Qwen3.6 SciCode MoE Expert Saliency Analysis
Model: unsloth/Qwen3.6-35B-A3B-GGUF UD-Q4_K_XL. Dataset slice: SciCode MVP, prompt-prefill traces. Generated from terminal_bench_hard_agent_expert_heatmap.parquet.
Interpretation boundary: this is observational saliency/proxy importance, not gradient saliency or causal ablation. Importance here combines router-weight mass and contribution L2 proxy from traced llama.cpp tensors. It is strong evidence for which experts are hot and carrying mass on these SciCode prompts, but it is not yet proof that removing/cold-loading the remaining experts is lossless.
Trace rows
539,228,224
Questions
132
Experts observed
256
Layer-expert pairs
10,240
Effective experts, importance
153.4 / 256
Global expert Gini, importance
0.376
Top 20 experts importance
25.0%
Effective layer-expert pairs
427 / 10,240
Executive Takeaways
- The workload uses all 256 experts somewhere, but the importance mass is not uniform. HHI effective expert count is 153.4, and global importance Gini is 0.376.
- The top 20 global experts capture 25.0% of the global importance proxy; top 10 capture 15.5%.
- At layer-expert granularity, concentration is much tighter: effective pair count is 427 out of 10,240 observed layer-expert pairs.
- Domain labels below are inferred from SciCode prompt text and problem names. They are useful for clustering, not for claiming a literal semantic label inside the model.
How Many Experts Cover the Mass?
Rows with mass_threshold answer: how many experts are needed to account for 20%, 50%, 80%, 90%, or 95% of the measured mass. Rows with top_entity_fraction answer the inverse question: how much mass is captured by the top 20%, 50%, or 80% of experts/pairs.
| metric | entity | mass_threshold | count_needed | share_of_entities | top_entity_fraction | count_used | mass_captured |
|---|---|---|---|---|---|---|---|
| expert importance | expert_id | 20.0% | 15 | 5.9% | |||
| expert importance | expert_id | 50.0% | 62 | 24.2% | |||
| expert importance | expert_id | 80.0% | 147 | 57.4% | |||
| expert importance | expert_id | 90.0% | 185 | 72.3% | |||
| expert importance | expert_id | 95.0% | 212 | 82.8% | |||
| expert importance | expert_id | 20.0% | 52 | 45.3% | |||
| expert importance | expert_id | 50.0% | 128 | 74.6% | |||
| expert importance | expert_id | 80.0% | 205 | 94.0% | |||
| expert activation frequency | expert_id | 20.0% | 39 | 15.2% | |||
| expert activation frequency | expert_id | 50.0% | 109 | 42.6% | |||
| expert activation frequency | expert_id | 80.0% | 190 | 74.2% | |||
| expert activation frequency | expert_id | 90.0% | 221 | 86.3% | |||
| expert activation frequency | expert_id | 95.0% | 237 | 92.6% | |||
| expert activation frequency | expert_id | 20.0% | 52 | 26.1% | |||
| expert activation frequency | expert_id | 50.0% | 128 | 57.6% | |||
| expert activation frequency | expert_id | 80.0% | 205 | 85.1% | |||
| layer-expert importance | layer_expert | 20.0% | 33 | 0.3% | |||
| layer-expert importance | layer_expert | 50.0% | 237 | 2.3% | |||
| layer-expert importance | layer_expert | 80.0% | 1,058 | 10.3% | |||
| layer-expert importance | layer_expert | 90.0% | 1,930 | 18.8% | |||
| layer-expert importance | layer_expert | 95.0% | 2,980 | 29.1% | |||
| layer-expert importance | layer_expert | 20.0% | 2,048 | 90.8% | |||
| layer-expert importance | layer_expert | 50.0% | 5,120 | 98.5% | |||
| layer-expert importance | layer_expert | 80.0% | 8,192 | 99.8% | |||
| layer-expert activation frequency | layer_expert | 20.0% | 494 | 4.8% | |||
| layer-expert activation frequency | layer_expert | 50.0% | 2,190 | 21.4% | |||
| layer-expert activation frequency | layer_expert | 80.0% | 5,155 | 50.3% | |||
| layer-expert activation frequency | layer_expert | 90.0% | 6,692 | 65.4% | |||
| layer-expert activation frequency | layer_expert | 95.0% | 7,790 | 76.1% | |||
| layer-expert activation frequency | layer_expert | 20.0% | 2,048 | 48.1% | |||
| layer-expert activation frequency | layer_expert | 50.0% | 5,120 | 79.7% | |||
| layer-expert activation frequency | layer_expert | 80.0% | 8,192 | 96.4% |
Distribution Tightness by Layer
Lower effective expert count and higher top-10 share mean a layer is routing importance through a tighter expert subset.
| layer | effective_n_hhi | gini | top1_share | top5_share | top10_share | top20_share |
|---|---|---|---|---|---|---|
| 29 | 5.486 | 0.8677 | 41.7% | 53.9% | 63.5% | 75.0% |
| 32 | 9.519 | 0.8501 | 29.6% | 50.1% | 61.8% | 73.3% |
| 34 | 11.57 | 0.8402 | 26.8% | 44.5% | 57.9% | 70.3% |
| 38 | 12.26 | 0.8599 | 25.5% | 43.9% | 58.6% | 72.9% |
| 5 | 12.82 | 0.8001 | 23.6% | 49.5% | 60.7% | 69.8% |
| 22 | 14.15 | 0.8477 | 23.7% | 38.8% | 52.1% | 70.9% |
| 9 | 15.35 | 0.8477 | 17.7% | 49.5% | 61.9% | 73.4% |
| 21 | 15.89 | 0.8843 | 13.1% | 49.8% | 63.2% | 77.4% |
| 35 | 16.94 | 0.8706 | 15.6% | 46.5% | 61.6% | 78.2% |
| 15 | 16.98 | 0.8534 | 18.2% | 44.3% | 57.1% | 72.4% |
| 7 | 17.19 | 0.8381 | 18.3% | 42.3% | 56.7% | 73.5% |
| 4 | 19.94 | 0.7672 | 16.7% | 39.1% | 50.1% | 65.3% |
| 23 | 21.47 | 0.833 | 15.9% | 37.9% | 50.7% | 67.2% |
| 36 | 22.99 | 0.8484 | 11.5% | 38.0% | 54.3% | 72.4% |
| 27 | 23.37 | 0.8295 | 12.5% | 38.7% | 53.7% | 67.9% |
| 30 | 23.37 | 0.815 | 16.2% | 33.1% | 47.8% | 65.8% |
| 18 | 24.03 | 0.8438 | 14.3% | 34.7% | 50.3% | 69.4% |
| 37 | 24.06 | 0.8607 | 9.5% | 37.0% | 57.8% | 74.2% |
| 20 | 24.28 | 0.8551 | 13.2% | 36.0% | 52.2% | 69.6% |
| 8 | 24.78 | 0.8236 | 10.2% | 38.9% | 53.5% | 67.9% |
| 33 | 25.29 | 0.8264 | 9.5% | 37.6% | 55.7% | 68.6% |
| 31 | 25.56 | 0.826 | 11.3% | 35.1% | 50.1% | 66.8% |
| 26 | 26.21 | 0.8395 | 12.7% | 34.0% | 49.0% | 67.3% |
| 6 | 26.49 | 0.7705 | 11.6% | 34.9% | 48.5% | 64.9% |
| 3 | 27.37 | 0.6941 | 12.8% | 37.3% | 47.4% | 56.8% |
| 14 | 27.59 | 0.8544 | 7.8% | 34.2% | 51.9% | 72.9% |
| 28 | 28.96 | 0.8082 | 12.1% | 32.6% | 46.0% | 63.4% |
| 19 | 29.32 | 0.824 | 11.3% | 32.7% | 45.8% | 62.3% |
| 16 | 30.39 | 0.8241 | 11.0% | 30.4% | 46.0% | 66.1% |
| 13 | 30.48 | 0.8128 | 9.5% | 31.5% | 48.3% | 65.2% |
| 39 | 32.86 | 0.8226 | 8.3% | 29.5% | 46.7% | 65.6% |
| 12 | 32.98 | 0.7894 | 8.2% | 31.7% | 47.6% | 62.6% |
| 25 | 33.54 | 0.8229 | 6.7% | 30.1% | 47.6% | 65.8% |
| 24 | 34.86 | 0.8156 | 7.0% | 29.9% | 45.6% | 63.1% |
| 11 | 35.58 | 0.7629 | 10.1% | 29.1% | 43.0% | 58.2% |
| 17 | 39.23 | 0.8143 | 6.7% | 25.3% | 41.1% | 61.4% |
| 10 | 46.57 | 0.7475 | 6.8% | 23.7% | 36.0% | 54.6% |
| 1 | 53.82 | 0.5981 | 8.6% | 22.5% | 32.7% | 45.8% |
| 0 | 56.04 | 0.6154 | 8.1% | 22.1% | 32.8% | 45.1% |
| 2 | 89.25 | 0.4791 | 5.7% | 17.0% | 23.5% | 33.6% |
Layer x Expert Saliency
Top Global Experts
This table ranks experts after summing across all layers and SciCode questions. domain is the highest-share inferred task domain for that expert; lift_vs_corpus shows whether that domain is overrepresented for the expert versus the full SciCode MVP mix.
| expert_id | importance_score | importance_score_share | activation_count | activation_count_share | router_weight_mass | contribution_l2_sum | active_questions | domain | expert_domain_share | lift_vs_corpus | top_questions |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 103 | 8.204e+08 | 2.6% | 2,481,638 | 0.5% | 3.34e+05 | 1.596e+06 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); git-multibranch__attempt_2 (git multibranch); git-multibranch__attempt_0 (git multibranch) |
| 33 | 5.624e+08 | 1.8% | 2,516,415 | 0.5% | 3.775e+05 | 9.444e+05 | 132 | ODE / time integration | 100.0% | 6.437 | run-pdp11-code__attempt_1 (run pdp11 code); run-pdp11-code__attempt_0 (run pdp11 code); run-pdp11-code__attempt_2 (run pdp11 code) |
| 16 | 5.359e+08 | 1.7% | 2,266,864 | 0.4% | 3.502e+05 | 8.612e+05 | 132 | ODE / time integration | 100.0% | 6.437 | run-pdp11-code__attempt_1 (run pdp11 code); password-recovery__attempt_0 (password recovery); run-pdp11-code__attempt_0 (run pdp11 code) |
| 134 | 5.205e+08 | 1.6% | 3,181,677 | 0.6% | 4.209e+05 | 9.187e+05 | 132 | ODE / time integration | 100.0% | 6.437 | run-pdp11-code__attempt_1 (run pdp11 code); gpt2-codegolf__attempt_0 (gpt2 codegolf); gpt2-codegolf__attempt_2 (gpt2 codegolf) |
| 150 | 5.138e+08 | 1.6% | 1,951,651 | 0.4% | 2.949e+05 | 7.502e+05 | 132 | ODE / time integration | 100.0% | 6.437 | parallel-particle-simulator__attempt_0 (parallel particle simulator); circuit-fibsqrt__attempt_1 (circuit fibsqrt); rare-mineral-allocation__attempt_1 (rare mineral allocation) |
| 233 | 4.598e+08 | 1.4% | 3,340,278 | 0.6% | 4.464e+05 | 7.483e+05 | 132 | ODE / time integration | 100.0% | 6.437 | run-pdp11-code__attempt_1 (run pdp11 code); run-pdp11-code__attempt_0 (run pdp11 code); parallel-particle-simulator__attempt_0 (parallel particle simulator) |
| 117 | 3.958e+08 | 1.2% | 3,390,426 | 0.6% | 4.349e+05 | 6.742e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); stable-parallel-kmeans__attempt_0 (stable parallel kmeans); stable-parallel-kmeans__attempt_2 (stable parallel kmeans) |
| 22 | 3.814e+08 | 1.2% | 3,197,168 | 0.6% | 4.301e+05 | 9.559e+05 | 132 | ODE / time integration | 100.0% | 6.437 | run-pdp11-code__attempt_1 (run pdp11 code); git-multibranch__attempt_2 (git multibranch); password-recovery__attempt_0 (password recovery) |
| 14 | 3.783e+08 | 1.2% | 2,078,864 | 0.4% | 2.773e+05 | 5.413e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); stable-parallel-kmeans__attempt_0 (stable parallel kmeans); stable-parallel-kmeans__attempt_1 (stable parallel kmeans) |
| 254 | 3.735e+08 | 1.2% | 2,054,881 | 0.4% | 2.546e+05 | 5.4e+05 | 132 | ODE / time integration | 100.0% | 6.437 | run-pdp11-code__attempt_1 (run pdp11 code); run-pdp11-code__attempt_0 (run pdp11 code); run-pdp11-code__attempt_2 (run pdp11 code) |
| 202 | 3.719e+08 | 1.2% | 2,943,079 | 0.5% | 3.692e+05 | 6.622e+05 | 132 | ODE / time integration | 100.0% | 6.437 | run-pdp11-code__attempt_1 (run pdp11 code); run-pdp11-code__attempt_0 (run pdp11 code); rare-mineral-allocation__attempt_1 (rare mineral allocation) |
| 74 | 3.635e+08 | 1.1% | 2,912,237 | 0.5% | 4.045e+05 | 1.043e+06 | 132 | ODE / time integration | 100.0% | 6.437 | parallel-particle-simulator__attempt_0 (parallel particle simulator); rare-mineral-allocation__attempt_1 (rare mineral allocation); parallel-particle-simulator__attempt_1 (parallel particle simulator) |
| 171 | 3.028e+08 | 0.9% | 1,913,546 | 0.4% | 2.493e+05 | 5.603e+05 | 132 | ODE / time integration | 100.0% | 6.437 | parallel-particle-simulator__attempt_0 (parallel particle simulator); rare-mineral-allocation__attempt_1 (rare mineral allocation); parallel-particle-simulator__attempt_1 (parallel particle simulator) |
| 158 | 2.997e+08 | 0.9% | 2,292,438 | 0.4% | 2.826e+05 | 5.131e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); rare-mineral-allocation__attempt_2 (rare mineral allocation); rare-mineral-allocation__attempt_0 (rare mineral allocation) |
| 8 | 2.991e+08 | 0.9% | 2,375,489 | 0.4% | 3.318e+05 | 7.537e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); parallel-particle-simulator__attempt_0 (parallel particle simulator); rare-mineral-allocation__attempt_2 (rare mineral allocation) |
| 142 | 2.905e+08 | 0.9% | 2,381,641 | 0.4% | 3.055e+05 | 6.834e+05 | 132 | ODE / time integration | 100.0% | 6.437 | run-pdp11-code__attempt_1 (run pdp11 code); run-pdp11-code__attempt_0 (run pdp11 code); password-recovery__attempt_0 (password recovery) |
| 64 | 2.879e+08 | 0.9% | 2,597,648 | 0.5% | 3.164e+05 | 7.32e+05 | 132 | ODE / time integration | 100.0% | 6.437 | stable-parallel-kmeans__attempt_2 (stable parallel kmeans); stable-parallel-kmeans__attempt_0 (stable parallel kmeans); rare-mineral-allocation__attempt_1 (rare mineral allocation) |
| 1 | 2.786e+08 | 0.9% | 2,966,958 | 0.6% | 3.813e+05 | 6.487e+05 | 131 | ODE / time integration | 100.0% | 6.437 | stable-parallel-kmeans__attempt_0 (stable parallel kmeans); stable-parallel-kmeans__attempt_2 (stable parallel kmeans); rare-mineral-allocation__attempt_1 (rare mineral allocation) |
| 5 | 2.706e+08 | 0.8% | 1,762,612 | 0.3% | 2.217e+05 | 8.332e+05 | 132 | ODE / time integration | 100.0% | 6.437 | parallel-particle-simulator__attempt_0 (parallel particle simulator); stable-parallel-kmeans__attempt_0 (stable parallel kmeans); stable-parallel-kmeans__attempt_2 (stable parallel kmeans) |
| 192 | 2.645e+08 | 0.8% | 2,048,051 | 0.4% | 2.844e+05 | 8.051e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); parallel-particle-simulator__attempt_0 (parallel particle simulator); stable-parallel-kmeans__attempt_0 (stable parallel kmeans) |
| 133 | 2.634e+08 | 0.8% | 2,657,635 | 0.5% | 3.4e+05 | 5.676e+05 | 132 | ODE / time integration | 100.0% | 6.437 | parallel-particle-simulator__attempt_0 (parallel particle simulator); rare-mineral-allocation__attempt_1 (rare mineral allocation); parallel-particle-simulator__attempt_1 (parallel particle simulator) |
| 166 | 2.529e+08 | 0.8% | 2,494,403 | 0.5% | 3.345e+05 | 4.941e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); rare-mineral-allocation__attempt_2 (rare mineral allocation); rare-mineral-allocation__attempt_0 (rare mineral allocation) |
| 110 | 2.526e+08 | 0.8% | 1,714,427 | 0.3% | 2.262e+05 | 7.635e+05 | 132 | ODE / time integration | 100.0% | 6.437 | path-tracing__attempt_2 (path tracing); configure-git-webserver__attempt_0 (configure git webserver); run-pdp11-code__attempt_0 (run pdp11 code) |
| 198 | 2.452e+08 | 0.8% | 2,787,134 | 0.5% | 3.522e+05 | 5.823e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); stable-parallel-kmeans__attempt_0 (stable parallel kmeans); rare-mineral-allocation__attempt_2 (rare mineral allocation) |
| 145 | 2.417e+08 | 0.8% | 3,254,612 | 0.6% | 4.136e+05 | 6.378e+05 | 131 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); parallel-particle-simulator__attempt_0 (parallel particle simulator); run-pdp11-code__attempt_1 (run pdp11 code) |
| 59 | 2.306e+08 | 0.7% | 2,411,161 | 0.4% | 3.069e+05 | 5.703e+05 | 131 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); stable-parallel-kmeans__attempt_0 (stable parallel kmeans); stable-parallel-kmeans__attempt_2 (stable parallel kmeans) |
| 175 | 2.25e+08 | 0.7% | 2,399,811 | 0.4% | 3.022e+05 | 5.584e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); stable-parallel-kmeans__attempt_0 (stable parallel kmeans); rare-mineral-allocation__attempt_2 (rare mineral allocation) |
| 71 | 2.249e+08 | 0.7% | 2,901,514 | 0.5% | 3.981e+05 | 5.76e+05 | 132 | ODE / time integration | 100.0% | 6.437 | git-multibranch__attempt_0 (git multibranch); run-pdp11-code__attempt_0 (run pdp11 code); run-pdp11-code__attempt_1 (run pdp11 code) |
| 160 | 2.242e+08 | 0.7% | 2,794,750 | 0.5% | 3.693e+05 | 6.168e+05 | 132 | ODE / time integration | 100.0% | 6.437 | run-pdp11-code__attempt_1 (run pdp11 code); circuit-fibsqrt__attempt_1 (circuit fibsqrt); path-tracing__attempt_2 (path tracing) |
| 172 | 2.221e+08 | 0.7% | 2,583,350 | 0.5% | 3.539e+05 | 4.975e+05 | 132 | ODE / time integration | 100.0% | 6.437 | git-multibranch__attempt_2 (git multibranch); git-multibranch__attempt_1 (git multibranch); configure-git-webserver__attempt_2 (configure git webserver) |
| 66 | 2.193e+08 | 0.7% | 2,416,172 | 0.4% | 2.959e+05 | 5.462e+05 | 131 | ODE / time integration | 100.0% | 6.437 | stable-parallel-kmeans__attempt_0 (stable parallel kmeans); rare-mineral-allocation__attempt_1 (rare mineral allocation); stable-parallel-kmeans__attempt_2 (stable parallel kmeans) |
| 10 | 2.191e+08 | 0.7% | 2,555,626 | 0.5% | 3.145e+05 | 5.768e+05 | 131 | ODE / time integration | 100.0% | 6.437 | run-pdp11-code__attempt_1 (run pdp11 code); parallel-particle-simulator__attempt_0 (parallel particle simulator); parallelize-graph__attempt_0 (parallelize graph) |
| 115 | 2.165e+08 | 0.7% | 2,479,799 | 0.5% | 3.095e+05 | 5.68e+05 | 131 | ODE / time integration | 100.0% | 6.437 | parallel-particle-simulator__attempt_0 (parallel particle simulator); parallelize-graph__attempt_0 (parallelize graph); parallel-particle-simulator__attempt_1 (parallel particle simulator) |
| 118 | 2.083e+08 | 0.7% | 2,093,109 | 0.4% | 2.527e+05 | 5.159e+05 | 131 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); rare-mineral-allocation__attempt_0 (rare mineral allocation); rare-mineral-allocation__attempt_2 (rare mineral allocation) |
| 223 | 2.014e+08 | 0.6% | 2,490,149 | 0.5% | 3.239e+05 | 5.902e+05 | 132 | ODE / time integration | 100.0% | 6.437 | run-pdp11-code__attempt_1 (run pdp11 code); polyglot-rust-c__attempt_1 (polyglot rust c); polyglot-rust-c__attempt_0 (polyglot rust c) |
| 209 | 1.988e+08 | 0.6% | 2,244,469 | 0.4% | 2.802e+05 | 4.78e+05 | 132 | ODE / time integration | 100.0% | 6.437 | parallel-particle-simulator__attempt_0 (parallel particle simulator); parallelize-graph__attempt_0 (parallelize graph); circuit-fibsqrt__attempt_1 (circuit fibsqrt) |
| 127 | 1.976e+08 | 0.6% | 2,650,877 | 0.5% | 3.359e+05 | 6.113e+05 | 132 | ODE / time integration | 100.0% | 6.437 | parallel-particle-simulator__attempt_0 (parallel particle simulator); stable-parallel-kmeans__attempt_0 (stable parallel kmeans); rare-mineral-allocation__attempt_1 (rare mineral allocation) |
| 165 | 1.964e+08 | 0.6% | 3,003,362 | 0.6% | 3.839e+05 | 5.618e+05 | 132 | ODE / time integration | 100.0% | 6.437 | stable-parallel-kmeans__attempt_1 (stable parallel kmeans); rare-mineral-allocation__attempt_1 (rare mineral allocation); install-windows-xp__attempt_0 (install windows xp) |
| 239 | 1.935e+08 | 0.6% | 1,872,818 | 0.3% | 2.423e+05 | 6.148e+05 | 132 | ODE / time integration | 100.0% | 6.437 | parallel-particle-simulator__attempt_0 (parallel particle simulator); parallel-particle-simulator__attempt_1 (parallel particle simulator); stable-parallel-kmeans__attempt_0 (stable parallel kmeans) |
| 216 | 1.855e+08 | 0.6% | 1,893,990 | 0.4% | 2.359e+05 | 4.878e+05 | 132 | ODE / time integration | 100.0% | 6.437 | git-multibranch__attempt_2 (git multibranch); git-multibranch__attempt_0 (git multibranch); git-multibranch__attempt_1 (git multibranch) |
| 53 | 1.836e+08 | 0.6% | 2,305,647 | 0.4% | 2.896e+05 | 4.369e+05 | 132 | ODE / time integration | 100.0% | 6.437 | parallel-particle-simulator__attempt_0 (parallel particle simulator); rare-mineral-allocation__attempt_1 (rare mineral allocation); parallelize-graph__attempt_1 (parallelize graph) |
| 200 | 1.819e+08 | 0.6% | 1,666,943 | 0.3% | 2.085e+05 | 4.926e+05 | 132 | ODE / time integration | 100.0% | 6.437 | run-pdp11-code__attempt_1 (run pdp11 code); run-pdp11-code__attempt_0 (run pdp11 code); run-pdp11-code__attempt_2 (run pdp11 code) |
| 212 | 1.793e+08 | 0.6% | 2,510,582 | 0.5% | 3.17e+05 | 5.405e+05 | 132 | ODE / time integration | 100.0% | 6.437 | run-pdp11-code__attempt_1 (run pdp11 code); stable-parallel-kmeans__attempt_1 (stable parallel kmeans); circuit-fibsqrt__attempt_2 (circuit fibsqrt) |
| 240 | 1.762e+08 | 0.6% | 2,590,739 | 0.5% | 3.425e+05 | 5.354e+05 | 131 | ODE / time integration | 100.0% | 6.437 | run-pdp11-code__attempt_1 (run pdp11 code); rare-mineral-allocation__attempt_1 (rare mineral allocation); run-pdp11-code__attempt_2 (run pdp11 code) |
| 250 | 1.729e+08 | 0.5% | 3,019,639 | 0.6% | 3.803e+05 | 6.803e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); gpt2-codegolf__attempt_0 (gpt2 codegolf); run-pdp11-code__attempt_1 (run pdp11 code) |
| 132 | 1.692e+08 | 0.5% | 2,711,400 | 0.5% | 3.369e+05 | 5.886e+05 | 132 | ODE / time integration | 100.0% | 6.437 | parallel-particle-simulator__attempt_0 (parallel particle simulator); run-pdp11-code__attempt_1 (run pdp11 code); parallelize-graph__attempt_1 (parallelize graph) |
| 108 | 1.689e+08 | 0.5% | 2,259,213 | 0.4% | 2.776e+05 | 4.026e+05 | 132 | ODE / time integration | 100.0% | 6.437 | parallel-particle-simulator__attempt_0 (parallel particle simulator); parallel-particle-simulator__attempt_1 (parallel particle simulator); stable-parallel-kmeans__attempt_0 (stable parallel kmeans) |
| 27 | 1.678e+08 | 0.5% | 1,919,880 | 0.4% | 2.507e+05 | 5.876e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); parallel-particle-simulator__attempt_0 (parallel particle simulator); stable-parallel-kmeans__attempt_2 (stable parallel kmeans) |
| 252 | 1.672e+08 | 0.5% | 2,400,051 | 0.4% | 3.144e+05 | 5.075e+05 | 132 | ODE / time integration | 100.0% | 6.437 | git-multibranch__attempt_2 (git multibranch); git-multibranch__attempt_0 (git multibranch); git-multibranch__attempt_1 (git multibranch) |
| 109 | 1.654e+08 | 0.5% | 2,091,105 | 0.4% | 2.744e+05 | 5.797e+05 | 131 | ODE / time integration | 100.0% | 6.437 | parallel-particle-simulator__attempt_0 (parallel particle simulator); rare-mineral-allocation__attempt_1 (rare mineral allocation); parallel-particle-simulator__attempt_1 (parallel particle simulator) |
| 116 | 1.649e+08 | 0.5% | 2,905,052 | 0.5% | 3.9e+05 | 7.461e+05 | 131 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); polyglot-rust-c__attempt_1 (polyglot rust c); polyglot-rust-c__attempt_0 (polyglot rust c) |
| 58 | 1.62e+08 | 0.5% | 2,625,611 | 0.5% | 3.355e+05 | 5.462e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); parallel-particle-simulator__attempt_0 (parallel particle simulator); rare-mineral-allocation__attempt_2 (rare mineral allocation) |
| 114 | 1.609e+08 | 0.5% | 2,077,564 | 0.4% | 2.815e+05 | 4.031e+05 | 132 | ODE / time integration | 100.0% | 6.437 | git-multibranch__attempt_2 (git multibranch); git-multibranch__attempt_1 (git multibranch); install-windows-xp__attempt_0 (install windows xp) |
| 151 | 1.589e+08 | 0.5% | 2,584,940 | 0.5% | 3.162e+05 | 5.946e+05 | 132 | ODE / time integration | 100.0% | 6.437 | stable-parallel-kmeans__attempt_0 (stable parallel kmeans); rare-mineral-allocation__attempt_1 (rare mineral allocation); stable-parallel-kmeans__attempt_2 (stable parallel kmeans) |
| 88 | 1.58e+08 | 0.5% | 3,088,670 | 0.6% | 3.915e+05 | 6.835e+05 | 132 | ODE / time integration | 100.0% | 6.437 | run-pdp11-code__attempt_1 (run pdp11 code); polyglot-rust-c__attempt_1 (polyglot rust c); polyglot-rust-c__attempt_0 (polyglot rust c) |
| 154 | 1.564e+08 | 0.5% | 2,118,260 | 0.4% | 2.619e+05 | 5.448e+05 | 132 | ODE / time integration | 100.0% | 6.437 | parallel-particle-simulator__attempt_0 (parallel particle simulator); rare-mineral-allocation__attempt_1 (rare mineral allocation); parallel-particle-simulator__attempt_1 (parallel particle simulator) |
| 91 | 1.551e+08 | 0.5% | 2,497,375 | 0.5% | 3.141e+05 | 6.014e+05 | 132 | ODE / time integration | 100.0% | 6.437 | polyglot-rust-c__attempt_0 (polyglot rust c); polyglot-rust-c__attempt_1 (polyglot rust c); polyglot-rust-c__attempt_2 (polyglot rust c) |
| 120 | 1.546e+08 | 0.5% | 2,434,290 | 0.5% | 3.341e+05 | 6.272e+05 | 132 | ODE / time integration | 100.0% | 6.437 | run-pdp11-code__attempt_1 (run pdp11 code); polyglot-rust-c__attempt_0 (polyglot rust c); polyglot-rust-c__attempt_1 (polyglot rust c) |
| 122 | 1.533e+08 | 0.5% | 1,875,354 | 0.3% | 2.427e+05 | 5.624e+05 | 132 | ODE / time integration | 100.0% | 6.437 | run-pdp11-code__attempt_1 (run pdp11 code); rare-mineral-allocation__attempt_1 (rare mineral allocation); run-pdp11-code__attempt_0 (run pdp11 code) |
| 77 | 1.495e+08 | 0.5% | 2,562,205 | 0.5% | 3.181e+05 | 4.391e+05 | 132 | ODE / time integration | 100.0% | 6.437 | stable-parallel-kmeans__attempt_0 (stable parallel kmeans); parallel-particle-simulator__attempt_0 (parallel particle simulator); rare-mineral-allocation__attempt_1 (rare mineral allocation) |
| 137 | 1.463e+08 | 0.5% | 2,788,079 | 0.5% | 3.506e+05 | 4.53e+05 | 132 | ODE / time integration | 100.0% | 6.437 | polyglot-rust-c__attempt_0 (polyglot rust c); polyglot-rust-c__attempt_1 (polyglot rust c); polyglot-rust-c__attempt_2 (polyglot rust c) |
| 82 | 1.434e+08 | 0.4% | 1,498,943 | 0.3% | 1.814e+05 | 3.985e+05 | 132 | ODE / time integration | 100.0% | 6.437 | git-multibranch__attempt_2 (git multibranch); rare-mineral-allocation__attempt_1 (rare mineral allocation); stable-parallel-kmeans__attempt_0 (stable parallel kmeans) |
| 57 | 1.43e+08 | 0.4% | 2,217,244 | 0.4% | 2.905e+05 | 7.112e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); parallel-particle-simulator__attempt_0 (parallel particle simulator); parallel-particle-simulator__attempt_1 (parallel particle simulator) |
| 222 | 1.414e+08 | 0.4% | 2,269,805 | 0.4% | 2.715e+05 | 5.545e+05 | 132 | ODE / time integration | 100.0% | 6.437 | parallel-particle-simulator__attempt_0 (parallel particle simulator); stable-parallel-kmeans__attempt_0 (stable parallel kmeans); stable-parallel-kmeans__attempt_2 (stable parallel kmeans) |
| 79 | 1.397e+08 | 0.4% | 1,923,239 | 0.4% | 2.392e+05 | 4.54e+05 | 131 | ODE / time integration | 100.0% | 6.437 | parallel-particle-simulator__attempt_0 (parallel particle simulator); parallel-particle-simulator__attempt_1 (parallel particle simulator); stable-parallel-kmeans__attempt_2 (stable parallel kmeans) |
| 140 | 1.388e+08 | 0.4% | 2,613,329 | 0.5% | 3.212e+05 | 4.137e+05 | 131 | ODE / time integration | 100.0% | 6.437 | git-multibranch__attempt_2 (git multibranch); feal-linear-cryptanalysis__attempt_1 (feal linear cryptanalysis); feal-differential-cryptanalysis__attempt_1 (feal differential cryptanalysis) |
| 87 | 1.38e+08 | 0.4% | 2,124,219 | 0.4% | 2.627e+05 | 5.791e+05 | 132 | ODE / time integration | 100.0% | 6.437 | run-pdp11-code__attempt_1 (run pdp11 code); run-pdp11-code__attempt_2 (run pdp11 code); run-pdp11-code__attempt_0 (run pdp11 code) |
| 68 | 1.372e+08 | 0.4% | 1,586,122 | 0.3% | 1.99e+05 | 4.296e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); rare-mineral-allocation__attempt_2 (rare mineral allocation); stable-parallel-kmeans__attempt_0 (stable parallel kmeans) |
| 146 | 1.365e+08 | 0.4% | 1,899,531 | 0.4% | 2.294e+05 | 3.835e+05 | 132 | ODE / time integration | 100.0% | 6.437 | parallel-particle-simulator__attempt_0 (parallel particle simulator); parallel-particle-simulator__attempt_1 (parallel particle simulator); parallelize-graph__attempt_0 (parallelize graph) |
| 99 | 1.349e+08 | 0.4% | 2,299,624 | 0.4% | 2.805e+05 | 5.689e+05 | 131 | ODE / time integration | 100.0% | 6.437 | parallelize-graph__attempt_0 (parallelize graph); rare-mineral-allocation__attempt_1 (rare mineral allocation); rare-mineral-allocation__attempt_2 (rare mineral allocation) |
| 199 | 1.347e+08 | 0.4% | 1,682,311 | 0.3% | 2.025e+05 | 4.312e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); run-pdp11-code__attempt_1 (run pdp11 code); parallel-particle-simulator__attempt_0 (parallel particle simulator) |
| 21 | 1.337e+08 | 0.4% | 2,450,516 | 0.5% | 3.063e+05 | 5.395e+05 | 131 | ODE / time integration | 100.0% | 6.437 | polyglot-rust-c__attempt_1 (polyglot rust c); polyglot-rust-c__attempt_0 (polyglot rust c); polyglot-rust-c__attempt_2 (polyglot rust c) |
| 30 | 1.334e+08 | 0.4% | 2,076,310 | 0.4% | 2.428e+05 | 3.805e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); rare-mineral-allocation__attempt_2 (rare mineral allocation); rare-mineral-allocation__attempt_0 (rare mineral allocation) |
| 106 | 1.331e+08 | 0.4% | 1,741,114 | 0.3% | 2.147e+05 | 3.321e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); stable-parallel-kmeans__attempt_0 (stable parallel kmeans); stable-parallel-kmeans__attempt_2 (stable parallel kmeans) |
| 15 | 1.331e+08 | 0.4% | 2,478,516 | 0.5% | 3.077e+05 | 4.884e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); rare-mineral-allocation__attempt_2 (rare mineral allocation); rare-mineral-allocation__attempt_0 (rare mineral allocation) |
| 206 | 1.313e+08 | 0.4% | 2,378,629 | 0.4% | 2.917e+05 | 4.521e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); feal-linear-cryptanalysis__attempt_1 (feal linear cryptanalysis); circuit-fibsqrt__attempt_2 (circuit fibsqrt) |
| 139 | 1.312e+08 | 0.4% | 2,313,463 | 0.4% | 2.964e+05 | 4.736e+05 | 131 | ODE / time integration | 100.0% | 6.437 | run-pdp11-code__attempt_1 (run pdp11 code); rare-mineral-allocation__attempt_1 (rare mineral allocation); run-pdp11-code__attempt_0 (run pdp11 code) |
| 23 | 1.297e+08 | 0.4% | 2,469,243 | 0.5% | 3.242e+05 | 5.121e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); rare-mineral-allocation__attempt_2 (rare mineral allocation); run-pdp11-code__attempt_1 (run pdp11 code) |
| 72 | 1.286e+08 | 0.4% | 2,957,836 | 0.5% | 3.791e+05 | 7.141e+05 | 132 | ODE / time integration | 100.0% | 6.437 | rare-mineral-allocation__attempt_1 (rare mineral allocation); stable-parallel-kmeans__attempt_1 (stable parallel kmeans); stable-parallel-kmeans__attempt_0 (stable parallel kmeans) |
| 25 | 1.281e+08 | 0.4% | 1,837,796 | 0.3% | 2.224e+05 | 4.492e+05 | 132 | ODE / time integration | 100.0% | 6.437 | parallel-particle-simulator__attempt_0 (parallel particle simulator); rare-mineral-allocation__attempt_1 (rare mineral allocation); parallel-particle-simulator__attempt_1 (parallel particle simulator) |
Top Layer-Expert Pairs
These are the most actionable residency candidates if the runtime can pin at layer-expert granularity rather than only by expert ID globally.
| layer | expert_id | importance_score | importance_share | activation_count | router_weight_mass | contribution_l2_sum | active_questions |
|---|---|---|---|---|---|---|---|
| 38 | 103 | 5.706e+08 | 1.8% | 290,767 | 6.219e+04 | 1.031e+06 | 132 |
| 29 | 150 | 4.804e+08 | 1.5% | 441,634 | 1.092e+05 | 4.837e+05 | 131 |
| 32 | 33 | 4.529e+08 | 1.4% | 335,197 | 9.475e+04 | 5.288e+05 | 131 |
| 34 | 16 | 4.258e+08 | 1.3% | 318,025 | 1.111e+05 | 4.297e+05 | 131 |
| 35 | 14 | 3.239e+08 | 1.0% | 321,846 | 5.413e+04 | 2.49e+05 | 131 |
| 35 | 142 | 2.379e+08 | 0.7% | 432,815 | 6.64e+04 | 3.423e+05 | 131 |
| 36 | 158 | 2.366e+08 | 0.7% | 280,350 | 4.192e+04 | 1.966e+05 | 131 |
| 37 | 5 | 2.214e+08 | 0.7% | 156,718 | 2.947e+04 | 4.45e+05 | 131 |
| 36 | 110 | 2.171e+08 | 0.7% | 271,103 | 5.117e+04 | 4.636e+05 | 131 |
| 37 | 171 | 1.995e+08 | 0.6% | 176,694 | 2.933e+04 | 2.381e+05 | 131 |
| 35 | 254 | 1.715e+08 | 0.5% | 262,962 | 3.647e+04 | 1.529e+05 | 131 |
| 37 | 8 | 1.656e+08 | 0.5% | 444,547 | 7.852e+04 | 2.289e+05 | 131 |
| 22 | 160 | 1.552e+08 | 0.5% | 411,031 | 8.04e+04 | 2.11e+05 | 131 |
| 37 | 64 | 1.499e+08 | 0.5% | 269,451 | 3.457e+04 | 1.723e+05 | 131 |
| 36 | 254 | 1.495e+08 | 0.5% | 109,967 | 1.984e+04 | 1.078e+05 | 132 |
| 30 | 117 | 1.484e+08 | 0.5% | 327,434 | 4.74e+04 | 1.135e+05 | 131 |
| 33 | 202 | 1.379e+08 | 0.4% | 247,919 | 3.371e+04 | 1.065e+05 | 131 |
| 32 | 216 | 1.379e+08 | 0.4% | 388,655 | 5.572e+04 | 1.987e+05 | 131 |
| 31 | 22 | 1.335e+08 | 0.4% | 376,037 | 6.167e+04 | 2.08e+05 | 131 |
| 15 | 134 | 1.327e+08 | 0.4% | 360,879 | 5.951e+04 | 8.34e+04 | 131 |
| 21 | 233 | 1.323e+08 | 0.4% | 309,782 | 4.985e+04 | 7.735e+04 | 131 |
| 21 | 172 | 1.315e+08 | 0.4% | 477,907 | 7.981e+04 | 1.319e+05 | 131 |
| 21 | 166 | 1.282e+08 | 0.4% | 300,678 | 4.694e+04 | 6.725e+04 | 131 |
| 31 | 133 | 1.276e+08 | 0.4% | 262,002 | 3.763e+04 | 1.36e+05 | 131 |
| 33 | 192 | 1.275e+08 | 0.4% | 302,678 | 7.408e+04 | 1.943e+05 | 131 |
| 20 | 71 | 1.236e+08 | 0.4% | 558,337 | 9.117e+04 | 1.408e+05 | 131 |
| 37 | 134 | 1.23e+08 | 0.4% | 320,585 | 4.514e+04 | 2.218e+05 | 131 |
| 38 | 209 | 1.188e+08 | 0.4% | 450,830 | 6.181e+04 | 2.085e+05 | 132 |
| 35 | 103 | 1.181e+08 | 0.4% | 282,326 | 3.946e+04 | 1.525e+05 | 131 |
| 37 | 200 | 1.18e+08 | 0.4% | 88,349 | 1.437e+04 | 9.526e+04 | 131 |
| 35 | 239 | 1.136e+08 | 0.4% | 150,656 | 2.648e+04 | 2.273e+05 | 131 |
| 38 | 175 | 1.108e+08 | 0.3% | 187,623 | 2.604e+04 | 1.531e+05 | 131 |
| 18 | 117 | 1.103e+08 | 0.3% | 395,841 | 5.795e+04 | 8.387e+04 | 131 |
| 27 | 134 | 1.097e+08 | 0.3% | 300,121 | 4.719e+04 | 9.558e+04 | 131 |
| 37 | 199 | 1.066e+08 | 0.3% | 243,726 | 3.061e+04 | 1.779e+05 | 131 |
| 23 | 80 | 1.043e+08 | 0.3% | 390,583 | 7.184e+04 | 1.639e+05 | 131 |
| 38 | 68 | 1.018e+08 | 0.3% | 152,302 | 2.344e+04 | 2.21e+05 | 131 |
| 26 | 59 | 9.637e+07 | 0.3% | 337,067 | 6.515e+04 | 1.561e+05 | 131 |
| 28 | 74 | 9.605e+07 | 0.3% | 341,641 | 6.832e+04 | 1.575e+05 | 131 |
| 33 | 79 | 9.599e+07 | 0.3% | 149,502 | 2.651e+04 | 1.372e+05 | 131 |
| 33 | 82 | 9.541e+07 | 0.3% | 336,267 | 4.412e+04 | 1.989e+05 | 131 |
| 36 | 213 | 9.366e+07 | 0.3% | 140,453 | 2.242e+04 | 1.524e+05 | 131 |
| 19 | 22 | 9.271e+07 | 0.3% | 387,284 | 6.697e+04 | 1.257e+05 | 131 |
| 33 | 146 | 8.966e+07 | 0.3% | 160,932 | 2.237e+04 | 7.884e+04 | 127 |
| 37 | 22 | 8.894e+07 | 0.3% | 307,171 | 3.606e+04 | 2.065e+05 | 131 |
| 37 | 165 | 8.709e+07 | 0.3% | 417,987 | 6.838e+04 | 1.376e+05 | 132 |
| 33 | 106 | 8.594e+07 | 0.3% | 187,015 | 3.02e+04 | 1.21e+05 | 131 |
| 27 | 114 | 8.478e+07 | 0.3% | 364,100 | 5.937e+04 | 1.275e+05 | 131 |
| 34 | 108 | 8.453e+07 | 0.3% | 554,333 | 7.259e+04 | 1.109e+05 | 131 |
| 36 | 10 | 8.309e+07 | 0.3% | 291,570 | 3.708e+04 | 1.433e+05 | 131 |
| 37 | 99 | 8.173e+07 | 0.3% | 202,517 | 2.705e+04 | 2.525e+05 | 131 |
| 9 | 233 | 8.159e+07 | 0.3% | 267,536 | 4.413e+04 | 4.642e+04 | 131 |
| 38 | 118 | 8.027e+07 | 0.3% | 283,898 | 3.4e+04 | 1.944e+05 | 131 |
| 36 | 164 | 7.999e+07 | 0.3% | 155,786 | 2.133e+04 | 1.836e+05 | 131 |
| 38 | 127 | 7.916e+07 | 0.2% | 287,793 | 3.673e+04 | 1.821e+05 | 131 |
| 38 | 223 | 7.46e+07 | 0.2% | 172,851 | 2.87e+04 | 1.86e+05 | 131 |
| 35 | 16 | 7.371e+07 | 0.2% | 201,609 | 2.418e+04 | 1.453e+05 | 131 |
| 34 | 27 | 7.307e+07 | 0.2% | 150,741 | 2.572e+04 | 1.445e+05 | 131 |
| 35 | 235 | 7.109e+07 | 0.2% | 300,853 | 3.872e+04 | 2.03e+05 | 131 |
| 36 | 222 | 7.057e+07 | 0.2% | 118,395 | 2.007e+04 | 2.351e+05 | 131 |
| 34 | 74 | 6.857e+07 | 0.2% | 139,808 | 2.173e+04 | 2.084e+05 | 131 |
| 36 | 87 | 6.82e+07 | 0.2% | 258,570 | 3.338e+04 | 1.769e+05 | 131 |
| 7 | 12 | 6.651e+07 | 0.2% | 374,892 | 6.635e+04 | 6.899e+04 | 131 |
| 19 | 133 | 6.488e+07 | 0.2% | 279,964 | 3.85e+04 | 8.103e+04 | 131 |
| 32 | 233 | 6.466e+07 | 0.2% | 161,167 | 2.534e+04 | 1.028e+05 | 131 |
| 16 | 74 | 6.43e+07 | 0.2% | 340,172 | 5.955e+04 | 1.159e+05 | 131 |
| 15 | 145 | 6.415e+07 | 0.2% | 299,036 | 4.008e+04 | 5.944e+04 | 131 |
| 27 | 145 | 6.338e+07 | 0.2% | 269,770 | 3.573e+04 | 7.946e+04 | 131 |
| 20 | 53 | 6.248e+07 | 0.2% | 282,914 | 3.97e+04 | 5.991e+04 | 131 |
| 36 | 192 | 6.178e+07 | 0.2% | 145,841 | 2.079e+04 | 1.832e+05 | 131 |
| 38 | 168 | 6.136e+07 | 0.2% | 134,440 | 1.678e+04 | 1.696e+05 | 131 |
| 20 | 233 | 6.108e+07 | 0.2% | 231,799 | 3.538e+04 | 5.695e+04 | 130 |
| 32 | 108 | 5.991e+07 | 0.2% | 145,041 | 2.317e+04 | 8.65e+04 | 131 |
| 37 | 124 | 5.99e+07 | 0.2% | 267,252 | 3.213e+04 | 1.732e+05 | 131 |
| 15 | 114 | 5.959e+07 | 0.2% | 369,089 | 5.924e+04 | 8.481e+04 | 131 |
| 38 | 48 | 5.805e+07 | 0.2% | 73,265 | 1.217e+04 | 2.284e+05 | 131 |
| 21 | 137 | 5.747e+07 | 0.2% | 306,833 | 4.608e+04 | 6.738e+04 | 131 |
| 35 | 202 | 5.719e+07 | 0.2% | 209,143 | 2.486e+04 | 1.038e+05 | 131 |
| 35 | 53 | 5.71e+07 | 0.2% | 165,900 | 2.379e+04 | 1.173e+05 | 131 |
| 39 | 70 | 5.677e+07 | 0.2% | 205,359 | 2.262e+04 | 1.471e+05 | 131 |
| 23 | 134 | 5.584e+07 | 0.2% | 289,030 | 3.782e+04 | 6.246e+04 | 131 |
| 37 | 103 | 5.567e+07 | 0.2% | 231,785 | 2.7e+04 | 1.165e+05 | 131 |
| 26 | 202 | 5.542e+07 | 0.2% | 377,575 | 5.56e+04 | 8.594e+04 | 131 |
| 35 | 167 | 5.522e+07 | 0.2% | 280,014 | 3.381e+04 | 1.483e+05 | 131 |
| 34 | 66 | 5.497e+07 | 0.2% | 128,348 | 1.869e+04 | 1.076e+05 | 128 |
| 38 | 109 | 5.494e+07 | 0.2% | 91,395 | 1.483e+04 | 1.369e+05 | 131 |
| 35 | 31 | 5.485e+07 | 0.2% | 99,585 | 1.216e+04 | 5.507e+04 | 127 |
| 36 | 74 | 5.477e+07 | 0.2% | 268,399 | 3.059e+04 | 1.709e+05 | 131 |
| 21 | 1 | 5.454e+07 | 0.2% | 262,767 | 3.736e+04 | 5.264e+04 | 131 |
| 37 | 234 | 5.402e+07 | 0.2% | 111,960 | 1.612e+04 | 5.729e+04 | 131 |
| 36 | 20 | 5.379e+07 | 0.2% | 142,505 | 2.34e+04 | 1.637e+05 | 132 |
| 5 | 122 | 5.329e+07 | 0.2% | 239,153 | 4.12e+04 | 2.927e+04 | 131 |
| 38 | 64 | 5.308e+07 | 0.2% | 102,668 | 1.568e+04 | 2.211e+05 | 131 |
| 34 | 179 | 5.302e+07 | 0.2% | 153,194 | 2.025e+04 | 1.11e+05 | 131 |
| 31 | 115 | 5.265e+07 | 0.2% | 155,172 | 2.208e+04 | 6.927e+04 | 131 |
| 32 | 67 | 5.243e+07 | 0.2% | 143,949 | 2.077e+04 | 8.516e+04 | 131 |
| 35 | 171 | 5.227e+07 | 0.2% | 119,513 | 1.714e+04 | 8.048e+04 | 131 |
| 31 | 127 | 5.218e+07 | 0.2% | 168,932 | 2.232e+04 | 8.788e+04 | 131 |
| 9 | 166 | 5.2e+07 | 0.2% | 256,128 | 3.971e+04 | 3.66e+04 | 131 |
| 33 | 228 | 5.148e+07 | 0.2% | 105,777 | 1.506e+04 | 6.747e+04 | 131 |
Inferred Domain Associations
For the top 40 global experts, this heat map shows what fraction of each expert's importance proxy came from each inferred task domain.
Residency Implication
For this SciCode cluster, a conservative residency policy should start from layer-expert pairs, not just global expert IDs. Global expert rankings tell us which expert IDs repeatedly matter, but the strongest concentrations occur at specific layers. A practical next experiment is to build candidate sets at 50%, 80%, 90%, and 95% importance mass, then run ablation or forced CPU-residency comparisons against exact-match/code-eval quality and throughput.