | N | Coding | 0.6015 |
+| 19 | 55 | Y | Coding | 0.1905 |
+| 20 | 1,012 | N | Coding | 0.2562 |
+| 21 | 46 | Y | Coding | 0.1978 |
+| 22 | 11 | Y | Coding | 0.0441 |
+| 23 | 100 | Y | Coding | 0.1243 |
+| 24 | 132 | N | Coding | 0.4502 |
+| 25 | 63 | N | Coding | 0.3744 |
+| 26 | 39 | Y | Coding | 0.0804 |
+| 27 | 73 | Y | Coding | 0.1226 |
+| 28 | 138 | N | Coding | 0.3183 |
+| 29 | 35 | Y | Coding | 0.1008 |
+| 30 | 103 | N | Coding | 0.2607 |
+| 31 | 132 | Y | Coding | 0.0401 |
+| 32 | 83 | N | Coding | 0.3028 |
+| 33 | 310 | Y | Coding | 0.0643 |
+| 34 | 110 | N | Coding | 0.2355 |
+| 35 | 170 | Y | Coding | 0.1246 |
+| 36 | 355 | Y | Coding | 0.1851 |
+| 37 | 22 | N | Coding | 0.2900 |
+| 38 | 7 | Y | Coding | 0.0957 |
+| 39 | 17 | Y | Coding | 0.1943 |
+| 40 | 86 | Y | Coding | 0.1303 |
+| 41 | 6 | Y | Coding | 0.0736 |
+| 42 | 78 | N | Coding | 1.0571 |
+| 43 | 21 | N | Coding | 0.4697 |
+| 44 | 110 | N | Coding | 0.2641 |
+| 45 | 22 | Y | Coding | 0.1056 |
+| 46 | 118 | N | Coding | 0.3060 |
+| 47 | 75 | N | Coding | 0.2521 |
+| 48 | 181 | N | Coding | 0.2321 |
+| 49 | 479 | N | Coding | 0.3277 |
+| 50 | 146 | Y | Coding | 0.1664 |
+| 51 | 36 | Y | Coding | 0.1600 |
+| 52 | 26 | Y | Coding | 0.1721 |
+| 53 | 5 | Y | Coding | 0.0527 |
+| 54 | 79 | Y | Coding | 0.1794 |
+| 55 | 54 | N | Coding | 0.2635 |
+| 56 | 95 | N | Coding | 0.3020 |
+| 57 | 82 | N | Coding | 0.2237 |
+| 58 | 4 | Y | Coding | 0.0292 |
+| 59 | 25 | Y | Coding | 0.2008 |
+| 60 | 54 | N | Coding | 0.4215 |
+| 61 | 37 | N | Coding | 0.3157 |
+| 62 | 61 | N | Coding | 0.2462 |
+| 63 | 164 | Y | FunctionCalling | 0.0731 |
+
+---
+
+### Layer 16
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 160 | N | Coding | 0.3558 |
+| 1 | 134 | N | Coding | 0.2106 |
+| 2 | 78 | Y | Coding | 0.1248 |
+| 3 | 43 | Y | Coding | 0.1301 |
+| 4 | 55 | Y | Coding | 0.1450 |
+| 5 | 95 | N | Coding | 0.2603 |
+| 6 | 732 | Y | Coding | 0.1384 |
+| 7 | 13 | Y | Coding | 0.0600 |
+| 8 | 690 | N | Coding | 0.3190 |
+| 9 | 23 | N | Coding | 0.2377 |
+| 10 | 47 | Y | Coding | 0.1492 |
+| 11 | 38 | N | Coding | 0.2285 |
+| 12 | 21 | N | Coding | 0.2536 |
+| 13 | 245 | N | Coding | 0.1719 |
+| 14 | 501 | N | Coding | 0.6371 |
+| 15 | 316 | N | Coding | 0.1948 |
+| 16 | 69 | N | Coding | 0.4501 |
+| 17 | 89 | N | Coding | 0.1842 |
+| 18 | 41 | N | Coding | 0.2568 |
+| 19 | 840 | N | Coding | 0.4255 |
+| 20 | 22 | Y | Coding | 0.0438 |
+| 21 | 241 | Y | Coding | 0.1612 |
+| 22 | 592 | N | Coding | 0.1770 |
+| 23 | 55 | Y | Coding | 0.1408 |
+| 24 | 52 | Y | Coding | 0.1180 |
+| 25 | 99 | Y | Coding | 0.1115 |
+| 26 | 36 | N | Coding | 0.2320 |
+| 27 | 193 | Y | Coding | 0.1486 |
+| 28 | 120 | N | Coding | 0.2191 |
+| 29 | 798 | N | FunctionCalling | 0.3531 |
+| 30 | 114 | Y | Coding | 0.1162 |
+| 31 | 58 | Y | Coding | 0.0904 |
+| 32 | 200 | N | Coding | 0.2730 |
+| 33 | 121 | N | Coding | 0.2162 |
+| 34 | 174 | Y | Coding | 0.0612 |
+| 35 | 109 | N | Coding | 0.3749 |
+| 36 | 7 | Y | Coding | 0.1050 |
+| 37 | 81 | N | Coding | 0.2674 |
+| 38 | 104 | N | Coding | 0.2881 |
+| 39 | 474 | N | Coding | 0.2918 |
+| 40 | 81 | Y | Coding | 0.1309 |
+| 41 | 94 | N | Coding | 0.2629 |
+| 42 | 60 | N | Coding | 0.4330 |
+| 43 | 66 | N | Coding | 0.2923 |
+| 44 | 43 | N | Coding | 0.1615 |
+| 45 | 234 | Y | Coding | 0.0975 |
+| 46 | 41 | N | Coding | 0.5189 |
+| 47 | 172 | Y | Coding | 0.1445 |
+| 48 | 3 | Y | Coding | 0.0659 |
+| 49 | 27 | Y | Coding | 0.1161 |
+| 50 | 103 | Y | Coding | 0.1453 |
+| 51 | 156 | N | Coding | 0.1696 |
+| 52 | 6 | Y | Coding | 0.0638 |
+| 53 | 60 | N | Coding | 0.2810 |
+| 54 | 111 | Y | FunctionCalling | 0.0573 |
+| 55 | 35 | N | Coding | 0.2332 |
+| 56 | 26 | Y | Coding | 0.0558 |
+| 57 | 33 | Y | Coding | 0.0829 |
+| 58 | 28 | Y | Coding | 0.1591 |
+| 59 | 1 | Y | Coding | 0.0113 |
+| 60 | 12 | Y | Coding | 0.0604 |
+| 61 | 258 | Y | FunctionCalling | 0.0487 |
+| 62 | 246 | Y | Coding | 0.0790 |
+| 63 | 80 | Y | Coding | 0.0904 |
+
+---
+
+### Layer 17
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 66 | Y | Coding | 0.0862 |
+| 1 | 33 | N | Coding | 0.4058 |
+| 2 | 47 | Y | Coding | 0.1083 |
+| 3 | 392 | N | Coding | 0.1887 |
+| 4 | 157 | N | Coding | 0.2502 |
+| 5 | 351 | Y | Coding | 0.1108 |
+| 6 | 43 | N | Coding | 0.1445 |
+| 7 | 5 | Y | Coding | 0.0280 |
+| 8 | 12 | Y | Coding | 0.0462 |
+| 9 | 468 | N | Coding | 0.3844 |
+| 10 | 119 | N | Coding | 0.1805 |
+| 11 | 630 | Y | Coding | 0.1217 |
+| 12 | 20 | Y | Coding | 0.0970 |
+| 13 | 16 | Y | Coding | 0.0520 |
+| 14 | 53 | Y | Coding | 0.0642 |
+| 15 | 92 | N | Coding | 0.5151 |
+| 16 | 110 | N | Coding | 0.1916 |
+| 17 | 212 | N | Coding | 0.2761 |
+| 18 | 28 | Y | Coding | 0.0942 |
+| 19 | 117 | Y | Coding | 0.1041 |
+| 20 | 226 | Y | Coding | 0.0855 |
+| 21 | 21 | Y | Coding | 0.1126 |
+| 22 | 120 | N | Coding | 0.2413 |
+| 23 | 392 | N | Coding | 0.2242 |
+| 24 | 200 | N | Coding | 0.6377 |
+| 25 | 39 | Y | Coding | 0.1051 |
+| 26 | 28 | N | Coding | 0.2234 |
+| 27 | 7 | Y | Coding | 0.0419 |
+| 28 | 47 | N | Coding | 0.1646 |
+| 29 | 38 | N | Coding | 0.1685 |
+| 30 | 48 | Y | Coding | 0.1222 |
+| 31 | 260 | Y | Coding | 0.0995 |
+| 32 | 26 | N | Coding | 0.1615 |
+| 33 | 32 | N | Coding | 0.2811 |
+| 34 | 436 | N | Coding | 0.2693 |
+| 35 | 4 | Y | Coding | 0.0361 |
+| 36 | 24 | Y | Coding | 0.0876 |
+| 37 | 161 | N | Coding | 0.2453 |
+| 38 | 290 | N | Coding | 0.2241 |
+| 39 | 59 | Y | Coding | 0.1110 |
+| 40 | 4 | Y | Coding | 0.0510 |
+| 41 | 56 | Y | Coding | 0.0948 |
+| 42 | 229 | Y | Coding | 0.0904 |
+| 43 | 83 | Y | FunctionCalling | 0.0687 |
+| 44 | 221 | Y | Coding | 0.1363 |
+| 45 | 366 | N | Coding | 0.3461 |
+| 46 | 328 | N | Coding | 0.3698 |
+| 47 | 354 | N | Coding | 0.2146 |
+| 48 | 66 | Y | Coding | 0.1032 |
+| 49 | 75 | N | Coding | 0.1620 |
+| 50 | 29 | Y | Coding | 0.0887 |
+| 51 | 7 | N | Coding | 0.2657 |
+| 52 | 658 | N | Coding | 0.3510 |
+| 53 | 121 | Y | Coding | 0.1340 |
+| 54 | 608 | N | FunctionCalling | 0.2146 |
+| 55 | 151 | N | Coding | 0.2253 |
+| 56 | 206 | N | Coding | 0.2065 |
+| 57 | 13 | Y | Coding | 0.1291 |
+| 58 | 43 | Y | Coding | 0.1306 |
+| 59 | 85 | N | Coding | 0.2750 |
+| 60 | 38 | N | Coding | 0.2176 |
+| 61 | 13 | Y | Coding | 0.0748 |
+| 62 | 17 | Y | Coding | 0.1170 |
+| 63 | 656 | N | Coding | 0.4314 |
+
+---
+
+### Layer 18
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 100 | Y | Coding | 0.1062 |
+| 1 | 17 | Y | Coding | 0.1156 |
+| 2 | 15 | Y | Coding | 0.1055 |
+| 3 | 41 | Y | Coding | 0.1612 |
+| 4 | 314 | Y | Coding | 0.0984 |
+| 5 | 66 | N | Coding | 0.1640 |
+| 6 | 9 | Y | Coding | 0.0962 |
+| 7 | 36 | N | Coding | 0.2547 |
+| 8 | 17 | Y | Coding | 0.0758 |
+| 9 | 33 | Y | Coding | 0.1025 |
+| 10 | 343 | N | Coding | 0.1696 |
+| 11 | 44 | Y | Coding | 0.0487 |
+| 12 | 26 | Y | Coding | 0.1249 |
+| 13 | 457 | Y | Coding | 0.1272 |
+| 14 | 192 | N | Coding | 0.1802 |
+| 15 | 458 | Y | Coding | 0.1408 |
+| 16 | 155 | N | Coding | 0.4200 |
+| 17 | 82 | Y | Coding | 0.1322 |
+| 18 | 283 | Y | Coding | 0.0810 |
+| 19 | 27 | N | Coding | 0.2299 |
+| 20 | 79 | Y | Coding | 0.1077 |
+| 21 | 58 | N | Coding | 0.4221 |
+| 22 | 279 | Y | Coding | 0.1452 |
+| 23 | 102 | N | Coding | 0.1873 |
+| 24 | 3 | Y | Coding | 0.0575 |
+| 25 | 188 | N | Coding | 0.2890 |
+| 26 | 529 | N | Coding | 0.1991 |
+| 27 | 61 | Y | FunctionCalling | 0.0577 |
+| 28 | 107 | Y | Coding | 0.0751 |
+| 29 | 29 | N | Coding | 0.3441 |
+| 30 | 519 | N | Coding | 0.2173 |
+| 31 | 155 | N | Coding | 0.2136 |
+| 32 | 332 | N | Coding | 0.2047 |
+| 33 | 38 | N | Coding | 0.2322 |
+| 34 | 52 | N | Coding | 0.2835 |
+| 35 | 15 | Y | Coding | 0.1148 |
+| 36 | 18 | Y | Coding | 0.0870 |
+| 37 | 13 | Y | Coding | 0.1484 |
+| 38 | 88 | N | Coding | 0.2220 |
+| 39 | 31 | Y | Coding | 0.1118 |
+| 40 | 38 | Y | Coding | 0.1586 |
+| 41 | 496 | N | FunctionCalling | 0.2901 |
+| 42 | 295 | Y | Coding | 0.1123 |
+| 43 | 64 | N | Coding | 0.4224 |
+| 44 | 151 | N | Coding | 0.2009 |
+| 45 | 40 | Y | Coding | 0.1555 |
+| 46 | 113 | N | Coding | 0.2037 |
+| 47 | 662 | N | Coding | 0.2663 |
+| 48 | 29 | Y | Coding | 0.1557 |
+| 49 | 61 | N | Coding | 0.3906 |
+| 50 | 63 | N | Coding | 0.4343 |
+| 51 | 269 | N | Coding | 0.1843 |
+| 52 | 139 | N | Coding | 0.3426 |
+| 53 | 463 | Y | Coding | 0.1081 |
+| 54 | 17 | N | Coding | 0.1612 |
+| 55 | 89 | Y | Coding | 0.0266 |
+| 56 | 13 | N | Coding | 0.1694 |
+| 57 | 82 | N | Coding | 0.2261 |
+| 58 | 35 | N | Coding | 0.1827 |
+| 59 | 34 | Y | Coding | 0.0656 |
+| 60 | 282 | Y | Coding | 0.1533 |
+| 61 | 285 | N | Coding | 0.2581 |
+| 62 | 370 | Y | Coding | 0.1069 |
+| 63 | 355 | N | Coding | 0.3649 |
+
+---
+
+### Layer 19
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 29 | Y | Coding | 0.0815 |
+| 1 | 59 | N | Coding | 0.1947 |
+| 2 | 31 | Y | Coding | 0.1070 |
+| 3 | 154 | N | Coding | 0.2601 |
+| 4 | 98 | Y | Coding | 0.1303 |
+| 5 | 13 | N | Coding | 1.4841 |
+| 6 | 191 | Y | Coding | 0.1025 |
+| 7 | 35 | N | Coding | 0.2548 |
+| 8 | 63 | N | Coding | 0.2164 |
+| 9 | 65 | N | Coding | 0.2268 |
+| 10 | 242 | N | Coding | 0.1909 |
+| 11 | 18 | N | Coding | 0.1828 |
+| 12 | 224 | N | Coding | 0.2487 |
+| 13 | 5 | Y | Coding | 0.0857 |
+| 14 | 399 | N | Coding | 0.2855 |
+| 15 | 153 | N | Coding | 0.2672 |
+| 16 | 172 | N | Coding | 0.1958 |
+| 17 | 374 | N | Coding | 0.3206 |
+| 18 | 248 | N | Coding | 0.3992 |
+| 19 | 12 | Y | Coding | 0.0707 |
+| 20 | 53 | Y | Coding | 0.1314 |
+| 21 | 22 | Y | Coding | 0.0769 |
+| 22 | 459 | N | Coding | 1.3674 |
+| 23 | 443 | N | FunctionCalling | 0.1820 |
+| 24 | 213 | Y | Coding | 0.1660 |
+| 25 | 584 | N | Coding | 0.2159 |
+| 26 | 61 | N | Coding | 0.2014 |
+| 27 | 116 | N | Coding | 0.1871 |
+| 28 | 13 | Y | Coding | 0.0774 |
+| 29 | 17 | Y | Coding | 0.0826 |
+| 30 | 70 | N | Coding | 0.2596 |
+| 31 | 0 | Y | unknown | 0.0000 |
+| 32 | 14 | N | Coding | 0.2346 |
+| 33 | 98 | N | Coding | 0.3697 |
+| 34 | 299 | Y | Coding | 0.1109 |
+| 35 | 41 | Y | Coding | 0.1359 |
+| 36 | 52 | N | Coding | 0.5607 |
+| 37 | 51 | Y | Coding | 0.1428 |
+| 38 | 118 | Y | Coding | 0.0991 |
+| 39 | 227 | Y | Coding | 0.1811 |
+| 40 | 21 | Y | Coding | 0.0632 |
+| 41 | 29 | Y | Coding | 0.1762 |
+| 42 | 29 | Y | Coding | 0.0704 |
+| 43 | 183 | Y | Coding | 0.1124 |
+| 44 | 38 | Y | Coding | 0.1747 |
+| 45 | 246 | N | Coding | 0.1827 |
+| 46 | 174 | N | FunctionCalling | 0.2895 |
+| 47 | 204 | Y | Coding | 0.1228 |
+| 48 | 604 | N | Coding | 0.2793 |
+| 49 | 7 | Y | Coding | 0.0716 |
+| 50 | 5 | Y | Coding | 0.0635 |
+| 51 | 24 | Y | Coding | 0.1122 |
+| 52 | 52 | Y | Coding | 0.1205 |
+| 53 | 94 | Y | Coding | 0.1423 |
+| 54 | 690 | N | Coding | 0.3339 |
+| 55 | 231 | N | Coding | 0.2064 |
+| 56 | 240 | Y | Coding | 0.1307 |
+| 57 | 447 | N | FunctionCalling | 0.2472 |
+| 58 | 30 | Y | Coding | 0.1272 |
+| 59 | 654 | N | Coding | 0.2989 |
+| 60 | 11 | Y | Coding | 0.0951 |
+| 61 | 45 | N | Coding | 0.2343 |
+| 62 | 152 | Y | Coding | 0.1169 |
+| 63 | 110 | N | Coding | 0.2537 |
+
+---
+
+### Layer 20
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 958 | N | Coding | 0.5327 |
+| 1 | 69 | Y | Coding | 0.1458 |
+| 2 | 102 | Y | Coding | 0.1052 |
+| 3 | 77 | N | Coding | 0.1783 |
+| 4 | 212 | N | Coding | 0.1743 |
+| 5 | 63 | N | Coding | 0.2055 |
+| 6 | 19 | Y | Coding | 0.0602 |
+| 7 | 19 | N | Coding | 0.2697 |
+| 8 | 248 | Y | Coding | 0.0892 |
+| 9 | 57 | N | Coding | 0.1753 |
+| 10 | 14 | Y | Coding | 0.0582 |
+| 11 | 247 | Y | Coding | 0.0965 |
+| 12 | 21 | Y | Coding | 0.1320 |
+| 13 | 17 | Y | Coding | 0.1163 |
+| 14 | 115 | N | Coding | 0.1531 |
+| 15 | 9 | N | Coding | 0.1913 |
+| 16 | 10 | Y | Coding | 0.0817 |
+| 17 | 13 | Y | Coding | 0.1323 |
+| 18 | 452 | Y | Coding | 0.0971 |
+| 19 | 50 | Y | Coding | 0.1359 |
+| 20 | 123 | N | Coding | 0.2281 |
+| 21 | 139 | N | Coding | 0.1938 |
+| 22 | 36 | Y | Coding | 0.0662 |
+| 23 | 262 | N | Coding | 0.3157 |
+| 24 | 581 | Y | Coding | 0.0907 |
+| 25 | 175 | Y | Coding | 0.1092 |
+| 26 | 154 | Y | Coding | 0.1138 |
+| 27 | 21 | N | Coding | 0.1823 |
+| 28 | 949 | N | Coding | 0.2146 |
+| 29 | 20 | N | Coding | 0.1636 |
+| 30 | 355 | N | Coding | 0.3411 |
+| 31 | 350 | N | Coding | 0.2212 |
+| 32 | 32 | N | Coding | 0.2087 |
+| 33 | 36 | N | Coding | 0.2998 |
+| 34 | 252 | N | Coding | 0.2183 |
+| 35 | 59 | Y | Coding | 0.0750 |
+| 36 | 89 | N | Coding | 0.1614 |
+| 37 | 35 | Y | Coding | 0.1100 |
+| 38 | 131 | Y | Coding | 0.0983 |
+| 39 | 298 | N | Coding | 1.0849 |
+| 40 | 7 | Y | Coding | 0.0633 |
+| 41 | 156 | N | Coding | 0.3199 |
+| 42 | 17 | Y | Coding | 0.1025 |
+| 43 | 28 | Y | FunctionCalling | 0.0633 |
+| 44 | 230 | Y | Coding | 0.0897 |
+| 45 | 118 | N | Coding | 0.2259 |
+| 46 | 15 | Y | Coding | 0.0586 |
+| 47 | 199 | N | Coding | 0.2224 |
+| 48 | 95 | N | Coding | 0.2224 |
+| 49 | 52 | N | Coding | 0.2468 |
+| 50 | 267 | N | Coding | 0.1784 |
+| 51 | 59 | N | Coding | 0.2038 |
+| 52 | 28 | Y | Coding | 0.1178 |
+| 53 | 7 | Y | Coding | 0.0705 |
+| 54 | 4 | Y | Coding | 0.1221 |
+| 55 | 599 | N | Coding | 0.3075 |
+| 56 | 29 | N | Coding | 0.2823 |
+| 57 | 25 | Y | Coding | 0.1339 |
+| 58 | 99 | N | Coding | 0.2351 |
+| 59 | 158 | Y | FunctionCalling | 0.0858 |
+| 60 | 37 | N | Coding | 0.2778 |
+| 61 | 287 | Y | FunctionCalling | 0.0934 |
+| 62 | 221 | Y | Coding | 0.1027 |
+| 63 | 250 | Y | Coding | 0.1380 |
+
+---
+
+### Layer 21
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 102 | N | Coding | 0.2011 |
+| 1 | 245 | Y | Coding | 0.0452 |
+| 2 | 271 | N | Coding | 0.2006 |
+| 3 | 37 | Y | Coding | 0.0771 |
+| 4 | 66 | Y | FunctionCalling | 0.0692 |
+| 5 | 67 | N | Coding | 0.1808 |
+| 6 | 421 | N | Coding | 0.1790 |
+| 7 | 188 | Y | Coding | 0.1307 |
+| 8 | 334 | Y | Coding | 0.0706 |
+| 9 | 196 | Y | Coding | 0.0440 |
+| 10 | 17 | N | Coding | 0.1994 |
+| 11 | 53 | N | Coding | 0.1320 |
+| 12 | 32 | Y | Coding | 0.0891 |
+| 13 | 36 | N | Coding | 0.1980 |
+| 14 | 21 | Y | Coding | 0.0971 |
+| 15 | 436 | N | FunctionCalling | 0.7423 |
+| 16 | 8 | N | Coding | 0.1395 |
+| 17 | 97 | Y | Coding | 0.0569 |
+| 18 | 53 | N | Coding | 0.3250 |
+| 19 | 81 | Y | Coding | 0.0827 |
+| 20 | 1,500 | N | Coding | 0.2801 |
+| 21 | 432 | N | Coding | 0.3233 |
+| 22 | 114 | N | Coding | 0.2401 |
+| 23 | 15 | N | Coding | 0.1827 |
+| 24 | 8 | Y | Coding | 0.1071 |
+| 25 | 102 | Y | Coding | 0.0852 |
+| 26 | 182 | N | Coding | 0.2948 |
+| 27 | 117 | Y | Coding | 0.0712 |
+| 28 | 425 | N | Coding | 0.3535 |
+| 29 | 226 | N | Coding | 0.3552 |
+| 30 | 27 | Y | Coding | 0.0969 |
+| 31 | 12 | Y | Coding | 0.0460 |
+| 32 | 303 | N | Coding | 0.7405 |
+| 33 | 2 | Y | Coding | 0.0493 |
+| 34 | 170 | N | Coding | 0.1984 |
+| 35 | 104 | N | Coding | 0.3386 |
+| 36 | 91 | N | Coding | 0.5305 |
+| 37 | 3 | Y | Coding | 0.1114 |
+| 38 | 71 | Y | Coding | 0.1223 |
+| 39 | 134 | Y | Coding | 0.0981 |
+| 40 | 46 | N | Coding | 0.3273 |
+| 41 | 211 | N | Coding | 0.2525 |
+| 42 | 6 | Y | Coding | 0.0638 |
+| 43 | 114 | N | Coding | 0.2530 |
+| 44 | 17 | Y | Coding | 0.1130 |
+| 45 | 36 | N | Coding | 0.1505 |
+| 46 | 3 | Y | Coding | 0.0948 |
+| 47 | 5 | Y | Coding | 0.0738 |
+| 48 | 88 | N | Coding | 0.2152 |
+| 49 | 110 | Y | Coding | 0.0908 |
+| 50 | 14 | Y | Coding | 0.0816 |
+| 51 | 94 | N | Coding | 0.1469 |
+| 52 | 29 | N | Coding | 0.2034 |
+| 53 | 748 | N | Coding | 0.3865 |
+| 54 | 163 | Y | FunctionCalling | 0.0688 |
+| 55 | 299 | N | FunctionCalling | 0.2746 |
+| 56 | 8 | Y | Coding | 0.0619 |
+| 57 | 3 | Y | Coding | 0.0667 |
+| 58 | 883 | Y | Coding | 0.1215 |
+| 59 | 94 | N | Coding | 0.1892 |
+| 60 | 23 | N | Coding | 0.1606 |
+| 61 | 24 | Y | Coding | 0.0854 |
+| 62 | 38 | Y | Coding | 0.0722 |
+| 63 | 1 | Y | Coding | 0.0346 |
+
+---
+
+### Layer 22
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 257 | N | Coding | 0.3465 |
+| 1 | 84 | N | Coding | 0.2364 |
+| 2 | 24 | Y | Coding | 0.0717 |
+| 3 | 50 | Y | Coding | 0.0973 |
+| 4 | 59 | N | Coding | 0.1547 |
+| 5 | 271 | Y | FunctionCalling | 0.1172 |
+| 6 | 427 | N | Coding | 0.2985 |
+| 7 | 721 | Y | Coding | 0.1296 |
+| 8 | 61 | Y | FunctionCalling | 0.0635 |
+| 9 | 8 | Y | Coding | 0.1042 |
+| 10 | 136 | N | Coding | 0.1990 |
+| 11 | 9 | Y | Coding | 0.1422 |
+| 12 | 124 | N | Coding | 0.2558 |
+| 13 | 563 | N | Coding | 0.3180 |
+| 14 | 83 | Y | Coding | 0.0699 |
+| 15 | 26 | Y | Coding | 0.1486 |
+| 16 | 242 | N | Coding | 0.1717 |
+| 17 | 165 | Y | Coding | 0.0514 |
+| 18 | 41 | N | Coding | 0.2771 |
+| 19 | 655 | N | Coding | 0.3021 |
+| 20 | 97 | N | Coding | 0.2784 |
+| 21 | 22 | Y | Coding | 0.1354 |
+| 22 | 24 | Y | Coding | 0.0904 |
+| 23 | 31 | N | Coding | 0.5432 |
+| 24 | 73 | N | Coding | 0.1914 |
+| 25 | 44 | Y | Coding | 0.0631 |
+| 26 | 67 | Y | Coding | 0.1291 |
+| 27 | 24 | N | Coding | 0.2017 |
+| 28 | 339 | Y | Coding | 0.1521 |
+| 29 | 66 | N | Coding | 0.3032 |
+| 30 | 140 | Y | Coding | 0.0895 |
+| 31 | 19 | Y | Coding | 0.0968 |
+| 32 | 9 | Y | Coding | 0.1074 |
+| 33 | 74 | Y | Coding | 0.1385 |
+| 34 | 5 | Y | Coding | 0.1262 |
+| 35 | 146 | Y | Coding | 0.1312 |
+| 36 | 42 | Y | Coding | 0.1299 |
+| 37 | 557 | N | FunctionCalling | 0.2848 |
+| 38 | 21 | N | Coding | 0.4278 |
+| 39 | 24 | Y | Coding | 0.1340 |
+| 40 | 88 | Y | Coding | 0.1118 |
+| 41 | 44 | Y | Coding | 0.1501 |
+| 42 | 243 | Y | Coding | 0.1090 |
+| 43 | 342 | N | FunctionCalling | 0.6806 |
+| 44 | 101 | N | Coding | 0.2914 |
+| 45 | 2 | Y | Coding | 0.1060 |
+| 46 | 28 | N | Coding | 0.1573 |
+| 47 | 145 | N | Coding | 0.2592 |
+| 48 | 56 | N | Coding | 0.1646 |
+| 49 | 462 | Y | Coding | 0.1306 |
+| 50 | 63 | N | Coding | 0.1670 |
+| 51 | 198 | Y | FunctionCalling | 0.1230 |
+| 52 | 19 | Y | Coding | 0.1162 |
+| 53 | 687 | N | Coding | 0.2287 |
+| 54 | 40 | N | Coding | 0.2098 |
+| 55 | 196 | N | Coding | 0.2555 |
+| 56 | 101 | N | Coding | 0.1554 |
+| 57 | 31 | N | Coding | 0.2283 |
+| 58 | 239 | N | Coding | 0.1594 |
+| 59 | 141 | Y | Coding | 0.1110 |
+| 60 | 441 | N | Coding | 0.3416 |
+| 61 | 58 | Y | Coding | 0.0434 |
+| 62 | 250 | N | Coding | 0.2627 |
+| 63 | 51 | N | Coding | 0.2933 |
+
+---
+
+### Layer 23
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 176 | Y | Coding | 0.1179 |
+| 1 | 18 | Y | Coding | 0.0966 |
+| 2 | 98 | Y | Coding | 0.0961 |
+| 3 | 93 | N | Coding | 0.2111 |
+| 4 | 223 | Y | Coding | 0.1487 |
+| 5 | 132 | N | Coding | 0.2798 |
+| 6 | 204 | Y | FunctionCalling | 0.1396 |
+| 7 | 6 | N | Coding | 0.4625 |
+| 8 | 4 | Y | Coding | 0.1069 |
+| 9 | 160 | N | Coding | 0.2917 |
+| 10 | 824 | N | Coding | 0.2495 |
+| 11 | 163 | N | Coding | 0.3663 |
+| 12 | 5 | Y | Coding | 0.0807 |
+| 13 | 617 | N | FunctionCalling | 0.2556 |
+| 14 | 174 | N | Coding | 0.5996 |
+| 15 | 99 | N | Coding | 0.2607 |
+| 16 | 151 | Y | Coding | 0.1463 |
+| 17 | 30 | N | Coding | 0.2179 |
+| 18 | 269 | N | Coding | 0.2259 |
+| 19 | 46 | N | Coding | 0.2335 |
+| 20 | 389 | Y | Coding | 0.1322 |
+| 21 | 40 | Y | Coding | 0.0863 |
+| 22 | 196 | N | Coding | 0.2129 |
+| 23 | 61 | Y | Coding | 0.1014 |
+| 24 | 266 | N | Coding | 0.5151 |
+| 25 | 30 | N | Coding | 0.2111 |
+| 26 | 439 | Y | FunctionCalling | 0.1198 |
+| 27 | 96 | Y | Coding | 0.1533 |
+| 28 | 110 | N | Coding | 0.2127 |
+| 29 | 43 | N | Coding | 0.3008 |
+| 30 | 5 | Y | Coding | 0.0641 |
+| 31 | 28 | Y | Coding | 0.0806 |
+| 32 | 74 | N | Coding | 0.3484 |
+| 33 | 45 | N | Coding | 0.3458 |
+| 34 | 214 | N | Coding | 0.3099 |
+| 35 | 73 | Y | Coding | 0.0638 |
+| 36 | 302 | N | Coding | 0.2494 |
+| 37 | 37 | Y | Coding | 0.1660 |
+| 38 | 44 | Y | Coding | 0.1065 |
+| 39 | 67 | N | Coding | 0.2401 |
+| 40 | 51 | N | Coding | 0.4443 |
+| 41 | 20 | Y | Coding | 0.0723 |
+| 42 | 18 | N | Coding | 0.2636 |
+| 43 | 239 | N | Coding | 0.2321 |
+| 44 | 382 | N | Coding | 0.3546 |
+| 45 | 99 | N | Coding | 0.2591 |
+| 46 | 16 | Y | Coding | 0.1811 |
+| 47 | 164 | Y | Coding | 0.1299 |
+| 48 | 298 | N | Coding | 0.6617 |
+| 49 | 284 | Y | Coding | 0.1989 |
+| 50 | 67 | Y | Coding | 0.1063 |
+| 51 | 327 | Y | FunctionCalling | 0.1377 |
+| 52 | 5 | Y | Coding | 0.0728 |
+| 53 | 471 | N | Coding | 0.4491 |
+| 54 | 11 | Y | Coding | 0.0670 |
+| 55 | 137 | N | Coding | 0.2696 |
+| 56 | 53 | Y | Coding | 0.1569 |
+| 57 | 28 | Y | Coding | 0.0798 |
+| 58 | 45 | N | Coding | 0.4370 |
+| 59 | 534 | Y | Coding | 0.1393 |
+| 60 | 63 | Y | Coding | 0.1951 |
+| 61 | 148 | N | Coding | 0.4285 |
+| 62 | 296 | Y | Coding | 0.2016 |
+| 63 | 49 | Y | Coding | 0.1972 |
+
+---
+
+### Layer 24
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 16 | Y | Coding | 0.0641 |
+| 1 | 8 | Y | Coding | 0.0409 |
+| 2 | 213 | N | Coding | 0.2435 |
+| 3 | 21 | Y | Coding | 0.1665 |
+| 4 | 52 | N | Coding | 0.5122 |
+| 5 | 296 | N | Coding | 0.2805 |
+| 6 | 47 | N | Coding | 0.5434 |
+| 7 | 24 | N | Coding | 0.2665 |
+| 8 | 65 | N | Coding | 0.3667 |
+| 9 | 217 | Y | Coding | 0.1895 |
+| 10 | 513 | Y | Coding | 0.2029 |
+| 11 | 539 | N | Coding | 0.4012 |
+| 12 | 517 | N | Coding | 0.3491 |
+| 13 | 13 | Y | Coding | 0.0872 |
+| 14 | 9 | Y | Coding | 0.1437 |
+| 15 | 18 | N | Coding | 0.2521 |
+| 16 | 20 | Y | Coding | 0.1061 |
+| 17 | 50 | Y | Coding | 0.1674 |
+| 18 | 137 | N | Coding | 0.2807 |
+| 19 | 84 | N | Coding | 0.5978 |
+| 20 | 266 | Y | Coding | 0.1847 |
+| 21 | 21 | N | Coding | 0.2652 |
+| 22 | 70 | Y | Coding | 0.1240 |
+| 23 | 40 | N | Coding | 0.3593 |
+| 24 | 129 | Y | FunctionCalling | 0.0863 |
+| 25 | 5 | Y | Coding | 0.0481 |
+| 26 | 246 | N | Coding | 0.8598 |
+| 27 | 411 | Y | Coding | 0.1256 |
+| 28 | 117 | Y | Coding | 0.1546 |
+| 29 | 214 | N | Coding | 0.3332 |
+| 30 | 52 | N | Coding | 0.3120 |
+| 31 | 656 | N | Coding | 0.6177 |
+| 32 | 44 | N | Coding | 0.4577 |
+| 33 | 532 | N | FunctionCalling | 0.3637 |
+| 34 | 39 | Y | Coding | 0.1628 |
+| 35 | 57 | N | Coding | 0.5600 |
+| 36 | 59 | N | Coding | 0.4908 |
+| 37 | 101 | Y | Coding | 0.1033 |
+| 38 | 6 | Y | Coding | 0.0825 |
+| 39 | 67 | N | Coding | 0.6708 |
+| 40 | 597 | N | Coding | 0.6343 |
+| 41 | 137 | Y | Coding | 0.1081 |
+| 42 | 108 | N | Coding | 0.3081 |
+| 43 | 19 | Y | Coding | 0.1976 |
+| 44 | 63 | Y | FunctionCalling | 0.1094 |
+| 45 | 3 | Y | Coding | 0.0732 |
+| 46 | 171 | Y | Coding | 0.1314 |
+| 47 | 541 | N | Coding | 0.2353 |
+| 48 | 307 | Y | FunctionCalling | 0.0881 |
+| 49 | 130 | N | Coding | 0.2341 |
+| 50 | 160 | N | Coding | 0.3553 |
+| 51 | 21 | Y | Coding | 0.1500 |
+| 52 | 209 | Y | Coding | 0.1405 |
+| 53 | 11 | Y | Coding | 0.0672 |
+| 54 | 66 | Y | Coding | 0.1434 |
+| 55 | 16 | N | Coding | 0.2827 |
+| 56 | 86 | N | Coding | 0.3565 |
+| 57 | 63 | Y | Coding | 0.1505 |
+| 58 | 21 | Y | Coding | 0.1180 |
+| 59 | 308 | N | Coding | 0.3733 |
+| 60 | 11 | Y | Coding | 0.0318 |
+| 61 | 122 | Y | Coding | 0.1381 |
+| 62 | 500 | N | Coding | 0.3981 |
+| 63 | 195 | N | Coding | 0.2910 |
+
+---
+
+### Layer 25
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 191 | Y | Coding | 0.1250 |
+| 1 | 271 | N | Coding | 0.3221 |
+| 2 | 34 | Y | Coding | 0.1003 |
+| 3 | 70 | Y | Coding | 0.1015 |
+| 4 | 98 | N | Coding | 0.6948 |
+| 5 | 85 | N | Coding | 0.3890 |
+| 6 | 50 | Y | Coding | 0.1413 |
+| 7 | 254 | Y | Coding | 0.1064 |
+| 8 | 828 | N | Coding | 1.1077 |
+| 9 | 28 | Y | Coding | 0.1919 |
+| 10 | 51 | N | Coding | 0.6199 |
+| 11 | 112 | N | Coding | 0.3063 |
+| 12 | 75 | N | Coding | 0.8710 |
+| 13 | 11 | Y | Coding | 0.0746 |
+| 14 | 118 | N | Coding | 0.7345 |
+| 15 | 399 | Y | Coding | 0.1256 |
+| 16 | 10 | Y | Coding | 0.2275 |
+| 17 | 108 | N | Coding | 0.3636 |
+| 18 | 225 | N | Coding | 0.4101 |
+| 19 | 67 | Y | Coding | 0.1296 |
+| 20 | 29 | Y | Coding | 0.1779 |
+| 21 | 36 | N | Coding | 0.4158 |
+| 22 | 23 | Y | Coding | 0.1521 |
+| 23 | 31 | Y | Coding | 0.1450 |
+| 24 | 340 | N | FunctionCalling | 0.4498 |
+| 25 | 155 | Y | Coding | 0.0993 |
+| 26 | 292 | N | Coding | 0.3202 |
+| 27 | 80 | N | Coding | 0.7265 |
+| 28 | 88 | N | Coding | 0.5024 |
+| 29 | 127 | N | Coding | 0.3634 |
+| 30 | 508 | N | Coding | 0.3769 |
+| 31 | 304 | N | Coding | 0.5852 |
+| 32 | 114 | Y | FunctionCalling | 0.0670 |
+| 33 | 59 | N | Coding | 0.2996 |
+| 34 | 111 | Y | Coding | 0.0773 |
+| 35 | 299 | Y | FunctionCalling | 0.2593 |
+| 36 | 194 | N | Coding | 0.6100 |
+| 37 | 89 | Y | FunctionCalling | 0.1943 |
+| 38 | 26 | Y | Coding | 0.0731 |
+| 39 | 176 | Y | Coding | 0.2570 |
+| 40 | 163 | Y | Coding | 0.1966 |
+| 41 | 32 | N | Coding | 0.2952 |
+| 42 | 41 | Y | Coding | 0.1785 |
+| 43 | 103 | N | Coding | 0.5480 |
+| 44 | 180 | Y | Coding | 0.0963 |
+| 45 | 185 | N | Coding | 0.6651 |
+| 46 | 649 | N | Coding | 0.4675 |
+| 47 | 135 | Y | Coding | 0.2275 |
+| 48 | 89 | Y | Coding | 0.0906 |
+| 49 | 58 | Y | Coding | 0.2431 |
+| 50 | 16 | Y | Coding | 0.2434 |
+| 51 | 99 | Y | Coding | 0.1250 |
+| 52 | 68 | N | Coding | 0.3115 |
+| 53 | 137 | N | Coding | 0.6248 |
+| 54 | 115 | N | Coding | 0.5119 |
+| 55 | 237 | Y | Coding | 0.0841 |
+| 56 | 62 | N | Coding | 0.4406 |
+| 57 | 34 | N | Coding | 0.5275 |
+| 58 | 370 | N | Coding | 0.2678 |
+| 59 | 201 | Y | Coding | 0.2628 |
+| 60 | 201 | N | Coding | 0.4911 |
+| 61 | 65 | N | Coding | 0.2846 |
+| 62 | 392 | Y | Coding | 0.1904 |
+| 63 | 58 | Y | Coding | 0.2321 |
+
+---
+
+### Layer 26
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 37 | Y | Coding | 0.1540 |
+| 1 | 12 | N | Coding | 0.3521 |
+| 2 | 71 | N | Coding | 0.3571 |
+| 3 | 35 | N | Coding | 0.3870 |
+| 4 | 3 | Y | Coding | 0.0600 |
+| 5 | 494 | N | FunctionCalling | 0.3312 |
+| 6 | 13 | Y | Coding | 0.1825 |
+| 7 | 61 | N | Coding | 0.5021 |
+| 8 | 92 | Y | Coding | 0.1119 |
+| 9 | 114 | Y | Coding | 0.1587 |
+| 10 | 507 | N | Coding | 0.3255 |
+| 11 | 196 | N | Coding | 0.5557 |
+| 12 | 122 | N | Coding | 0.5343 |
+| 13 | 22 | Y | Coding | 0.0932 |
+| 14 | 134 | N | Coding | 0.5405 |
+| 15 | 25 | Y | Coding | 0.2512 |
+| 16 | 16 | N | Coding | 0.9507 |
+| 17 | 143 | N | Coding | 0.4309 |
+| 18 | 45 | Y | Coding | 0.1285 |
+| 19 | 842 | Y | Coding | 0.2014 |
+| 20 | 43 | Y | Coding | 0.0567 |
+| 21 | 79 | N | Coding | 0.3500 |
+| 22 | 42 | N | Coding | 0.4362 |
+| 23 | 322 | Y | Coding | 0.2513 |
+| 24 | 62 | N | Coding | 0.3343 |
+| 25 | 220 | N | Coding | 0.4690 |
+| 26 | 7 | Y | Coding | 0.0983 |
+| 27 | 90 | Y | Coding | 0.1101 |
+| 28 | 322 | Y | Coding | 0.1741 |
+| 29 | 49 | N | Coding | 0.2703 |
+| 30 | 44 | Y | Coding | 0.1048 |
+| 31 | 159 | Y | FunctionCalling | 0.2441 |
+| 32 | 259 | Y | Coding | 0.2511 |
+| 33 | 537 | N | Coding | 0.4753 |
+| 34 | 516 | N | Coding | 0.4419 |
+| 35 | 28 | Y | Coding | 0.1783 |
+| 36 | 24 | N | Coding | 0.4802 |
+| 37 | 191 | N | Coding | 0.3496 |
+| 38 | 55 | Y | Coding | 0.1478 |
+| 39 | 606 | N | Coding | 0.3280 |
+| 40 | 138 | N | Coding | 0.4074 |
+| 41 | 475 | N | Coding | 0.6738 |
+| 42 | 52 | Y | Coding | 0.2076 |
+| 43 | 15 | Y | Coding | 0.0427 |
+| 44 | 434 | N | Coding | 0.2579 |
+| 45 | 48 | N | Coding | 0.7958 |
+| 46 | 94 | N | Coding | 0.8336 |
+| 47 | 150 | Y | Coding | 0.0744 |
+| 48 | 77 | Y | Coding | 0.0519 |
+| 49 | 30 | Y | Coding | 0.1481 |
+| 50 | 40 | Y | Coding | 0.2474 |
+| 51 | 21 | N | Coding | 0.3277 |
+| 52 | 106 | N | Coding | 0.8959 |
+| 53 | 51 | Y | Coding | 0.1924 |
+| 54 | 99 | Y | Coding | 0.1927 |
+| 55 | 95 | N | Coding | 0.4460 |
+| 56 | 52 | Y | Coding | 0.1488 |
+| 57 | 49 | Y | Coding | 0.1028 |
+| 58 | 51 | N | Coding | 0.5145 |
+| 59 | 4 | Y | Coding | 0.0698 |
+| 60 | 100 | N | Coding | 0.2906 |
+| 61 | 677 | N | FunctionCalling | 0.5844 |
+| 62 | 1 | Y | Coding | 0.0415 |
+| 63 | 358 | Y | Coding | 0.1617 |
+
+---
+
+### Layer 27
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 159 | Y | Coding | 0.2177 |
+| 1 | 133 | N | Coding | 0.6955 |
+| 2 | 174 | N | Coding | 0.4588 |
+| 3 | 41 | Y | Coding | 0.0867 |
+| 4 | 44 | Y | Coding | 0.1659 |
+| 5 | 95 | N | Coding | 0.2966 |
+| 6 | 21 | N | Coding | 0.5223 |
+| 7 | 17 | Y | Coding | 0.0633 |
+| 8 | 92 | N | Coding | 0.5225 |
+| 9 | 803 | Y | Coding | 0.1671 |
+| 10 | 10 | N | Coding | 0.4450 |
+| 11 | 371 | N | Coding | 0.3132 |
+| 12 | 176 | N | Coding | 0.6982 |
+| 13 | 65 | Y | Coding | 0.2090 |
+| 14 | 204 | Y | Coding | 0.1524 |
+| 15 | 75 | Y | Coding | 0.1608 |
+| 16 | 138 | N | Coding | 0.4878 |
+| 17 | 276 | Y | FunctionCalling | 0.2452 |
+| 18 | 45 | N | Coding | 0.2978 |
+| 19 | 28 | Y | Coding | 0.2494 |
+| 20 | 24 | N | Coding | 0.2989 |
+| 21 | 39 | N | Coding | 0.6401 |
+| 22 | 86 | Y | Coding | 0.0953 |
+| 23 | 195 | Y | Coding | 0.1177 |
+| 24 | 76 | N | Coding | 0.4489 |
+| 25 | 13 | Y | Coding | 0.0848 |
+| 26 | 50 | N | Coding | 0.3536 |
+| 27 | 387 | N | FunctionCalling | 0.6690 |
+| 28 | 442 | N | Coding | 0.3254 |
+| 29 | 12 | Y | Coding | 0.0975 |
+| 30 | 621 | N | Coding | 0.3635 |
+| 31 | 9 | Y | Coding | 0.1065 |
+| 32 | 159 | Y | Coding | 0.1807 |
+| 33 | 101 | N | Coding | 0.2706 |
+| 34 | 525 | N | FunctionCalling | 0.5609 |
+| 35 | 19 | Y | Coding | 0.2311 |
+| 36 | 101 | N | Coding | 0.5974 |
+| 37 | 50 | N | Coding | 0.4833 |
+| 38 | 5 | Y | Coding | 0.0830 |
+| 39 | 37 | N | Coding | 0.3679 |
+| 40 | 147 | Y | Coding | 0.1163 |
+| 41 | 278 | Y | Coding | 0.1886 |
+| 42 | 8 | Y | Coding | 0.0516 |
+| 43 | 119 | Y | FunctionCalling | 0.1907 |
+| 44 | 33 | N | Coding | 0.2998 |
+| 45 | 384 | N | Coding | 0.2861 |
+| 46 | 42 | Y | Coding | 0.1255 |
+| 47 | 4 | Y | Coding | 0.0406 |
+| 48 | 516 | Y | Coding | 0.1819 |
+| 49 | 26 | Y | Coding | 0.0940 |
+| 50 | 66 | N | Coding | 0.4289 |
+| 51 | 322 | N | Coding | 0.5353 |
+| 52 | 128 | Y | FunctionCalling | 0.1179 |
+| 53 | 468 | N | Coding | 0.3293 |
+| 54 | 30 | Y | Coding | 0.1572 |
+| 55 | 498 | N | Coding | 0.3365 |
+| 56 | 20 | Y | Coding | 0.0771 |
+| 57 | 89 | Y | Coding | 0.1931 |
+| 58 | 295 | Y | Coding | 0.1505 |
+| 59 | 144 | Y | Coding | 0.1633 |
+| 60 | 21 | N | Coding | 0.4990 |
+| 61 | 103 | N | Coding | 0.2831 |
+| 62 | 37 | N | Coding | 0.4652 |
+| 63 | 160 | N | Coding | 0.3136 |
+
+---
+
+### Layer 28
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 230 | Y | Coding | 0.2686 |
+| 1 | 79 | N | Coding | 0.2951 |
+| 2 | 100 | Y | FunctionCalling | 0.1261 |
+| 3 | 35 | N | Coding | 0.3531 |
+| 4 | 135 | Y | Coding | 0.2558 |
+| 5 | 42 | N | Coding | 0.3801 |
+| 6 | 34 | N | Coding | 0.7253 |
+| 7 | 1,236 | N | Coding | 0.5786 |
+| 8 | 170 | Y | Coding | 0.1501 |
+| 9 | 50 | N | Coding | 0.4269 |
+| 10 | 37 | N | Coding | 1.0279 |
+| 11 | 343 | Y | Coding | 0.2579 |
+| 12 | 109 | N | Coding | 0.4991 |
+| 13 | 259 | Y | Coding | 0.1010 |
+| 14 | 491 | N | FunctionCalling | 1.2557 |
+| 15 | 94 | Y | Coding | 0.1299 |
+| 16 | 117 | Y | Coding | 0.1276 |
+| 17 | 244 | N | Coding | 0.9280 |
+| 18 | 130 | Y | Coding | 0.2565 |
+| 19 | 38 | Y | Coding | 0.0568 |
+| 20 | 114 | N | Coding | 0.5554 |
+| 21 | 499 | Y | Coding | 0.2054 |
+| 22 | 240 | N | Coding | 0.5561 |
+| 23 | 366 | N | Coding | 0.3804 |
+| 24 | 360 | Y | Coding | 0.1202 |
+| 25 | 138 | N | Coding | 0.4779 |
+| 26 | 133 | N | Coding | 0.7033 |
+| 27 | 84 | Y | Coding | 0.2642 |
+| 28 | 164 | N | Coding | 0.3518 |
+| 29 | 66 | Y | Coding | 0.2189 |
+| 30 | 3 | Y | Coding | 0.0737 |
+| 31 | 34 | N | Coding | 0.3408 |
+| 32 | 161 | Y | FunctionCalling | 0.0476 |
+| 33 | 30 | Y | Coding | 0.0705 |
+| 34 | 97 | N | Coding | 0.3081 |
+| 35 | 12 | Y | Coding | 0.0356 |
+| 36 | 41 | Y | Coding | 0.2599 |
+| 37 | 168 | N | Coding | 0.3676 |
+| 38 | 64 | N | Coding | 0.5918 |
+| 39 | 95 | Y | Coding | 0.0908 |
+| 40 | 179 | N | Coding | 0.7344 |
+| 41 | 11 | N | Coding | 0.4304 |
+| 42 | 280 | Y | Coding | 0.2909 |
+| 43 | 0 | Y | unknown | 0.0000 |
+| 44 | 317 | N | Coding | 0.3473 |
+| 45 | 5 | Y | Coding | 0.1199 |
+| 46 | 57 | Y | Coding | 0.2386 |
+| 47 | 548 | N | FunctionCalling | 0.5020 |
+| 48 | 44 | Y | Coding | 0.1277 |
+| 49 | 36 | N | Coding | 0.6247 |
+| 50 | 438 | N | Coding | 0.7588 |
+| 51 | 89 | N | Coding | 0.6611 |
+| 52 | 363 | N | Coding | 0.4949 |
+| 53 | 41 | Y | Coding | 0.1620 |
+| 54 | 36 | Y | Coding | 0.1952 |
+| 55 | 30 | N | Coding | 0.4213 |
+| 56 | 42 | N | Coding | 0.8806 |
+| 57 | 48 | Y | Coding | 0.1849 |
+| 58 | 1 | Y | Coding | 0.0571 |
+| 59 | 209 | Y | Coding | 0.1187 |
+| 60 | 105 | Y | Coding | 0.2904 |
+| 61 | 38 | N | Coding | 0.7138 |
+| 62 | 25 | Y | Coding | 0.2241 |
+| 63 | 72 | N | Coding | 0.3061 |
+
+---
+
+### Layer 29
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 40 | Y | Coding | 0.2164 |
+| 1 | 62 | N | Coding | 0.3472 |
+| 2 | 140 | N | Coding | 0.5607 |
+| 3 | 28 | Y | Coding | 0.1078 |
+| 4 | 98 | N | Coding | 0.3358 |
+| 5 | 198 | N | Coding | 0.4877 |
+| 6 | 350 | N | Coding | 0.6897 |
+| 7 | 178 | N | Coding | 0.5847 |
+| 8 | 159 | Y | Coding | 0.0961 |
+| 9 | 163 | N | Coding | 0.3743 |
+| 10 | 387 | Y | Coding | 0.2539 |
+| 11 | 356 | Y | Coding | 0.1664 |
+| 12 | 137 | Y | Coding | 0.1864 |
+| 13 | 8 | Y | Coding | 0.1317 |
+| 14 | 191 | N | Coding | 0.8632 |
+| 15 | 74 | Y | Coding | 0.2615 |
+| 16 | 316 | Y | Coding | 0.2562 |
+| 17 | 372 | Y | Coding | 0.1673 |
+| 18 | 125 | N | Coding | 0.4993 |
+| 19 | 78 | Y | FunctionCalling | 0.0757 |
+| 20 | 49 | Y | Coding | 0.2323 |
+| 21 | 124 | N | Coding | 0.5018 |
+| 22 | 14 | N | Coding | 0.7051 |
+| 23 | 46 | N | Coding | 0.7018 |
+| 24 | 41 | Y | Coding | 0.2713 |
+| 25 | 297 | N | Coding | 0.2839 |
+| 26 | 0 | Y | unknown | 0.0000 |
+| 27 | 189 | N | Coding | 0.3919 |
+| 28 | 210 | N | Coding | 0.2730 |
+| 29 | 5 | Y | Coding | 0.1152 |
+| 30 | 76 | Y | Coding | 0.1738 |
+| 31 | 122 | N | Coding | 0.4996 |
+| 32 | 469 | Y | Coding | 0.2237 |
+| 33 | 18 | Y | Coding | 0.0949 |
+| 34 | 99 | N | Coding | 1.1806 |
+| 35 | 49 | Y | Coding | 0.1950 |
+| 36 | 29 | Y | FunctionCalling | 0.0766 |
+| 37 | 66 | Y | Coding | 0.1192 |
+| 38 | 678 | N | Coding | 0.3084 |
+| 39 | 135 | Y | Coding | 0.1995 |
+| 40 | 47 | N | Coding | 0.4184 |
+| 41 | 1 | Y | Coding | 0.0453 |
+| 42 | 49 | N | Coding | 1.9550 |
+| 43 | 13 | N | Coding | 1.3431 |
+| 44 | 43 | Y | Coding | 0.0780 |
+| 45 | 514 | N | FunctionCalling | 0.6978 |
+| 46 | 29 | N | Coding | 0.3580 |
+| 47 | 49 | N | Coding | 0.4998 |
+| 48 | 43 | Y | Coding | 0.1046 |
+| 49 | 17 | Y | Coding | 0.2251 |
+| 50 | 20 | N | Coding | 0.3195 |
+| 51 | 75 | Y | Coding | 0.2001 |
+| 52 | 578 | Y | Coding | 0.1793 |
+| 53 | 33 | N | Coding | 0.3927 |
+| 54 | 96 | N | Coding | 0.6206 |
+| 55 | 14 | N | Coding | 0.8154 |
+| 56 | 22 | Y | Coding | 0.0895 |
+| 57 | 490 | Y | Coding | 0.1202 |
+| 58 | 406 | N | FunctionCalling | 0.3896 |
+| 59 | 128 | N | Coding | 0.6140 |
+| 60 | 193 | Y | Coding | 0.1333 |
+| 61 | 44 | N | Coding | 1.7522 |
+| 62 | 291 | Y | Coding | 0.1220 |
+| 63 | 485 | N | Coding | 1.1053 |
+
+---
+
+### Layer 30
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 157 | Y | Coding | 0.1759 |
+| 1 | 26 | Y | Coding | 0.0874 |
+| 2 | 138 | Y | Coding | 0.1672 |
+| 3 | 20 | Y | Coding | 0.1677 |
+| 4 | 79 | N | Coding | 0.4637 |
+| 5 | 562 | Y | Coding | 0.1566 |
+| 6 | 44 | N | Coding | 1.1273 |
+| 7 | 2 | Y | Coding | 0.0651 |
+| 8 | 54 | Y | FunctionCalling | 0.0658 |
+| 9 | 676 | N | Coding | 0.2944 |
+| 10 | 157 | N | Coding | 0.7402 |
+| 11 | 4 | Y | Coding | 0.0618 |
+| 12 | 522 | N | Coding | 0.3313 |
+| 13 | 253 | N | Coding | 0.3913 |
+| 14 | 230 | N | Coding | 0.5220 |
+| 15 | 114 | Y | Coding | 0.0961 |
+| 16 | 157 | N | Coding | 0.4359 |
+| 17 | 12 | Y | Coding | 0.1476 |
+| 18 | 4 | Y | Coding | 0.0925 |
+| 19 | 361 | N | Coding | 0.5875 |
+| 20 | 159 | Y | Coding | 0.1687 |
+| 21 | 288 | N | Coding | 0.3450 |
+| 22 | 9 | Y | Coding | 0.0840 |
+| 23 | 50 | N | Coding | 0.2363 |
+| 24 | 89 | Y | Coding | 0.1028 |
+| 25 | 70 | N | Coding | 0.3889 |
+| 26 | 37 | Y | Coding | 0.1531 |
+| 27 | 17 | N | Coding | 0.7074 |
+| 28 | 42 | N | Coding | 0.2058 |
+| 29 | 108 | Y | Coding | 0.0956 |
+| 30 | 556 | N | Coding | 0.3009 |
+| 31 | 25 | Y | Coding | 0.1232 |
+| 32 | 4 | Y | Coding | 0.0781 |
+| 33 | 53 | N | Coding | 0.2163 |
+| 34 | 29 | Y | FunctionCalling | 0.0702 |
+| 35 | 96 | N | Coding | 0.4653 |
+| 36 | 230 | N | Coding | 0.5806 |
+| 37 | 143 | Y | Coding | 0.1907 |
+| 38 | 227 | N | Coding | 0.2057 |
+| 39 | 161 | N | Coding | 0.2497 |
+| 40 | 487 | N | FunctionCalling | 0.7538 |
+| 41 | 39 | N | Coding | 0.6002 |
+| 42 | 7 | Y | Coding | 0.0483 |
+| 43 | 29 | Y | Coding | 0.1391 |
+| 44 | 131 | N | Coding | 0.4885 |
+| 45 | 22 | Y | Coding | 0.1257 |
+| 46 | 103 | N | Coding | 0.2091 |
+| 47 | 89 | Y | FunctionCalling | 0.0836 |
+| 48 | 223 | N | Coding | 1.2940 |
+| 49 | 119 | N | Coding | 0.5087 |
+| 50 | 28 | Y | Coding | 0.1363 |
+| 51 | 74 | Y | Coding | 0.1347 |
+| 52 | 81 | N | Coding | 0.5806 |
+| 53 | 11 | Y | Coding | 0.1092 |
+| 54 | 208 | N | Coding | 0.2325 |
+| 55 | 19 | Y | Coding | 0.0688 |
+| 56 | 20 | Y | Coding | 0.1157 |
+| 57 | 481 | Y | Coding | 0.1454 |
+| 58 | 464 | N | Coding | 0.5684 |
+| 59 | 92 | N | Coding | 0.2936 |
+| 60 | 63 | Y | FunctionCalling | 0.1145 |
+| 61 | 784 | N | FunctionCalling | 0.5846 |
+| 62 | 206 | Y | Coding | 0.1065 |
+| 63 | 111 | N | Coding | 0.4060 |
+
+---
+
+### Layer 31
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 151 | N | Coding | 0.7675 |
+| 1 | 150 | N | Coding | 0.5160 |
+| 2 | 123 | Y | Coding | 0.0850 |
+| 3 | 789 | N | Coding | 0.5390 |
+| 4 | 563 | Y | Coding | 0.2734 |
+| 5 | 75 | N | Coding | 0.7097 |
+| 6 | 635 | Y | Coding | 0.2435 |
+| 7 | 76 | N | Coding | 0.3934 |
+| 8 | 36 | Y | Coding | 0.2402 |
+| 9 | 38 | Y | Coding | 0.0880 |
+| 10 | 131 | N | Coding | 1.0185 |
+| 11 | 48 | N | Coding | 0.6200 |
+| 12 | 177 | N | Coding | 0.5893 |
+| 13 | 295 | N | Coding | 0.9342 |
+| 14 | 154 | N | Coding | 0.3436 |
+| 15 | 442 | Y | FunctionCalling | 0.0959 |
+| 16 | 186 | N | FunctionCalling | 0.6129 |
+| 17 | 2 | Y | Coding | 0.0772 |
+| 18 | 43 | Y | Coding | 0.1581 |
+| 19 | 105 | N | Coding | 0.3932 |
+| 20 | 120 | N | Coding | 0.4559 |
+| 21 | 89 | N | Coding | 1.1497 |
+| 22 | 14 | Y | Coding | 0.1880 |
+| 23 | 916 | N | FunctionCalling | 0.3978 |
+| 24 | 75 | Y | Coding | 0.1171 |
+| 25 | 77 | N | Coding | 0.4315 |
+| 26 | 17 | Y | Coding | 0.2636 |
+| 27 | 166 | Y | Coding | 0.1927 |
+| 28 | 106 | Y | Coding | 0.3041 |
+| 29 | 291 | N | Coding | 0.9017 |
+| 30 | 54 | Y | Coding | 0.2398 |
+| 31 | 185 | Y | Coding | 0.3190 |
+| 32 | 35 | N | Coding | 0.6265 |
+| 33 | 52 | N | Coding | 0.4564 |
+| 34 | 26 | Y | Coding | 0.0720 |
+| 35 | 698 | N | Coding | 0.4804 |
+| 36 | 39 | N | Coding | 1.1664 |
+| 37 | 42 | N | Coding | 0.6572 |
+| 38 | 60 | Y | Coding | 0.2411 |
+| 39 | 177 | Y | Coding | 0.2817 |
+| 40 | 15 | Y | Coding | 0.1493 |
+| 41 | 26 | Y | Coding | 0.1565 |
+| 42 | 312 | Y | FunctionCalling | 0.2708 |
+| 43 | 59 | Y | Coding | 0.1207 |
+| 44 | 63 | N | Coding | 0.7367 |
+| 45 | 292 | N | Coding | 0.3608 |
+| 46 | 200 | N | Coding | 0.5461 |
+| 47 | 94 | N | Coding | 0.5323 |
+| 48 | 65 | Y | Coding | 0.2864 |
+| 49 | 13 | Y | Coding | 0.2891 |
+| 50 | 36 | N | Coding | 0.8201 |
+| 51 | 98 | Y | Coding | 0.3275 |
+| 52 | 46 | Y | Coding | 0.0798 |
+| 53 | 74 | N | Coding | 1.3515 |
+| 54 | 10 | Y | Coding | 0.0753 |
+| 55 | 89 | N | Coding | 0.4200 |
+| 56 | 75 | Y | Coding | 0.1556 |
+| 57 | 85 | N | Coding | 0.6840 |
+| 58 | 14 | N | Coding | 0.3425 |
+| 59 | 591 | Y | FunctionCalling | 0.3200 |
+| 60 | 0 | Y | unknown | 0.0000 |
+| 61 | 16 | Y | Coding | 0.1169 |
+| 62 | 42 | Y | Coding | 0.1497 |
+| 63 | 83 | N | Coding | 0.3681 |
+
+---
+
+### Layer 32
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 128 | N | Coding | 1.1186 |
+| 1 | 410 | Y | FunctionCalling | 0.2009 |
+| 2 | 216 | N | Coding | 0.3978 |
+| 3 | 81 | N | Coding | 0.2460 |
+| 4 | 26 | Y | Coding | 0.1705 |
+| 5 | 74 | N | Coding | 0.5222 |
+| 6 | 80 | N | Coding | 0.2767 |
+| 7 | 25 | N | Coding | 0.2313 |
+| 8 | 148 | Y | Coding | 0.1174 |
+| 9 | 77 | N | Coding | 0.2594 |
+| 10 | 80 | N | Coding | 0.3174 |
+| 11 | 66 | Y | Coding | 0.1786 |
+| 12 | 134 | Y | Coding | 0.1076 |
+| 13 | 450 | N | Coding | 0.2487 |
+| 14 | 20 | Y | Coding | 0.1047 |
+| 15 | 48 | Y | Coding | 0.2152 |
+| 16 | 4 | Y | Coding | 0.0848 |
+| 17 | 76 | N | Coding | 0.5543 |
+| 18 | 38 | N | Coding | 0.7425 |
+| 19 | 110 | Y | Coding | 0.1474 |
+| 20 | 216 | N | Coding | 0.4696 |
+| 21 | 25 | Y | Coding | 0.1547 |
+| 22 | 88 | Y | Coding | 0.1959 |
+| 23 | 882 | N | FunctionCalling | 3.4265 |
+| 24 | 6 | Y | Coding | 0.1004 |
+| 25 | 126 | N | Coding | 0.8036 |
+| 26 | 576 | Y | Coding | 0.1560 |
+| 27 | 49 | Y | Coding | 0.2207 |
+| 28 | 155 | N | Coding | 0.5148 |
+| 29 | 82 | Y | Coding | 0.0969 |
+| 30 | 332 | Y | Coding | 0.2001 |
+| 31 | 57 | N | Coding | 0.7564 |
+| 32 | 54 | Y | Coding | 0.1151 |
+| 33 | 1 | Y | Coding | 0.0492 |
+| 34 | 132 | N | Coding | 0.9138 |
+| 35 | 356 | N | Coding | 0.5760 |
+| 36 | 148 | Y | Coding | 0.1986 |
+| 37 | 480 | Y | Coding | 0.1178 |
+| 38 | 7 | Y | Coding | 0.0569 |
+| 39 | 137 | N | Coding | 0.9508 |
+| 40 | 486 | Y | Coding | 0.1229 |
+| 41 | 23 | N | Coding | 1.0339 |
+| 42 | 70 | N | Coding | 0.6233 |
+| 43 | 1 | Y | Coding | 0.1032 |
+| 44 | 234 | N | Coding | 0.5937 |
+| 45 | 192 | Y | Coding | 0.2277 |
+| 46 | 68 | N | Coding | 0.6481 |
+| 47 | 235 | N | Coding | 0.2603 |
+| 48 | 38 | N | Coding | 0.2779 |
+| 49 | 10 | Y | Coding | 0.1265 |
+| 50 | 12 | Y | Coding | 0.1006 |
+| 51 | 1 | Y | Coding | 0.0427 |
+| 52 | 103 | N | Coding | 0.3886 |
+| 53 | 471 | Y | FunctionCalling | 0.0982 |
+| 54 | 79 | N | Coding | 0.3849 |
+| 55 | 31 | Y | Coding | 0.2039 |
+| 56 | 305 | N | Coding | 0.2866 |
+| 57 | 402 | Y | Coding | 0.1605 |
+| 58 | 100 | Y | FunctionCalling | 0.1061 |
+| 59 | 20 | Y | Coding | 0.1700 |
+| 60 | 64 | N | Coding | 0.9957 |
+| 61 | 58 | N | Coding | 0.2932 |
+| 62 | 487 | N | Coding | 0.5961 |
+| 63 | 166 | N | Coding | 0.5628 |
+
+---
+
+### Layer 33
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 419 | Y | Coding | 0.3150 |
+| 1 | 201 | N | Coding | 0.9542 |
+| 2 | 87 | N | Coding | 0.4777 |
+| 3 | 70 | N | Coding | 0.5091 |
+| 4 | 4 | Y | Coding | 0.0626 |
+| 5 | 129 | Y | Coding | 0.2360 |
+| 6 | 122 | N | Coding | 0.8639 |
+| 7 | 787 | N | FunctionCalling | 0.4717 |
+| 8 | 46 | Y | Coding | 0.3026 |
+| 9 | 11 | Y | Coding | 0.0477 |
+| 10 | 95 | N | Coding | 1.4315 |
+| 11 | 104 | Y | Coding | 0.3060 |
+| 12 | 277 | Y | Coding | 0.1065 |
+| 13 | 178 | N | Coding | 0.8538 |
+| 14 | 988 | Y | Coding | 0.2578 |
+| 15 | 16 | Y | Coding | 0.0808 |
+| 16 | 141 | Y | Coding | 0.0895 |
+| 17 | 3 | Y | Coding | 0.1177 |
+| 18 | 70 | N | Coding | 0.3366 |
+| 19 | 60 | N | Coding | 0.8743 |
+| 20 | 6 | Y | Coding | 0.0550 |
+| 21 | 113 | N | Coding | 1.2564 |
+| 22 | 30 | Y | Coding | 0.2033 |
+| 23 | 40 | Y | Coding | 0.0488 |
+| 24 | 8 | N | Coding | 0.4072 |
+| 25 | 118 | N | Coding | 1.7204 |
+| 26 | 89 | N | Coding | 0.6806 |
+| 27 | 31 | N | Coding | 0.5827 |
+| 28 | 73 | N | Coding | 0.7689 |
+| 29 | 48 | N | Coding | 0.8968 |
+| 30 | 36 | Y | Coding | 0.1413 |
+| 31 | 459 | Y | Coding | 0.2676 |
+| 32 | 216 | N | Coding | 0.8916 |
+| 33 | 211 | N | Coding | 0.5034 |
+| 34 | 37 | Y | Coding | 0.0608 |
+| 35 | 261 | Y | Coding | 0.2652 |
+| 36 | 214 | N | Coding | 0.5433 |
+| 37 | 64 | N | Coding | 0.4994 |
+| 38 | 201 | N | Coding | 0.7381 |
+| 39 | 181 | N | Coding | 1.1663 |
+| 40 | 7 | Y | Coding | 0.0435 |
+| 41 | 29 | N | Coding | 0.3825 |
+| 42 | 149 | Y | Coding | 0.2655 |
+| 43 | 213 | N | Coding | 0.4339 |
+| 44 | 50 | N | Coding | 1.3717 |
+| 45 | 52 | Y | Coding | 0.1909 |
+| 46 | 65 | Y | FunctionCalling | 0.0508 |
+| 47 | 90 | Y | Coding | 0.2569 |
+| 48 | 27 | Y | Coding | 0.1493 |
+| 49 | 61 | Y | Coding | 0.0678 |
+| 50 | 67 | Y | Coding | 0.2751 |
+| 51 | 69 | Y | Coding | 0.3011 |
+| 52 | 90 | Y | Coding | 0.1098 |
+| 53 | 0 | Y | unknown | 0.0000 |
+| 54 | 254 | N | Coding | 0.3957 |
+| 55 | 185 | N | Coding | 0.6950 |
+| 56 | 41 | Y | Coding | 0.0808 |
+| 57 | 471 | N | Coding | 0.8198 |
+| 58 | 116 | Y | Coding | 0.2800 |
+| 59 | 608 | N | FunctionCalling | 0.6326 |
+| 60 | 38 | Y | Coding | 0.2004 |
+| 61 | 58 | N | Coding | 0.3950 |
+| 62 | 817 | N | FunctionCalling | 0.6642 |
+| 63 | 55 | N | Coding | 1.2209 |
+
+---
+
+### Layer 34
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 403 | Y | Coding | 0.1613 |
+| 1 | 85 | N | Coding | 0.4689 |
+| 2 | 112 | Y | Coding | 0.1559 |
+| 3 | 122 | N | Coding | 0.6343 |
+| 4 | 125 | N | Coding | 0.8666 |
+| 5 | 35 | N | Coding | 1.0282 |
+| 6 | 13 | Y | Coding | 0.0531 |
+| 7 | 84 | Y | Coding | 0.1245 |
+| 8 | 69 | Y | Coding | 0.0522 |
+| 9 | 243 | N | Coding | 0.3476 |
+| 10 | 455 | Y | Coding | 0.2307 |
+| 11 | 85 | N | Coding | 0.3881 |
+| 12 | 49 | Y | Coding | 0.1087 |
+| 13 | 13 | Y | Coding | 0.1447 |
+| 14 | 80 | N | Coding | 0.5956 |
+| 15 | 548 | Y | Coding | 0.1601 |
+| 16 | 3 | Y | Coding | 0.0676 |
+| 17 | 22 | Y | Coding | 0.2158 |
+| 18 | 239 | Y | FunctionCalling | 0.1497 |
+| 19 | 139 | N | Coding | 0.8996 |
+| 20 | 10 | N | Coding | 2.3055 |
+| 21 | 42 | Y | Coding | 0.2773 |
+| 22 | 73 | Y | Coding | 0.1008 |
+| 23 | 10 | Y | Coding | 0.1914 |
+| 24 | 32 | N | Coding | 0.5445 |
+| 25 | 0 | Y | unknown | 0.0000 |
+| 26 | 145 | Y | Coding | 0.3374 |
+| 27 | 55 | N | Coding | 0.3431 |
+| 28 | 45 | N | Coding | 0.4774 |
+| 29 | 26 | Y | Coding | 0.0872 |
+| 30 | 22 | N | Coding | 1.1794 |
+| 31 | 18 | N | Coding | 0.3708 |
+| 32 | 53 | N | Coding | 0.3752 |
+| 33 | 279 | N | Coding | 1.1018 |
+| 34 | 85 | Y | Coding | 0.3413 |
+| 35 | 14 | Y | Coding | 0.0523 |
+| 36 | 2 | Y | Coding | 0.0489 |
+| 37 | 38 | N | Coding | 0.7820 |
+| 38 | 316 | N | Coding | 0.4223 |
+| 39 | 116 | Y | Coding | 0.1914 |
+| 40 | 236 | Y | Coding | 0.2100 |
+| 41 | 7 | Y | Coding | 0.0772 |
+| 42 | 7 | Y | Coding | 0.0573 |
+| 43 | 566 | Y | Coding | 0.2459 |
+| 44 | 35 | N | Coding | 0.4488 |
+| 45 | 56 | N | Coding | 2.0141 |
+| 46 | 6 | Y | Coding | 0.0587 |
+| 47 | 240 | Y | Coding | 0.3240 |
+| 48 | 254 | N | Coding | 0.9205 |
+| 49 | 108 | Y | Coding | 0.1993 |
+| 50 | 189 | N | Coding | 0.4989 |
+| 51 | 47 | Y | Coding | 0.3413 |
+| 52 | 396 | N | Coding | 0.4591 |
+| 53 | 89 | N | Coding | 1.3773 |
+| 54 | 193 | N | Coding | 0.9802 |
+| 55 | 1,016 | N | FunctionCalling | 0.7781 |
+| 56 | 204 | N | Coding | 0.3696 |
+| 57 | 118 | N | Coding | 0.3609 |
+| 58 | 560 | Y | Coding | 0.2526 |
+| 59 | 214 | N | Coding | 0.4783 |
+| 60 | 49 | N | Coding | 1.0789 |
+| 61 | 697 | N | FunctionCalling | 1.1698 |
+| 62 | 88 | Y | Coding | 0.0805 |
+| 63 | 176 | N | Coding | 0.7909 |
+
+---
+
+### Layer 35
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 32 | Y | Coding | 0.1543 |
+| 1 | 146 | N | Coding | 1.3649 |
+| 2 | 46 | Y | Coding | 0.2710 |
+| 3 | 10 | Y | Coding | 0.2049 |
+| 4 | 5 | Y | Coding | 0.0532 |
+| 5 | 38 | Y | Coding | 0.2298 |
+| 6 | 394 | Y | Coding | 0.2149 |
+| 7 | 43 | Y | Coding | 0.1956 |
+| 8 | 321 | N | FunctionCalling | 0.3124 |
+| 9 | 53 | N | Coding | 1.0502 |
+| 10 | 70 | N | Coding | 0.4380 |
+| 11 | 0 | Y | unknown | 0.0000 |
+| 12 | 353 | Y | Coding | 0.1949 |
+| 13 | 56 | N | Coding | 0.5747 |
+| 14 | 78 | N | Coding | 0.9920 |
+| 15 | 439 | N | Coding | 0.3557 |
+| 16 | 16 | Y | Coding | 0.2173 |
+| 17 | 42 | Y | Coding | 0.1023 |
+| 18 | 199 | N | Coding | 0.3028 |
+| 19 | 185 | N | Coding | 0.4293 |
+| 20 | 910 | Y | Coding | 0.2627 |
+| 21 | 55 | N | Coding | 0.6651 |
+| 22 | 663 | N | Coding | 0.3467 |
+| 23 | 154 | N | Coding | 1.4862 |
+| 24 | 62 | N | Coding | 1.1396 |
+| 25 | 21 | Y | Coding | 0.0445 |
+| 26 | 0 | Y | unknown | 0.0000 |
+| 27 | 162 | Y | FunctionCalling | 0.1313 |
+| 28 | 74 | N | Coding | 0.5092 |
+| 29 | 206 | N | Coding | 1.8406 |
+| 30 | 1 | Y | Coding | 0.0466 |
+| 31 | 79 | Y | Coding | 0.2736 |
+| 32 | 79 | Y | Coding | 0.1475 |
+| 33 | 438 | N | Coding | 0.4731 |
+| 34 | 232 | N | Coding | 0.6690 |
+| 35 | 39 | N | Coding | 0.7465 |
+| 36 | 11 | N | Coding | 0.7474 |
+| 37 | 22 | Y | Coding | 0.2601 |
+| 38 | 139 | N | Coding | 0.7831 |
+| 39 | 45 | N | Coding | 1.6646 |
+| 40 | 40 | Y | Coding | 0.1594 |
+| 41 | 1 | Y | Coding | 0.0472 |
+| 42 | 113 | Y | Coding | 0.1778 |
+| 43 | 41 | Y | Coding | 0.0922 |
+| 44 | 66 | N | Coding | 0.3772 |
+| 45 | 800 | Y | Coding | 0.1962 |
+| 46 | 368 | N | FunctionCalling | 0.3994 |
+| 47 | 38 | N | Coding | 1.4541 |
+| 48 | 475 | Y | Coding | 0.2356 |
+| 49 | 95 | N | Coding | 1.5108 |
+| 50 | 60 | N | Coding | 1.0653 |
+| 51 | 115 | N | Coding | 0.8143 |
+| 52 | 11 | Y | Coding | 0.0651 |
+| 53 | 533 | N | Coding | 0.4065 |
+| 54 | 98 | N | Coding | 0.4527 |
+| 55 | 37 | Y | Coding | 0.2277 |
+| 56 | 83 | N | Coding | 0.7723 |
+| 57 | 306 | Y | Coding | 0.2752 |
+| 58 | 91 | Y | Coding | 0.0871 |
+| 59 | 340 | Y | Coding | 0.2848 |
+| 60 | 44 | Y | Coding | 0.1115 |
+| 61 | 13 | Y | Coding | 0.0517 |
+| 62 | 119 | N | Coding | 1.0254 |
+| 63 | 51 | N | Coding | 1.0289 |
+
+---
+
+### Layer 36
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 123 | N | Coding | 2.0485 |
+| 1 | 56 | N | Coding | 0.3186 |
+| 2 | 73 | N | Coding | 0.7918 |
+| 3 | 578 | Y | Coding | 0.2814 |
+| 4 | 69 | N | Coding | 0.9016 |
+| 5 | 94 | Y | Coding | 0.2239 |
+| 6 | 128 | Y | Coding | 0.2464 |
+| 7 | 397 | N | FunctionCalling | 0.8314 |
+| 8 | 167 | N | Coding | 1.0340 |
+| 9 | 11 | Y | Coding | 0.0595 |
+| 10 | 53 | N | Coding | 0.6013 |
+| 11 | 250 | N | Coding | 0.5788 |
+| 12 | 2 | Y | Coding | 0.0687 |
+| 13 | 234 | Y | Coding | 0.2681 |
+| 14 | 460 | N | Coding | 0.3762 |
+| 15 | 2 | Y | Coding | 0.0709 |
+| 16 | 75 | Y | Coding | 0.2750 |
+| 17 | 139 | N | Coding | 1.2804 |
+| 18 | 199 | N | Coding | 1.0825 |
+| 19 | 65 | N | Coding | 0.9797 |
+| 20 | 180 | Y | Coding | 0.2656 |
+| 21 | 25 | Y | Coding | 0.2909 |
+| 22 | 71 | Y | Coding | 0.2415 |
+| 23 | 23 | N | Coding | 0.8017 |
+| 24 | 89 | N | Coding | 0.6943 |
+| 25 | 4 | Y | Coding | 0.1765 |
+| 26 | 18 | Y | Coding | 0.0443 |
+| 27 | 108 | Y | Coding | 0.1436 |
+| 28 | 12 | Y | Coding | 0.1399 |
+| 29 | 62 | N | Coding | 0.3824 |
+| 30 | 63 | Y | Coding | 0.2098 |
+| 31 | 56 | N | Coding | 0.9878 |
+| 32 | 23 | N | Coding | 0.6430 |
+| 33 | 109 | N | Coding | 0.3941 |
+| 34 | 9 | Y | Coding | 0.1433 |
+| 35 | 12 | Y | Coding | 0.0840 |
+| 36 | 74 | Y | Coding | 0.0802 |
+| 37 | 583 | N | FunctionCalling | 0.5101 |
+| 38 | 753 | N | Coding | 1.9677 |
+| 39 | 514 | N | Coding | 0.5667 |
+| 40 | 253 | Y | Coding | 0.1645 |
+| 41 | 123 | Y | Coding | 0.1415 |
+| 42 | 182 | N | Coding | 0.5085 |
+| 43 | 69 | Y | Coding | 0.1268 |
+| 44 | 3 | Y | Coding | 0.0357 |
+| 45 | 397 | N | Coding | 0.4440 |
+| 46 | 38 | N | Coding | 0.3123 |
+| 47 | 329 | N | FunctionCalling | 0.6535 |
+| 48 | 68 | Y | Coding | 0.2116 |
+| 49 | 30 | N | Coding | 0.4674 |
+| 50 | 100 | N | Coding | 0.8022 |
+| 51 | 29 | N | Coding | 0.4111 |
+| 52 | 375 | Y | FunctionCalling | 0.2346 |
+| 53 | 25 | Y | Coding | 0.1182 |
+| 54 | 0 | Y | unknown | 0.0000 |
+| 55 | 227 | N | Coding | 0.3753 |
+| 56 | 121 | Y | Coding | 0.2554 |
+| 57 | 575 | N | Coding | 1.0421 |
+| 58 | 53 | N | Coding | 0.5604 |
+| 59 | 162 | N | Coding | 0.9648 |
+| 60 | 60 | Y | Coding | 0.1446 |
+| 61 | 17 | Y | Coding | 0.1073 |
+| 62 | 501 | Y | Coding | 0.2085 |
+| 63 | 156 | Y | Coding | 0.0778 |
+
+---
+
+### Layer 37
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 145 | N | Coding | 0.4677 |
+| 1 | 79 | N | Coding | 0.6760 |
+| 2 | 35 | N | Coding | 0.6191 |
+| 3 | 11 | Y | Coding | 0.1436 |
+| 4 | 14 | Y | Coding | 0.2274 |
+| 5 | 41 | Y | Coding | 0.1891 |
+| 6 | 2 | Y | Coding | 0.0397 |
+| 7 | 65 | Y | Coding | 0.2736 |
+| 8 | 90 | N | Coding | 0.6765 |
+| 9 | 48 | N | Coding | 2.1447 |
+| 10 | 438 | Y | Coding | 0.2393 |
+| 11 | 99 | N | Coding | 0.3555 |
+| 12 | 65 | N | Coding | 0.4887 |
+| 13 | 160 | N | Coding | 1.2386 |
+| 14 | 247 | Y | Coding | 0.2065 |
+| 15 | 71 | N | Coding | 0.4126 |
+| 16 | 278 | N | Coding | 0.5994 |
+| 17 | 255 | Y | Coding | 0.1468 |
+| 18 | 134 | N | Coding | 1.1169 |
+| 19 | 121 | Y | Coding | 0.1693 |
+| 20 | 18 | Y | Coding | 0.1564 |
+| 21 | 391 | N | FunctionCalling | 0.3731 |
+| 22 | 128 | N | Coding | 0.5564 |
+| 23 | 40 | N | Coding | 0.6943 |
+| 24 | 24 | Y | Coding | 0.0641 |
+| 25 | 87 | Y | Coding | 0.2534 |
+| 26 | 0 | Y | unknown | 0.0000 |
+| 27 | 32 | Y | Coding | 0.0581 |
+| 28 | 11 | N | Coding | 0.6402 |
+| 29 | 607 | N | FunctionCalling | 0.4871 |
+| 30 | 16 | Y | Coding | 0.2698 |
+| 31 | 231 | Y | Coding | 0.2896 |
+| 32 | 36 | Y | Coding | 0.2443 |
+| 33 | 170 | N | Coding | 0.4913 |
+| 34 | 38 | Y | Coding | 0.1675 |
+| 35 | 75 | Y | Coding | 0.3291 |
+| 36 | 148 | N | Coding | 1.1069 |
+| 37 | 99 | Y | Coding | 0.1100 |
+| 38 | 1 | Y | Coding | 0.0711 |
+| 39 | 35 | Y | Coding | 0.1601 |
+| 40 | 15 | N | Coding | 0.4657 |
+| 41 | 822 | N | FunctionCalling | 0.4310 |
+| 42 | 40 | N | Coding | 0.6978 |
+| 43 | 6 | Y | Coding | 0.3107 |
+| 44 | 59 | N | Coding | 0.7179 |
+| 45 | 309 | Y | Coding | 0.2492 |
+| 46 | 30 | Y | Coding | 0.1243 |
+| 47 | 60 | N | Coding | 1.0541 |
+| 48 | 25 | Y | Coding | 0.0768 |
+| 49 | 29 | Y | Coding | 0.3330 |
+| 50 | 105 | Y | FunctionCalling | 0.1381 |
+| 51 | 624 | N | Coding | 1.4335 |
+| 52 | 91 | N | Coding | 0.5542 |
+| 53 | 289 | N | Coding | 0.7839 |
+| 54 | 65 | N | Coding | 0.9706 |
+| 55 | 143 | N | Coding | 1.3869 |
+| 56 | 22 | N | Coding | 0.8071 |
+| 57 | 10 | Y | Coding | 0.3527 |
+| 58 | 53 | Y | Coding | 0.0819 |
+| 59 | 224 | N | Coding | 0.4175 |
+| 60 | 72 | N | Coding | 0.4925 |
+| 61 | 1,209 | Y | Coding | 0.3328 |
+| 62 | 225 | Y | Coding | 0.2754 |
+| 63 | 744 | N | Coding | 0.3810 |
+
+---
+
+### Layer 38
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 99 | N | Coding | 0.9603 |
+| 1 | 467 | N | Coding | 7.4200 |
+| 2 | 518 | N | Coding | 0.6535 |
+| 3 | 411 | N | FunctionCalling | 0.5980 |
+| 4 | 997 | N | FunctionCalling | 32.4946 |
+| 5 | 398 | N | Coding | 0.3679 |
+| 6 | 2 | Y | Coding | 0.2101 |
+| 7 | 149 | N | Coding | 0.5406 |
+| 8 | 48 | Y | Coding | 0.0579 |
+| 9 | 182 | N | Coding | 0.4468 |
+| 10 | 18 | N | Coding | 0.5089 |
+| 11 | 133 | N | Coding | 0.7089 |
+| 12 | 207 | N | Coding | 0.6780 |
+| 13 | 702 | Y | Coding | 0.2503 |
+| 14 | 120 | Y | Coding | 0.3067 |
+| 15 | 21 | Y | Coding | 0.2082 |
+| 16 | 39 | N | Coding | 1.7969 |
+| 17 | 37 | Y | Coding | 0.1917 |
+| 18 | 46 | Y | Coding | 0.0574 |
+| 19 | 21 | Y | Coding | 0.2522 |
+| 20 | 282 | N | Coding | 0.5556 |
+| 21 | 4 | Y | Coding | 0.0858 |
+| 22 | 82 | N | Coding | 0.4565 |
+| 23 | 60 | Y | Coding | 0.2861 |
+| 24 | 29 | Y | Coding | 0.1651 |
+| 25 | 110 | N | Coding | 0.5301 |
+| 26 | 262 | N | Coding | 0.5222 |
+| 27 | 19 | Y | Coding | 0.2312 |
+| 28 | 148 | Y | Coding | 0.2130 |
+| 29 | 3 | Y | Coding | 0.0962 |
+| 30 | 47 | N | Coding | 0.4144 |
+| 31 | 201 | Y | FunctionCalling | 0.2435 |
+| 32 | 79 | N | Coding | 1.8156 |
+| 33 | 508 | Y | Coding | 0.2085 |
+| 34 | 150 | Y | Coding | 0.1561 |
+| 35 | 14 | Y | Coding | 0.1983 |
+| 36 | 128 | N | Coding | 0.5319 |
+| 37 | 38 | Y | Coding | 0.3163 |
+| 38 | 28 | N | Coding | 1.4350 |
+| 39 | 666 | Y | FunctionCalling | 0.0709 |
+| 40 | 131 | N | Coding | 0.5458 |
+| 41 | 8 | Y | Coding | 0.2694 |
+| 42 | 55 | Y | Coding | 0.2335 |
+| 43 | 81 | N | Coding | 0.3475 |
+| 44 | 184 | Y | Coding | 0.2134 |
+| 45 | 62 | Y | Coding | 0.2943 |
+| 46 | 7 | Y | Coding | 0.0618 |
+| 47 | 45 | Y | Coding | 0.1228 |
+| 48 | 129 | N | Coding | 0.4294 |
+| 49 | 3 | Y | Coding | 0.0869 |
+| 50 | 134 | N | Coding | 0.5897 |
+| 51 | 15 | N | Coding | 0.9358 |
+| 52 | 1 | Y | Coding | 0.0762 |
+| 53 | 58 | N | Coding | 0.5453 |
+| 54 | 24 | Y | Coding | 0.1506 |
+| 55 | 58 | N | Coding | 0.3351 |
+| 56 | 39 | Y | Coding | 0.2509 |
+| 57 | 6 | Y | Coding | 0.1233 |
+| 58 | 180 | N | Coding | 0.4054 |
+| 59 | 724 | N | Coding | 1.4311 |
+| 60 | 94 | N | Coding | 0.9550 |
+| 61 | 162 | N | Coding | 0.7459 |
+| 62 | 13 | Y | Coding | 0.0681 |
+| 63 | 170 | N | Coding | 0.8643 |
+
+---
+
+### Layer 39
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 155 | N | Coding | 0.9956 |
+| 1 | 26 | Y | Coding | 0.1089 |
+| 2 | 113 | N | Coding | 0.3741 |
+| 3 | 109 | Y | Coding | 0.1061 |
+| 4 | 34 | Y | Coding | 0.1473 |
+| 5 | 1 | Y | Coding | 0.0878 |
+| 6 | 65 | Y | Coding | 0.2684 |
+| 7 | 17 | Y | Coding | 0.0772 |
+| 8 | 36 | N | Coding | 1.3240 |
+| 9 | 42 | N | Coding | 0.4013 |
+| 10 | 142 | N | Coding | 0.6153 |
+| 11 | 207 | N | Coding | 0.4286 |
+| 12 | 19 | Y | Coding | 0.1042 |
+| 13 | 4 | Y | Coding | 0.0586 |
+| 14 | 8 | Y | Coding | 0.0937 |
+| 15 | 48 | N | Coding | 0.6742 |
+| 16 | 463 | N | Coding | 407.7386 |
+| 17 | 175 | N | Coding | 0.6488 |
+| 18 | 182 | Y | Coding | 0.2543 |
+| 19 | 20 | Y | Coding | 0.0763 |
+| 20 | 75 | Y | Coding | 0.2311 |
+| 21 | 83 | N | Coding | 0.3150 |
+| 22 | 132 | N | Coding | 0.7804 |
+| 23 | 37 | Y | Coding | 0.3017 |
+| 24 | 144 | Y | Coding | 0.1369 |
+| 25 | 475 | Y | FunctionCalling | 0.2290 |
+| 26 | 354 | N | Coding | 1.0767 |
+| 27 | 5 | Y | Coding | 0.0828 |
+| 28 | 1,915 | N | Coding | 1.1554 |
+| 29 | 2 | Y | Coding | 0.0720 |
+| 30 | 25 | Y | Coding | 0.1676 |
+| 31 | 63 | N | Coding | 0.3793 |
+| 32 | 26 | Y | Coding | 0.1024 |
+| 33 | 55 | N | Coding | 0.8405 |
+| 34 | 45 | N | Coding | 0.6547 |
+| 35 | 3 | Y | Coding | 0.0594 |
+| 36 | 0 | Y | unknown | 0.0000 |
+| 37 | 528 | Y | Coding | 0.2607 |
+| 38 | 430 | Y | FunctionCalling | 0.1580 |
+| 39 | 25 | N | Coding | 1.6154 |
+| 40 | 22 | Y | Coding | 0.1774 |
+| 41 | 142 | N | Coding | 0.7675 |
+| 42 | 19 | Y | Coding | 0.1425 |
+| 43 | 155 | N | Coding | 0.4355 |
+| 44 | 5 | Y | Coding | 0.0817 |
+| 45 | 474 | N | Coding | 0.3561 |
+| 46 | 165 | Y | Coding | 0.1876 |
+| 47 | 86 | N | Coding | 0.8054 |
+| 48 | 176 | N | Coding | 2.2620 |
+| 49 | 200 | N | Coding | 0.6429 |
+| 50 | 350 | N | Coding | 0.3034 |
+| 51 | 17 | Y | Coding | 0.2322 |
+| 52 | 36 | N | Coding | 0.3895 |
+| 53 | 475 | N | Coding | 0.7819 |
+| 54 | 50 | N | Coding | 1.7042 |
+| 55 | 43 | Y | Coding | 0.2498 |
+| 56 | 144 | N | Coding | 0.9309 |
+| 57 | 32 | Y | Coding | 0.3033 |
+| 58 | 94 | N | Coding | 0.5280 |
+| 59 | 23 | N | Coding | 0.3224 |
+| 60 | 489 | N | FunctionCalling | 0.7100 |
+| 61 | 118 | Y | Coding | 0.2577 |
+| 62 | 28 | Y | Coding | 0.2015 |
+| 63 | 225 | N | Coding | 0.9790 |
+
+---
+
+### Layer 40
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 94 | N | Coding | 0.5466 |
+| 1 | 248 | Y | FunctionCalling | 0.0424 |
+| 2 | 32 | N | Coding | 0.7217 |
+| 3 | 35 | Y | Coding | 0.1270 |
+| 4 | 129 | N | Coding | 0.4685 |
+| 5 | 110 | N | Coding | 0.4377 |
+| 6 | 36 | N | Coding | 0.4376 |
+| 7 | 173 | N | Coding | 0.3651 |
+| 8 | 88 | Y | Coding | 0.1379 |
+| 9 | 298 | Y | Coding | 0.1014 |
+| 10 | 70 | N | Coding | 0.9815 |
+| 11 | 104 | N | Coding | 0.3817 |
+| 12 | 69 | N | Coding | 1.5096 |
+| 13 | 309 | N | Coding | 268.1975 |
+| 14 | 199 | N | Coding | 0.9572 |
+| 15 | 402 | Y | Coding | 0.2448 |
+| 16 | 134 | N | Coding | 0.4512 |
+| 17 | 26 | Y | Coding | 0.1490 |
+| 18 | 95 | Y | Coding | 0.1659 |
+| 19 | 86 | N | Coding | 2.0633 |
+| 20 | 58 | N | Coding | 0.5542 |
+| 21 | 98 | Y | Coding | 0.0774 |
+| 22 | 105 | N | Coding | 0.6902 |
+| 23 | 35 | Y | Coding | 0.1222 |
+| 24 | 342 | Y | Coding | 0.1157 |
+| 25 | 319 | N | Coding | 0.3966 |
+| 26 | 89 | Y | Coding | 0.0820 |
+| 27 | 18 | Y | Coding | 0.0413 |
+| 28 | 40 | Y | Coding | 0.1584 |
+| 29 | 1 | Y | Coding | 0.0199 |
+| 30 | 211 | N | Coding | 0.6134 |
+| 31 | 780 | N | FunctionCalling | 50.4571 |
+| 32 | 4 | Y | Coding | 0.0918 |
+| 33 | 28 | N | Coding | 1.8844 |
+| 34 | 0 | Y | unknown | 0.0000 |
+| 35 | 4 | Y | Coding | 0.0870 |
+| 36 | 319 | N | Coding | 0.6207 |
+| 37 | 108 | N | Coding | 0.5666 |
+| 38 | 35 | Y | Coding | 0.0845 |
+| 39 | 77 | N | Coding | 0.3182 |
+| 40 | 239 | N | Coding | 0.2856 |
+| 41 | 88 | Y | Coding | 0.2034 |
+| 42 | 5 | Y | Coding | 0.0835 |
+| 43 | 103 | N | Coding | 1.4562 |
+| 44 | 112 | N | Coding | 0.6893 |
+| 45 | 69 | N | Coding | 0.7282 |
+| 46 | 8 | Y | Coding | 0.1007 |
+| 47 | 257 | Y | Coding | 0.1863 |
+| 48 | 240 | N | Coding | 0.4598 |
+| 49 | 12 | Y | Coding | 0.1397 |
+| 50 | 517 | Y | FunctionCalling | 0.1834 |
+| 51 | 63 | Y | FunctionCalling | 0.0228 |
+| 52 | 274 | N | FunctionCalling | 0.8412 |
+| 53 | 57 | Y | Coding | 0.1281 |
+| 54 | 140 | Y | Coding | 0.1973 |
+| 55 | 730 | Y | Coding | 0.2276 |
+| 56 | 124 | Y | Coding | 0.2480 |
+| 57 | 165 | N | Coding | 0.3667 |
+| 58 | 11 | Y | Coding | 0.1118 |
+| 59 | 214 | N | Coding | 0.3570 |
+| 60 | 39 | N | Coding | 0.6752 |
+| 61 | 838 | N | Coding | 1.1240 |
+| 62 | 131 | Y | FunctionCalling | 0.2410 |
+| 63 | 12 | Y | Coding | 0.0692 |
+
+---
+
+### Layer 41
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 14 | Y | Coding | 0.1049 |
+| 1 | 55 | N | Coding | 1.2128 |
+| 2 | 146 | N | Coding | 0.7419 |
+| 3 | 34 | Y | Coding | 0.1030 |
+| 4 | 111 | Y | FunctionCalling | 0.1475 |
+| 5 | 100 | Y | FunctionCalling | 0.1518 |
+| 6 | 32 | Y | Coding | 0.0806 |
+| 7 | 144 | Y | Coding | 0.1401 |
+| 8 | 87 | Y | Coding | 0.1519 |
+| 9 | 75 | N | Coding | 0.9779 |
+| 10 | 159 | N | Coding | 0.3980 |
+| 11 | 52 | Y | Coding | 0.2900 |
+| 12 | 586 | Y | Coding | 0.2040 |
+| 13 | 92 | N | Coding | 0.5685 |
+| 14 | 107 | N | Coding | 0.6408 |
+| 15 | 14 | Y | Coding | 0.0906 |
+| 16 | 31 | Y | Coding | 0.2698 |
+| 17 | 122 | N | Coding | 1.2301 |
+| 18 | 79 | N | Coding | 0.6375 |
+| 19 | 711 | N | Coding | 0.6387 |
+| 20 | 238 | N | Coding | 0.4141 |
+| 21 | 210 | Y | Coding | 0.2135 |
+| 22 | 60 | N | Coding | 0.5343 |
+| 23 | 1 | Y | Coding | 0.0980 |
+| 24 | 222 | N | Coding | 1.4178 |
+| 25 | 102 | N | Coding | 0.7327 |
+| 26 | 263 | N | Coding | 0.6879 |
+| 27 | 22 | Y | Coding | 0.1631 |
+| 28 | 35 | Y | Coding | 0.1804 |
+| 29 | 116 | N | Coding | 1.2940 |
+| 30 | 87 | Y | Coding | 0.2584 |
+| 31 | 703 | N | FunctionCalling | 1.4522 |
+| 32 | 16 | Y | Coding | 0.2622 |
+| 33 | 504 | N | FunctionCalling | 0.8668 |
+| 34 | 27 | N | Coding | 0.6232 |
+| 35 | 1 | Y | Coding | 0.0709 |
+| 36 | 2 | Y | Coding | 0.1675 |
+| 37 | 387 | Y | FunctionCalling | 0.1765 |
+| 38 | 67 | N | Coding | 0.4038 |
+| 39 | 316 | N | Coding | 1.5881 |
+| 40 | 0 | Y | unknown | 0.0000 |
+| 41 | 225 | N | Coding | 0.7207 |
+| 42 | 190 | N | Coding | 0.8374 |
+| 43 | 135 | N | Coding | 0.5427 |
+| 44 | 136 | Y | Coding | 0.1988 |
+| 45 | 89 | Y | Coding | 0.3828 |
+| 46 | 151 | N | Coding | 0.6343 |
+| 47 | 473 | N | Coding | 1.0041 |
+| 48 | 43 | N | Coding | 0.4174 |
+| 49 | 285 | N | Coding | 0.8047 |
+| 50 | 164 | N | Coding | 0.4665 |
+| 51 | 102 | Y | Coding | 0.2096 |
+| 52 | 51 | N | Coding | 0.9837 |
+| 53 | 36 | Y | Coding | 0.3121 |
+| 54 | 119 | Y | Coding | 0.2693 |
+| 55 | 313 | Y | Coding | 0.3148 |
+| 56 | 41 | Y | Coding | 0.2337 |
+| 57 | 237 | Y | Coding | 0.2623 |
+| 58 | 194 | Y | FunctionCalling | 0.0886 |
+| 59 | 621 | N | Coding | 0.4204 |
+| 60 | 0 | Y | unknown | 0.0000 |
+| 61 | 52 | N | Coding | 0.7395 |
+| 62 | 5 | Y | Coding | 0.2031 |
+| 63 | 64 | N | Coding | 0.9931 |
+
+---
+
+### Layer 42
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 93 | N | Coding | 0.8726 |
+| 1 | 163 | N | Coding | 0.5473 |
+| 2 | 77 | Y | Coding | 0.2092 |
+| 3 | 368 | N | Coding | 1.0877 |
+| 4 | 89 | N | Coding | 0.7072 |
+| 5 | 242 | Y | Coding | 0.2414 |
+| 6 | 18 | Y | Coding | 0.0933 |
+| 7 | 6 | Y | Coding | 0.1013 |
+| 8 | 663 | N | Coding | 44.5345 |
+| 9 | 53 | N | Coding | 0.4725 |
+| 10 | 40 | Y | Coding | 0.2177 |
+| 11 | 8 | Y | Coding | 0.2166 |
+| 12 | 118 | Y | Coding | 0.3282 |
+| 13 | 84 | N | Coding | 0.4175 |
+| 14 | 364 | N | Coding | 0.7274 |
+| 15 | 24 | Y | Coding | 0.1345 |
+| 16 | 167 | Y | Coding | 0.2616 |
+| 17 | 1 | Y | Coding | 0.0681 |
+| 18 | 44 | Y | Coding | 0.1762 |
+| 19 | 121 | Y | FunctionCalling | 0.1904 |
+| 20 | 12 | Y | Coding | 0.3308 |
+| 21 | 253 | Y | Coding | 0.2754 |
+| 22 | 211 | N | Coding | 0.4569 |
+| 23 | 416 | Y | Coding | 0.2630 |
+| 24 | 34 | N | Coding | 0.6782 |
+| 25 | 302 | Y | Coding | 0.2464 |
+| 26 | 175 | Y | Coding | 0.3592 |
+| 27 | 125 | Y | FunctionCalling | 0.2322 |
+| 28 | 1 | Y | Coding | 0.0496 |
+| 29 | 219 | N | Coding | 0.5988 |
+| 30 | 356 | Y | FunctionCalling | 0.2249 |
+| 31 | 99 | N | Coding | 0.6945 |
+| 32 | 66 | N | Coding | 0.6173 |
+| 33 | 205 | N | Coding | 0.6051 |
+| 34 | 165 | N | Coding | 0.7937 |
+| 35 | 36 | Y | Coding | 0.2171 |
+| 36 | 67 | N | Coding | 0.7465 |
+| 37 | 146 | Y | Coding | 0.2093 |
+| 38 | 200 | N | Coding | 0.7260 |
+| 39 | 671 | N | Coding | 1.0227 |
+| 40 | 606 | N | Coding | 0.7647 |
+| 41 | 15 | Y | Coding | 0.3625 |
+| 42 | 4 | Y | Coding | 0.0522 |
+| 43 | 77 | N | Coding | 3.1654 |
+| 44 | 281 | Y | Coding | 0.1911 |
+| 45 | 42 | N | Coding | 1.0186 |
+| 46 | 6 | Y | Coding | 0.2356 |
+| 47 | 4 | Y | Coding | 0.0698 |
+| 48 | 39 | N | Coding | 0.9277 |
+| 49 | 145 | N | Coding | 0.4162 |
+| 50 | 457 | N | Coding | 0.7921 |
+| 51 | 271 | N | Coding | 3.6593 |
+| 52 | 12 | Y | Coding | 0.1688 |
+| 53 | 12 | N | Coding | 0.5043 |
+| 54 | 63 | Y | Coding | 0.0824 |
+| 55 | 20 | Y | Coding | 0.0697 |
+| 56 | 103 | N | Coding | 0.4217 |
+| 57 | 142 | N | Coding | 0.7571 |
+| 58 | 124 | Y | Coding | 0.2120 |
+| 59 | 81 | Y | Coding | 0.2811 |
+| 60 | 44 | N | Coding | 0.8250 |
+| 61 | 709 | N | Coding | 0.6041 |
+| 62 | 55 | N | Coding | 0.8202 |
+| 63 | 42 | N | Coding | 1.5319 |
+
+---
+
+### Layer 43
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 18 | Y | Coding | 0.0974 |
+| 1 | 83 | N | Coding | 0.4361 |
+| 2 | 79 | Y | Coding | 0.2195 |
+| 3 | 238 | Y | Coding | 0.2969 |
+| 4 | 28 | Y | Coding | 0.1017 |
+| 5 | 89 | Y | Coding | 0.3536 |
+| 6 | 18 | Y | Coding | 0.0881 |
+| 7 | 64 | N | Coding | 0.7623 |
+| 8 | 582 | Y | Coding | 0.2042 |
+| 9 | 47 | Y | Coding | 0.2752 |
+| 10 | 98 | N | Coding | 0.7467 |
+| 11 | 132 | N | Coding | 2.6188 |
+| 12 | 24 | Y | Coding | 0.1959 |
+| 13 | 91 | Y | Coding | 0.1681 |
+| 14 | 253 | Y | Coding | 0.2135 |
+| 15 | 1 | Y | Coding | 0.0848 |
+| 16 | 489 | N | Coding | 1.1945 |
+| 17 | 147 | Y | Coding | 0.1190 |
+| 18 | 89 | N | Coding | 0.5984 |
+| 19 | 41 | N | Coding | 1.2319 |
+| 20 | 149 | N | Coding | 0.4337 |
+| 21 | 52 | N | Coding | 1.3749 |
+| 22 | 102 | Y | Coding | 0.2683 |
+| 23 | 0 | Y | unknown | 0.0000 |
+| 24 | 0 | Y | unknown | 0.0000 |
+| 25 | 81 | N | Coding | 0.6419 |
+| 26 | 37 | N | Coding | 1.4243 |
+| 27 | 106 | Y | Coding | 0.2619 |
+| 28 | 200 | N | Coding | 0.7218 |
+| 29 | 72 | N | Coding | 0.7594 |
+| 30 | 309 | Y | FunctionCalling | 0.2042 |
+| 31 | 33 | N | Coding | 1.6603 |
+| 32 | 7 | Y | Coding | 0.1529 |
+| 33 | 13 | Y | Coding | 0.0784 |
+| 34 | 150 | Y | Coding | 0.3141 |
+| 35 | 81 | Y | Coding | 0.3404 |
+| 36 | 980 | N | FunctionCalling | 31.7139 |
+| 37 | 27 | Y | Coding | 0.0852 |
+| 38 | 876 | N | Coding | 0.9726 |
+| 39 | 116 | N | Coding | 0.4086 |
+| 40 | 31 | Y | Coding | 0.1059 |
+| 41 | 271 | N | Coding | 0.5264 |
+| 42 | 54 | N | Coding | 0.5340 |
+| 43 | 25 | Y | Coding | 0.1700 |
+| 44 | 104 | N | Coding | 1.1121 |
+| 45 | 76 | N | Coding | 0.7738 |
+| 46 | 53 | N | Coding | 0.8391 |
+| 47 | 515 | Y | Coding | 0.3750 |
+| 48 | 106 | Y | Coding | 0.2566 |
+| 49 | 87 | N | Coding | 1.1973 |
+| 50 | 226 | Y | Coding | 0.3724 |
+| 51 | 6 | Y | Coding | 0.0908 |
+| 52 | 104 | N | Coding | 0.5840 |
+| 53 | 123 | Y | Coding | 0.2051 |
+| 54 | 514 | Y | Coding | 0.3413 |
+| 55 | 19 | Y | Coding | 0.2577 |
+| 56 | 147 | N | Coding | 0.5849 |
+| 57 | 94 | N | Coding | 0.7357 |
+| 58 | 417 | N | FunctionCalling | 134.3875 |
+| 59 | 617 | N | FunctionCalling | 0.6536 |
+| 60 | 82 | N | Coding | 0.9368 |
+| 61 | 67 | N | Coding | 1.7862 |
+| 62 | 7 | N | Coding | 0.5074 |
+| 63 | 109 | N | Coding | 0.6917 |
+
+---
+
+### Layer 44
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 7 | Y | Coding | 0.0942 |
+| 1 | 93 | N | Coding | 1.2032 |
+| 2 | 30 | Y | Coding | 0.1021 |
+| 3 | 78 | Y | Coding | 0.3385 |
+| 4 | 45 | Y | Coding | 0.3413 |
+| 5 | 41 | N | Coding | 1.1684 |
+| 6 | 107 | Y | Coding | 0.2480 |
+| 7 | 259 | Y | Coding | 0.3464 |
+| 8 | 605 | N | FunctionCalling | 2.0982 |
+| 9 | 39 | N | Coding | 3.8040 |
+| 10 | 224 | N | Coding | 0.9600 |
+| 11 | 92 | N | Coding | 0.7159 |
+| 12 | 75 | N | Coding | 1.0315 |
+| 13 | 877 | N | FunctionCalling | 2.6780 |
+| 14 | 308 | N | Coding | 1.0431 |
+| 15 | 35 | Y | Coding | 0.1039 |
+| 16 | 85 | N | Coding | 1.0660 |
+| 17 | 102 | N | Coding | 1.2298 |
+| 18 | 141 | N | Coding | 0.6578 |
+| 19 | 70 | Y | Coding | 0.2580 |
+| 20 | 89 | Y | Coding | 0.2081 |
+| 21 | 174 | N | Coding | 0.3722 |
+| 22 | 266 | N | Coding | 0.5598 |
+| 23 | 384 | Y | Coding | 0.2749 |
+| 24 | 45 | Y | Coding | 0.1331 |
+| 25 | 42 | N | Coding | 0.8864 |
+| 26 | 11 | Y | Coding | 0.0724 |
+| 27 | 286 | Y | Coding | 0.1503 |
+| 28 | 9 | Y | Coding | 0.0794 |
+| 29 | 200 | Y | Coding | 0.3342 |
+| 30 | 29 | Y | Coding | 0.2838 |
+| 31 | 92 | N | Coding | 0.4090 |
+| 32 | 166 | N | Coding | 0.7114 |
+| 33 | 554 | N | Coding | 1.4135 |
+| 34 | 110 | Y | Coding | 0.2697 |
+| 35 | 252 | N | Coding | 0.4272 |
+| 36 | 122 | N | Coding | 0.4997 |
+| 37 | 494 | N | Coding | 0.6896 |
+| 38 | 222 | Y | FunctionCalling | 0.1551 |
+| 39 | 6 | Y | Coding | 0.1647 |
+| 40 | 1 | Y | Coding | 0.1247 |
+| 41 | 76 | N | Coding | 0.4872 |
+| 42 | 30 | Y | Coding | 0.1972 |
+| 43 | 12 | Y | Coding | 0.0984 |
+| 44 | 35 | N | Coding | 2.5426 |
+| 45 | 115 | Y | Coding | 0.2988 |
+| 46 | 32 | N | Coding | 2.3932 |
+| 47 | 91 | N | Coding | 0.5287 |
+| 48 | 81 | Y | Coding | 0.1175 |
+| 49 | 111 | N | FunctionCalling | 0.3519 |
+| 50 | 143 | N | Coding | 0.5276 |
+| 51 | 111 | N | Coding | 0.4117 |
+| 52 | 51 | Y | Coding | 0.3369 |
+| 53 | 79 | N | Coding | 0.8471 |
+| 54 | 176 | Y | Coding | 0.2608 |
+| 55 | 127 | Y | Coding | 0.2241 |
+| 56 | 1 | Y | Coding | 0.0758 |
+| 57 | 24 | Y | Coding | 0.1025 |
+| 58 | 595 | N | FunctionCalling | 0.7235 |
+| 59 | 202 | Y | Coding | 0.2094 |
+| 60 | 297 | N | Coding | 0.7157 |
+| 61 | 467 | Y | Coding | 0.2677 |
+| 62 | 118 | N | Coding | 0.8172 |
+| 63 | 15 | Y | Coding | 0.2604 |
+
+---
+
+### Layer 45
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 85 | Y | Coding | 0.5036 |
+| 1 | 35 | N | Coding | 1.0523 |
+| 2 | 191 | N | Coding | 0.5336 |
+| 3 | 46 | Y | Coding | 0.2996 |
+| 4 | 166 | Y | Coding | 0.0705 |
+| 5 | 295 | N | Coding | 0.7227 |
+| 6 | 132 | Y | Coding | 0.4747 |
+| 7 | 52 | Y | Coding | 0.3146 |
+| 8 | 0 | Y | unknown | 0.0000 |
+| 9 | 10 | Y | Coding | 0.0861 |
+| 10 | 501 | N | FunctionCalling | 1.8684 |
+| 11 | 32 | Y | Coding | 0.1305 |
+| 12 | 85 | N | Coding | 2.5817 |
+| 13 | 36 | Y | Coding | 0.2263 |
+| 14 | 82 | Y | FunctionCalling | 0.1503 |
+| 15 | 302 | N | FunctionCalling | 0.6907 |
+| 16 | 72 | Y | Coding | 0.1267 |
+| 17 | 207 | Y | Coding | 0.4525 |
+| 18 | 63 | N | Coding | 1.9564 |
+| 19 | 54 | Y | Coding | 0.0829 |
+| 20 | 274 | N | Coding | 0.9272 |
+| 21 | 20 | N | Coding | 0.6185 |
+| 22 | 43 | Y | Coding | 0.3784 |
+| 23 | 111 | N | Coding | 0.7029 |
+| 24 | 259 | N | Coding | 0.8147 |
+| 25 | 79 | Y | Coding | 0.0535 |
+| 26 | 17 | N | Coding | 0.6609 |
+| 27 | 12 | N | Coding | 0.7115 |
+| 28 | 162 | Y | Coding | 0.1315 |
+| 29 | 208 | N | Coding | 0.8817 |
+| 30 | 116 | N | Coding | 1.0701 |
+| 31 | 46 | N | Coding | 0.7686 |
+| 32 | 301 | N | Coding | 0.8954 |
+| 33 | 82 | N | Coding | 0.5991 |
+| 34 | 144 | N | Coding | 0.5740 |
+| 35 | 40 | Y | Coding | 0.4209 |
+| 36 | 215 | N | Coding | 0.7513 |
+| 37 | 211 | N | Coding | 0.5577 |
+| 38 | 391 | Y | Coding | 0.1707 |
+| 39 | 622 | N | Coding | 134.3268 |
+| 40 | 34 | N | Coding | 1.2960 |
+| 41 | 68 | Y | Coding | 0.1932 |
+| 42 | 39 | Y | Coding | 0.1663 |
+| 43 | 68 | N | Coding | 1.5513 |
+| 44 | 163 | Y | Coding | 0.4838 |
+| 45 | 401 | Y | Coding | 0.3363 |
+| 46 | 430 | N | Coding | 0.6197 |
+| 47 | 24 | Y | Coding | 0.0895 |
+| 48 | 417 | Y | FunctionCalling | 0.1198 |
+| 49 | 438 | N | Coding | 11.3605 |
+| 50 | 27 | Y | FunctionCalling | 0.1810 |
+| 51 | 231 | N | Coding | 1.2958 |
+| 52 | 175 | Y | Coding | 0.3065 |
+| 53 | 72 | Y | Coding | 0.3063 |
+| 54 | 155 | Y | Coding | 0.1342 |
+| 55 | 118 | N | Coding | 0.6523 |
+| 56 | 386 | N | FunctionCalling | 0.5197 |
+| 57 | 23 | Y | Coding | 0.4601 |
+| 58 | 81 | N | Coding | 0.7501 |
+| 59 | 8 | Y | Coding | 0.0828 |
+| 60 | 5 | Y | Coding | 0.1113 |
+| 61 | 499 | N | Coding | 1.8654 |
+| 62 | 96 | Y | Coding | 0.3550 |
+| 63 | 99 | N | Coding | 0.6995 |
+
+---
+
+### Layer 46
+
+**Total Tokens Processed:** 2,464
+**Experts Pruned:** 32 | **Retained:** 32
+
+| Expert Index | Counts of Activation | Pruned? (Y or N) | Classification | Saliency Score |
+|--------------|---------------------|------------------|----------------|----------------|
+| 0 | 0 | Y | unknown | 0.0000 |
+| 1 | 1 | Y | Coding | 0.1165 |
+| 2 | 38 | N | Coding | 0.9009 |
+| 3 | 80 | Y | Coding | 0.2568 |
+| 4 | 400 | N | FunctionCalling | 0.8086 |
+| 5 | 2 | Y | Coding | 0.0570 |
+| 6 | 38 | N | Coding | 1.4905 |
+| 7 | 41 | Y | Coding | 0.1350 |
+| 8 | 578 | Y | Coding | 0.3728 |
+| 9 | 380 | Y | Coding | 0.0635 |
+| 10 | 637 | Y | Coding | 0.1796 |
+| 11 | 175 | N | Coding | 0.6872 |
+| 12 | 2 | Y | Coding | 0.1068 |
+| 13 | 116 | N | Coding | 0.4418 |
+| 14 | 174 | Y | FunctionCalling | 0.3105 |
+| 15 | 110 | N | Coding | 1.5966 |
+| 16 | 202 | N | Coding | 0.4355 |
+| 17 | 53 | N | Coding | 1.1273 |
+| 18 | 92 | N | Coding | 0.9579 |
+| 19 | 69 | N | Coding | 0.6344 |
+| 20 | 46 | Y | Coding | 0.1240 |
+| 21 | 64 | N | Coding | 1.0047 |
+| 22 | 145 | N | Coding | 1.4553 |
+| 23 | 230 | Y | Coding | 0.3888 |
+| 24 | 241 | N | Coding | 0.7419 |
+| 25 | 16 | Y | Coding | 0.4088 |
+| 26 | 162 | N | Coding | 0.6110 |
+| 27 | 55 | N | Coding | 0.9946 |
+| 28 | 68 | Y | Coding | 0.0956 |
+| 29 | 442 | Y | Coding | 0.3101 |
+| 30 | 126 | Y | Coding | 0.3869 |
+| 31 | 67 | N | Coding | 0.4626 |
+| 32 | 64 | N | Coding | 0.7190 |
+| 33 | 1 | Y | Coding | 0.0717 |
+| 34 | 589 | Y | Coding | 0.3888 |
+| 35 | 13 | Y | Coding | 0.0804 |
+| 36 | 235 | N | Coding | 1.0519 |
+| 37 | 19 | N | Coding | 1.9245 |
+| 38 | 67 | Y | Coding | 0.2723 |
+| 39 | 64 | Y | Coding | 0.0869 |
+| 40 | 117 | N | Coding | 0.6511 |
+| 41 | 267 | Y | Coding | 0.2269 |
+| 42 | 248 | N | Coding | 212.8891 |
+| 43 | 579 | N | Coding | 0.8209 |
+| 44 | 21 | Y | Coding | 0.1060 |
+| 45 | 86 | N | Coding | 0.6138 |
+| 46 | 100 | Y | Coding | 0.3400 |
+| 47 | 38 | Y | Coding | 0.3318 |
+| 48 | 50 | N | Coding | 0.6266 |
+| 49 | 263 | N | Coding | 0.7149 |
+| 50 | 253 | Y | Coding | 0.1873 |
+| 51 | 462 | N | Coding | 395.6616 |
+| 52 | 9 | Y | Coding | 0.0716 |
+| 53 | 164 | N | Coding | 1.6433 |
+| 54 | 43 | Y | Coding | 0.3673 |
+| 55 | 71 | N | Coding | 1.2050 |
+| 56 | 139 | N | Coding | 0.6532 |
+| 57 | 16 | Y | Coding | 0.0974 |
+| 58 | 54 | Y | Coding | 0.0956 |
+| 59 | 57 | N | Coding | 1.4508 |
+| 60 | 541 | N | FunctionCalling | 0.6221 |
+| 61 | 77 | Y | Coding | 0.1514 |
+| 62 | 270 | Y | FunctionCalling | 0.1808 |
+| 63 | 29 | N | Coding | 0.4478 |
+
+---
+
+## Summary Statistics
+
+| Layer | Pruned Count | Retained Count | Pruning Rate |
+|-------|--------------|----------------|--------------|
+| 1 | 32 | 32 | 50.00% |
+| 2 | 32 | 32 | 50.00% |
+| 3 | 32 | 32 | 50.00% |
+| 4 | 32 | 32 | 50.00% |
+| 5 | 32 | 32 | 50.00% |
+| 6 | 32 | 32 | 50.00% |
+| 7 | 32 | 32 | 50.00% |
+| 8 | 32 | 32 | 50.00% |
+| 9 | 32 | 32 | 50.00% |
+| 10 | 32 | 32 | 50.00% |
+| 11 | 32 | 32 | 50.00% |
+| 12 | 32 | 32 | 50.00% |
+| 13 | 32 | 32 | 50.00% |
+| 14 | 32 | 32 | 50.00% |
+| 15 | 32 | 32 | 50.00% |
+| 16 | 32 | 32 | 50.00% |
+| 17 | 32 | 32 | 50.00% |
+| 18 | 32 | 32 | 50.00% |
+| 19 | 32 | 32 | 50.00% |
+| 20 | 32 | 32 | 50.00% |
+| 21 | 32 | 32 | 50.00% |
+| 22 | 32 | 32 | 50.00% |
+| 23 | 32 | 32 | 50.00% |
+| 24 | 32 | 32 | 50.00% |
+| 25 | 32 | 32 | 50.00% |
+| 26 | 32 | 32 | 50.00% |
+| 27 | 32 | 32 | 50.00% |
+| 28 | 32 | 32 | 50.00% |
+| 29 | 32 | 32 | 50.00% |
+| 30 | 32 | 32 | 50.00% |
+| 31 | 32 | 32 | 50.00% |
+| 32 | 32 | 32 | 50.00% |
+| 33 | 32 | 32 | 50.00% |
+| 34 | 32 | 32 | 50.00% |
+| 35 | 32 | 32 | 50.00% |
+| 36 | 32 | 32 | 50.00% |
+| 37 | 32 | 32 | 50.00% |
+| 38 | 32 | 32 | 50.00% |
+| 39 | 32 | 32 | 50.00% |
+| 40 | 32 | 32 | 50.00% |
+| 41 | 32 | 32 | 50.00% |
+| 42 | 32 | 32 | 50.00% |
+| 43 | 32 | 32 | 50.00% |
+| 44 | 32 | 32 | 50.00% |
+| 45 | 32 | 32 | 50.00% |
+| 46 | 32 | 32 | 50.00% |
\ No newline at end of file