Drop aborted glm-4.5-air run 0c19668a - loop-benchmarking - Controlled experiments across agentic coding configurations. Same task, one variable, what actually works.

commit bbd676244fcbed8e4b2767bc3325769489b5da48
parent dd1bad2d5568fcda6b6b52af5c89baae4e8991ad
Author: Brian Graham <brian@buildingbetterteams.de>
Date:   Thu, 16 Apr 2026 16:47:08 +0200

Drop aborted glm-4.5-air run 0c19668a

No claude_output.json, empty stderr, 40-line transcript, unset
exit_code/wall_time -- same failure pattern as prior Z.AI purges.
Rebuild PCA against the resulting 510-run dataset.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

Diffstat:
M results/analysis/pca.json  | 12024 ++++++++++++++++++++++++++++++++++++++++----------------------------------------

1 file changed, 6012 insertions(+), 6012 deletions(-)
diff --git a/results/analysis/pca.json b/results/analysis/pca.json
@@ -5,14 +5,14 @@
   "variance_explained": [
     9.41,
     6.06,
-    3.78,
+    3.79,
     3.31,
-    3.09,
+    3.08,
     2.88,
     2.87,
-    2.82,
-    2.77,
-    2.73
+    2.83,
+    2.75,
+    2.74
   ],
   "scree": [
     9.41,
@@ -95,16 +95,16 @@
       "short_id": "42f30c6b",
       "model": "glm-4.5-air",
       "score": 0.685,
-      "pc1": -2.9606,
-      "pc2": 0.6229,
-      "pc3": -0.6594,
-      "pc4": -0.153,
-      "pc5": -1.3272,
-      "pc6": -0.0408,
-      "pc7": -5.7701,
-      "pc8": 1.7324,
-      "pc9": -7.6308,
-      "pc10": -0.3101,
+      "pc1": -2.9607,
+      "pc2": 0.629,
+      "pc3": -0.6701,
+      "pc4": -0.2261,
+      "pc5": 1.6876,
+      "pc6": 2.0485,
+      "pc7": -6.1357,
+      "pc8": -0.4016,
+      "pc9": -7.2005,
+      "pc10": 0.1528,
       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
     },
     {
@@ -112,16 +112,16 @@
       "short_id": "3a4446e0",
       "model": "glm-5.1",
       "score": 0.905,
-      "pc1": -3.1111,
-      "pc2": 0.6697,
-      "pc3": -0.9651,
-      "pc4": -0.0322,
-      "pc5": -0.9533,
-      "pc6": 0.6099,
-      "pc7": -5.3668,
-      "pc8": 1.7694,
-      "pc9": -7.56,
-      "pc10": -0.3013,
+      "pc1": -3.1099,
+      "pc2": 0.6559,
+      "pc3": -1.0219,
+      "pc4": -0.1845,
+      "pc5": 1.1499,
+      "pc6": 2.8425,
+      "pc7": -5.7524,
+      "pc8": -0.518,
+      "pc9": -7.1724,
+      "pc10": 0.2679,
       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
     },
     {
@@ -129,16 +129,16 @@
       "short_id": "e9675236",
       "model": "glm-5.1",
       "score": 0.665,
-      "pc1": -3.1111,
-      "pc2": 0.6697,
-      "pc3": -0.9651,
-      "pc4": -0.0322,
-      "pc5": -0.9533,
-      "pc6": 0.6099,
-      "pc7": -5.3668,
-      "pc8": 1.7694,
-      "pc9": -7.56,
-      "pc10": -0.3013,
+      "pc1": -3.1099,
+      "pc2": 0.6559,
+      "pc3": -1.0219,
+      "pc4": -0.1845,
+      "pc5": 1.1499,
+      "pc6": 2.8425,
+      "pc7": -5.7524,
+      "pc8": -0.518,
+      "pc9": -7.1724,
+      "pc10": 0.2679,
       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
     },
     {
@@ -146,16 +146,16 @@
       "short_id": "a6720fb3",
       "model": "glm-5.1",
       "score": 0.925,
-      "pc1": -3.1111,
-      "pc2": 0.6697,
-      "pc3": -0.9651,
-      "pc4": -0.0322,
-      "pc5": -0.9533,
-      "pc6": 0.6099,
-      "pc7": -5.3668,
-      "pc8": 1.7694,
-      "pc9": -7.56,
-      "pc10": -0.3013,
+      "pc1": -3.1099,
+      "pc2": 0.6559,
+      "pc3": -1.0219,
+      "pc4": -0.1845,
+      "pc5": 1.1499,
+      "pc6": 2.8425,
+      "pc7": -5.7524,
+      "pc8": -0.518,
+      "pc9": -7.1724,
+      "pc10": 0.2679,
       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
     },
     {
@@ -163,16 +163,16 @@
       "short_id": "ed36af6d",
       "model": "gemma-4-26b",
       "score": 0.485,
-      "pc1": -1.6509,
-      "pc2": -1.0341,
-      "pc3": 4.29,
-      "pc4": -0.085,
-      "pc5": -0.7664,
-      "pc6": -1.9055,
-      "pc7": 2.3296,
-      "pc8": 1.2838,
-      "pc9": -0.5179,
-      "pc10": 0.0495,
+      "pc1": -1.6511,
+      "pc2": -1.0476,
+      "pc3": 4.2401,
+      "pc4": -0.2204,
+      "pc5": 0.6614,
+      "pc6": -1.2691,
+      "pc7": 0.5836,
+      "pc8": -2.5324,
+      "pc9": 0.1469,
+      "pc10": -1.1684,
       "config_summary": "effort=high, prompt_style=simple, language=javascript, max_budget=low"
     },
     {
@@ -180,16 +180,16 @@
       "short_id": "df938a74",
       "model": "gemma-4-26b",
       "score": 0.475,
-      "pc1": -1.6509,
-      "pc2": -1.0341,
-      "pc3": 4.29,
-      "pc4": -0.085,
-      "pc5": -0.7664,
-      "pc6": -1.9055,
-      "pc7": 2.3296,
-      "pc8": 1.2838,
-      "pc9": -0.5179,
-      "pc10": 0.0495,
+      "pc1": -1.6511,
+      "pc2": -1.0476,
+      "pc3": 4.2401,
+      "pc4": -0.2204,
+      "pc5": 0.6614,
+      "pc6": -1.2691,
+      "pc7": 0.5836,
+      "pc8": -2.5324,
+      "pc9": 0.1469,
+      "pc10": -1.1684,
       "config_summary": "effort=high, prompt_style=simple, language=javascript, max_budget=low"
     },
     {
@@ -197,16 +197,16 @@
       "short_id": "ee6e9adf",
       "model": "gemma-4-26b",
       "score": 0.5,
-      "pc1": -1.6509,
-      "pc2": -1.0341,
-      "pc3": 4.29,
-      "pc4": -0.085,
-      "pc5": -0.7664,
-      "pc6": -1.9055,
-      "pc7": 2.3296,
-      "pc8": 1.2838,
-      "pc9": -0.5179,
-      "pc10": 0.0495,
+      "pc1": -1.6511,
+      "pc2": -1.0476,
+      "pc3": 4.2401,
+      "pc4": -0.2204,
+      "pc5": 0.6614,
+      "pc6": -1.2691,
+      "pc7": 0.5836,
+      "pc8": -2.5324,
+      "pc9": 0.1469,
+      "pc10": -1.1684,
       "config_summary": "effort=high, prompt_style=simple, language=javascript, max_budget=low"
     },
     {
@@ -214,16 +214,16 @@
       "short_id": "35048b14",
       "model": "glm-4.5-air",
       "score": 0.85,
-      "pc1": -2.1292,
-      "pc2": -0.671,
-      "pc3": 0.6484,
-      "pc4": 0.5102,
-      "pc5": -0.3214,
-      "pc6": -2.5397,
-      "pc7": 1.0637,
-      "pc8": 1.8506,
-      "pc9": -0.2808,
-      "pc10": 0.2247,
+      "pc1": -2.1301,
+      "pc2": -0.651,
+      "pc3": 0.6071,
+      "pc4": 0.4234,
+      "pc5": 0.2558,
+      "pc6": -1.7618,
+      "pc7": -0.8195,
+      "pc8": -2.6512,
+      "pc9": 0.0741,
+      "pc10": -0.7806,
       "config_summary": "effort=high, prompt_style=simple, language=javascript, max_budget=low"
     },
     {
@@ -231,16 +231,16 @@
       "short_id": "85cfb3b7",
       "model": "glm-4.7",
       "score": 0.755,
-      "pc1": -2.1472,
-      "pc2": -0.6237,
-      "pc3": 0.5871,
-      "pc4": 0.606,
-      "pc5": 0.0539,
-      "pc6": -2.3992,
-      "pc7": 2.01,
-      "pc8": 1.381,
-      "pc9": -0.2487,
-      "pc10": 0.1863,
+      "pc1": -2.1467,
+      "pc2": -0.6255,
+      "pc3": 0.5023,
+      "pc4": 0.5018,
+      "pc5": -0.1092,
+      "pc6": -1.6764,
+      "pc7": 0.2782,
+      "pc8": -2.616,
+      "pc9": 0.0089,
+      "pc10": -0.6835,
       "config_summary": "effort=high, prompt_style=simple, language=javascript, max_budget=low"
     },
     {
@@ -248,16 +248,16 @@
       "short_id": "6614890c",
       "model": "glm-4.7",
       "score": 0.875,
-      "pc1": -2.1472,
-      "pc2": -0.6237,
-      "pc3": 0.5871,
-      "pc4": 0.606,
-      "pc5": 0.0539,
-      "pc6": -2.3992,
-      "pc7": 2.01,
-      "pc8": 1.381,
-      "pc9": -0.2487,
-      "pc10": 0.1863,
+      "pc1": -2.1467,
+      "pc2": -0.6255,
+      "pc3": 0.5023,
+      "pc4": 0.5018,
+      "pc5": -0.1092,
+      "pc6": -1.6764,
+      "pc7": 0.2782,
+      "pc8": -2.616,
+      "pc9": 0.0089,
+      "pc10": -0.6835,
       "config_summary": "effort=high, prompt_style=simple, language=javascript, max_budget=low"
     },
     {
@@ -265,16 +265,16 @@
       "short_id": "c530817e",
       "model": "glm-4.7",
       "score": 0.9,
-      "pc1": -2.1472,
-      "pc2": -0.6237,
-      "pc3": 0.5871,
-      "pc4": 0.606,
-      "pc5": 0.0539,
-      "pc6": -2.3992,
-      "pc7": 2.01,
-      "pc8": 1.381,
-      "pc9": -0.2487,
-      "pc10": 0.1863,
+      "pc1": -2.1467,
+      "pc2": -0.6255,
+      "pc3": 0.5023,
+      "pc4": 0.5018,
+      "pc5": -0.1092,
+      "pc6": -1.6764,
+      "pc7": 0.2782,
+      "pc8": -2.616,
+      "pc9": 0.0089,
+      "pc10": -0.6835,
       "config_summary": "effort=high, prompt_style=simple, language=javascript, max_budget=low"
     },
     {
@@ -282,16 +282,16 @@
       "short_id": "5ea5d539",
       "model": "glm-5.1",
       "score": 0.785,
-      "pc1": -2.2798,
-      "pc2": -0.6243,
-      "pc3": 0.3426,
-      "pc4": 0.6309,
-      "pc5": 0.0525,
-      "pc6": -1.889,
-      "pc7": 1.4671,
-      "pc8": 1.8877,
-      "pc9": -0.21,
-      "pc10": 0.2335,
+      "pc1": -2.2793,
+      "pc2": -0.6241,
+      "pc3": 0.2553,
+      "pc4": 0.4649,
+      "pc5": -0.2818,
+      "pc6": -0.9678,
+      "pc7": -0.4361,
+      "pc8": -2.7677,
+      "pc9": 0.1022,
+      "pc10": -0.6655,
       "config_summary": "effort=high, prompt_style=simple, language=javascript, max_budget=low"
     },
     {
@@ -299,16 +299,16 @@
       "short_id": "f2ff7829",
       "model": "glm-5.1",
       "score": 0.975,
-      "pc1": -2.2798,
-      "pc2": -0.6243,
-      "pc3": 0.3426,
-      "pc4": 0.6309,
-      "pc5": 0.0525,
-      "pc6": -1.889,
-      "pc7": 1.4671,
-      "pc8": 1.8877,
-      "pc9": -0.21,
-      "pc10": 0.2335,
+      "pc1": -2.2793,
+      "pc2": -0.6241,
+      "pc3": 0.2553,
+      "pc4": 0.4649,
+      "pc5": -0.2818,
+      "pc6": -0.9678,
+      "pc7": -0.4361,
+      "pc8": -2.7677,
+      "pc9": 0.1022,
+      "pc10": -0.6655,
       "config_summary": "effort=high, prompt_style=simple, language=javascript, max_budget=low"
     },
     {
@@ -316,16 +316,16 @@
       "short_id": "6b848132",
       "model": "glm-5.1",
       "score": 0.85,
-      "pc1": -2.2798,
-      "pc2": -0.6243,
-      "pc3": 0.3426,
-      "pc4": 0.6309,
-      "pc5": 0.0525,
-      "pc6": -1.889,
-      "pc7": 1.4671,
-      "pc8": 1.8877,
-      "pc9": -0.21,
-      "pc10": 0.2335,
+      "pc1": -2.2793,
+      "pc2": -0.6241,
+      "pc3": 0.2553,
+      "pc4": 0.4649,
+      "pc5": -0.2818,
+      "pc6": -0.9678,
+      "pc7": -0.4361,
+      "pc8": -2.7677,
+      "pc9": 0.1022,
+      "pc10": -0.6655,
       "config_summary": "effort=high, prompt_style=simple, language=javascript, max_budget=low"
     },
     {
@@ -333,16 +333,16 @@
       "short_id": "e047cf3a",
       "model": "haiku-4.5",
       "score": 0.885,
-      "pc1": 2.1757,
-      "pc2": -3.2824,
-      "pc3": 0.5594,
-      "pc4": 0.8544,
-      "pc5": 0.1628,
-      "pc6": -2.1294,
-      "pc7": 1.4366,
-      "pc8": 1.7254,
-      "pc9": -0.0775,
-      "pc10": 0.2594,
+      "pc1": 2.1775,
+      "pc2": -3.2894,
+      "pc3": 0.4747,
+      "pc4": 0.6311,
+      "pc5": -0.3152,
+      "pc6": -1.0458,
+      "pc7": -0.5558,
+      "pc8": -2.6547,
+      "pc9": 0.1907,
+      "pc10": -0.2405,
       "config_summary": "effort=high, prompt_style=simple, language=javascript, max_budget=low, strategy=use_subagents"
     },
     {
@@ -350,16 +350,16 @@
       "short_id": "5ae88633",
       "model": "haiku-4.5",
       "score": 0.845,
-      "pc1": 2.1757,
-      "pc2": -3.2824,
-      "pc3": 0.5594,
-      "pc4": 0.8544,
-      "pc5": 0.1628,
-      "pc6": -2.1294,
-      "pc7": 1.4366,
-      "pc8": 1.7254,
-      "pc9": -0.0775,
-      "pc10": 0.2594,
+      "pc1": 2.1775,
+      "pc2": -3.2894,
+      "pc3": 0.4747,
+      "pc4": 0.6311,
+      "pc5": -0.3152,
+      "pc6": -1.0458,
+      "pc7": -0.5558,
+      "pc8": -2.6547,
+      "pc9": 0.1907,
+      "pc10": -0.2405,
       "config_summary": "effort=high, prompt_style=simple, language=javascript, max_budget=low, strategy=use_subagents"
     },
     {
@@ -367,16 +367,16 @@
       "short_id": "1d08ee76",
       "model": "haiku-4.5",
       "score": 0.925,
-      "pc1": 2.1757,
-      "pc2": -3.2824,
-      "pc3": 0.5594,
-      "pc4": 0.8544,
-      "pc5": 0.1628,
-      "pc6": -2.1294,
-      "pc7": 1.4366,
-      "pc8": 1.7254,
-      "pc9": -0.0775,
-      "pc10": 0.2594,
+      "pc1": 2.1775,
+      "pc2": -3.2894,
+      "pc3": 0.4747,
+      "pc4": 0.6311,
+      "pc5": -0.3152,
+      "pc6": -1.0458,
+      "pc7": -0.5558,
+      "pc8": -2.6547,
+      "pc9": 0.1907,
+      "pc10": -0.2405,
       "config_summary": "effort=high, prompt_style=simple, language=javascript, max_budget=low, strategy=use_subagents"
     },
     {
@@ -384,16 +384,16 @@
       "short_id": "cf4290a4",
       "model": "haiku-4.5",
       "score": 0.78,
-      "pc1": -0.0535,
-      "pc2": -1.3177,
-      "pc3": 1.2156,
-      "pc4": 0.5329,
-      "pc5": 0.006,
-      "pc6": -2.1885,
-      "pc7": 1.6343,
-      "pc8": 1.6643,
-      "pc9": -0.1521,
-      "pc10": 0.1257,
+      "pc1": -0.0514,
+      "pc2": -1.3238,
+      "pc3": 1.0922,
+      "pc4": 0.2952,
+      "pc5": -0.1525,
+      "pc6": -1.1889,
+      "pc7": -0.3558,
+      "pc8": -2.6783,
+      "pc9": 0.1886,
+      "pc10": -0.368,
       "config_summary": "effort=high, prompt_style=simple, language=javascript, max_budget=low"
     },
     {
@@ -401,16 +401,16 @@
       "short_id": "fe66c902",
       "model": "opus-4.6",
       "score": 0.67,
-      "pc1": 2.0015,
-      "pc2": -4.0196,
-      "pc3": 0.4888,
-      "pc4": 1.1612,
-      "pc5": 0.24,
-      "pc6": -2.0646,
-      "pc7": 1.2378,
-      "pc8": 1.7873,
-      "pc9": -0.1376,
-      "pc10": 0.3507,
+      "pc1": 2.0029,
+      "pc2": -4.0188,
+      "pc3": 0.4126,
+      "pc4": 1.0157,
+      "pc5": -0.3485,
+      "pc6": -1.0277,
+      "pc7": -0.6176,
+      "pc8": -2.5497,
+      "pc9": 0.0003,
+      "pc10": -0.3,
       "config_summary": "effort=high, prompt_style=simple, language=javascript, max_budget=low, strategy=use_subagents"
     },
     {
@@ -418,16 +418,16 @@
       "short_id": "f437a754",
       "model": "opus-4.6",
       "score": 0.945,
-      "pc1": 2.0015,
-      "pc2": -4.0196,
-      "pc3": 0.4888,
-      "pc4": 1.1612,
-      "pc5": 0.24,
-      "pc6": -2.0646,
-      "pc7": 1.2378,
-      "pc8": 1.7873,
-      "pc9": -0.1376,
-      "pc10": 0.3507,
+      "pc1": 2.0029,
+      "pc2": -4.0188,
+      "pc3": 0.4126,
+      "pc4": 1.0157,
+      "pc5": -0.3485,
+      "pc6": -1.0277,
+      "pc7": -0.6176,
+      "pc8": -2.5497,
+      "pc9": 0.0003,
+      "pc10": -0.3,
       "config_summary": "effort=high, prompt_style=simple, language=javascript, max_budget=low, strategy=use_subagents"
     },
     {
@@ -435,16 +435,16 @@
       "short_id": "6f157de1",
       "model": "opus-4.6",
       "score": 0.825,
-      "pc1": 2.0015,
-      "pc2": -4.0196,
-      "pc3": 0.4888,
-      "pc4": 1.1612,
-      "pc5": 0.24,
-      "pc6": -2.0646,
-      "pc7": 1.2378,
-      "pc8": 1.7873,
-      "pc9": -0.1376,
-      "pc10": 0.3507,
+      "pc1": 2.0029,
+      "pc2": -4.0188,
+      "pc3": 0.4126,
+      "pc4": 1.0157,
+      "pc5": -0.3485,
+      "pc6": -1.0277,
+      "pc7": -0.6176,
+      "pc8": -2.5497,
+      "pc9": 0.0003,
+      "pc10": -0.3,
       "config_summary": "effort=high, prompt_style=simple, language=javascript, max_budget=low, strategy=use_subagents"
     },
     {
@@ -452,16 +452,16 @@
       "short_id": "2763232d",
       "model": "qwen-3.6-plus",
       "score": 0.95,
-      "pc1": -1.6858,
-      "pc2": -1.0994,
-      "pc3": 4.2126,
-      "pc4": -0.273,
-      "pc5": -1.2304,
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-      "pc7": 1.7492,
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@@ -469,16 +469,16 @@
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@@ -486,16 +486,16 @@
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@@ -503,16 +503,16 @@
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@@ -520,16 +520,16 @@
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@@ -537,16 +537,16 @@
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@@ -554,16 +554,16 @@
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@@ -571,16 +571,16 @@
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@@ -588,16 +588,16 @@
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@@ -605,16 +605,16 @@
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@@ -622,16 +622,16 @@
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@@ -639,16 +639,16 @@
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@@ -656,16 +656,16 @@
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@@ -673,16 +673,16 @@
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@@ -690,16 +690,16 @@
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@@ -707,16 +707,16 @@
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@@ -724,16 +724,16 @@
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@@ -741,16 +741,16 @@
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@@ -758,16 +758,16 @@
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@@ -775,16 +775,16 @@
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@@ -792,16 +792,16 @@
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     {
@@ -809,16 +809,16 @@
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@@ -826,16 +826,16 @@
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     {
@@ -843,16 +843,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=use_subagents"
     },
     {
@@ -860,16 +860,16 @@
       "short_id": "c151a356",
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       "config_summary": "effort=high, prompt_style=detailed, language=typescript, max_budget=low"
     },
     {
@@ -877,16 +877,16 @@
       "short_id": "b29d066e",
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     },
     {
@@ -894,16 +894,16 @@
       "short_id": "1e13c72f",
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     {
@@ -911,16 +911,16 @@
       "short_id": "56088123",
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     {
@@ -928,16 +928,16 @@
       "short_id": "1fdd595b",
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     {
@@ -945,16 +945,16 @@
       "short_id": "f89a8a70",
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     {
@@ -962,16 +962,16 @@
       "short_id": "bd51c309",
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     {
@@ -979,16 +979,16 @@
       "short_id": "d184704b",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=use_subagents"
     },
     {
@@ -996,16 +996,16 @@
       "short_id": "135b43a3",
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     {
@@ -1013,16 +1013,16 @@
       "short_id": "e0c413bd",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -1030,16 +1030,16 @@
       "short_id": "05536f95",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=use_subagents"
     },
     {
@@ -1047,16 +1047,16 @@
       "short_id": "f8a57948",
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     {
@@ -1064,16 +1064,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=use_subagents"
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     {
@@ -1081,16 +1081,16 @@
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     {
@@ -1098,16 +1098,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=high"
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     {
@@ -1115,16 +1115,16 @@
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     {
@@ -1132,16 +1132,16 @@
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     {
@@ -1149,16 +1149,16 @@
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     {
@@ -1166,16 +1166,16 @@
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     {
@@ -1183,16 +1183,16 @@
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     },
     {
@@ -1200,16 +1200,16 @@
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     {
@@ -1217,16 +1217,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=high, strategy=use_subagents"
     },
     {
@@ -1234,16 +1234,16 @@
       "short_id": "b51daba4",
       "model": "opus-4.6",
       "score": 0.87,
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=high, strategy=use_subagents"
     },
     {
@@ -1251,16 +1251,16 @@
       "short_id": "c946c543",
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       "score": 0.935,
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=high, strategy=use_subagents"
     },
     {
@@ -1268,16 +1268,16 @@
       "short_id": "66d681fb",
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       "score": 0.765,
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=high, strategy=use_subagents"
     },
     {
@@ -1285,16 +1285,16 @@
       "short_id": "2a96cb7b",
       "model": "qwen-3.6-plus",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=high"
     },
     {
@@ -1302,16 +1302,16 @@
       "short_id": "671816fb",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=high, strategy=use_subagents"
     },
     {
@@ -1319,16 +1319,16 @@
       "short_id": "4ba3ba91",
       "model": "sonnet-4.6",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=high, strategy=use_subagents"
     },
     {
@@ -1336,16 +1336,16 @@
       "short_id": "d7998414",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=high, strategy=use_subagents"
     },
     {
@@ -1353,16 +1353,16 @@
       "short_id": "0aebd636",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -1370,16 +1370,16 @@
       "short_id": "d4bac5c7",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -1388,15 +1388,15 @@
       "model": "gemma-4-26b",
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     {
@@ -1405,15 +1405,15 @@
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     {
@@ -1422,15 +1422,15 @@
       "model": "gemma-4-26b",
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     {
@@ -1438,16 +1438,16 @@
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       "config_summary": "effort=high, prompt_style=detailed, language=typescript, max_budget=low"
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     {
@@ -1455,16 +1455,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=creative_validate"
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     {
@@ -1472,16 +1472,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=delegate"
     },
     {
@@ -1489,16 +1489,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=iterate"
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     {
@@ -1506,16 +1506,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=iterate"
     },
     {
@@ -1523,16 +1523,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -1540,16 +1540,16 @@
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     {
@@ -1557,16 +1557,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -1574,16 +1574,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
     },
     {
@@ -1591,16 +1591,16 @@
       "short_id": "d4e67364",
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     {
@@ -1608,16 +1608,16 @@
       "short_id": "bbf13f79",
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@@ -1625,16 +1625,16 @@
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@@ -1642,16 +1642,16 @@
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@@ -1659,16 +1659,16 @@
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@@ -1676,16 +1676,16 @@
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@@ -1693,16 +1693,16 @@
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@@ -1710,16 +1710,16 @@
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@@ -1727,16 +1727,16 @@
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@@ -1744,16 +1744,16 @@
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@@ -1761,16 +1761,16 @@
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@@ -1778,16 +1778,16 @@
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@@ -1795,16 +1795,16 @@
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@@ -1812,16 +1812,16 @@
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@@ -1829,16 +1829,16 @@
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@@ -1846,16 +1846,16 @@
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     {
@@ -1863,16 +1863,16 @@
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@@ -1880,16 +1880,16 @@
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     {
@@ -1897,16 +1897,16 @@
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     {
@@ -1914,16 +1914,16 @@
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     {
@@ -1931,16 +1931,16 @@
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     {
@@ -1948,16 +1948,16 @@
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     {
@@ -1965,16 +1965,16 @@
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     {
@@ -1982,16 +1982,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
     },
     {
@@ -1999,16 +1999,16 @@
       "short_id": "b06a6737",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=creative_validate"
     },
     {
@@ -2016,16 +2016,16 @@
       "short_id": "bf949cb8",
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       "score": 0.81,
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=delegate"
     },
     {
@@ -2033,16 +2033,16 @@
       "short_id": "fc29c0fe",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=iterate"
     },
     {
@@ -2050,16 +2050,16 @@
       "short_id": "aeff2667",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2067,16 +2067,16 @@
       "short_id": "99c88e4d",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2084,16 +2084,16 @@
       "short_id": "9f153cfc",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2101,16 +2101,16 @@
       "short_id": "6edd480e",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2118,16 +2118,16 @@
       "short_id": "1b923d69",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2135,16 +2135,16 @@
       "short_id": "5141dfbf",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2152,16 +2152,16 @@
       "short_id": "c4e635d1",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2169,16 +2169,16 @@
       "short_id": "3f7bdd4d",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2186,16 +2186,16 @@
       "short_id": "456d514c",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2203,16 +2203,16 @@
       "short_id": "9bdf645c",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
     },
     {
@@ -2220,16 +2220,16 @@
       "short_id": "bcf5c94f",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=plan_first"
     },
     {
@@ -2237,16 +2237,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=review"
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     {
@@ -2254,16 +2254,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=split_work"
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     {
@@ -2271,16 +2271,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=use_subagents"
     },
     {
@@ -2288,16 +2288,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2305,16 +2305,16 @@
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     },
     {
@@ -2322,16 +2322,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2339,16 +2339,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2356,16 +2356,16 @@
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     {
@@ -2373,16 +2373,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2390,16 +2390,16 @@
       "short_id": "b29d8782",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2407,16 +2407,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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@@ -2424,16 +2424,16 @@
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       "config_summary": "effort=high, prompt_style=detailed, language=typescript, max_budget=low"
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     {
@@ -2441,16 +2441,16 @@
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       "config_summary": "effort=high, prompt_style=detailed, language=typescript, max_budget=low"
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     {
@@ -2458,16 +2458,16 @@
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       "config_summary": "effort=high, prompt_style=detailed, language=typescript, max_budget=low"
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     {
@@ -2475,16 +2475,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2492,16 +2492,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2509,16 +2509,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2526,16 +2526,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2543,16 +2543,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=creative_validate"
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     {
@@ -2560,16 +2560,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=creative_validate"
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     {
@@ -2577,16 +2577,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=creative_validate"
     },
     {
@@ -2595,15 +2595,15 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=delegate"
     },
     {
@@ -2612,15 +2612,15 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=delegate"
     },
     {
@@ -2628,16 +2628,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=iterate"
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     {
@@ -2645,16 +2645,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=iterate"
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     {
@@ -2662,16 +2662,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=iterate"
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     {
@@ -2679,16 +2679,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2696,16 +2696,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2713,16 +2713,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -2730,16 +2730,16 @@
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     {
@@ -2747,16 +2747,16 @@
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@@ -2764,16 +2764,16 @@
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@@ -2781,16 +2781,16 @@
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@@ -2798,16 +2798,16 @@
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@@ -2815,16 +2815,16 @@
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@@ -2832,16 +2832,16 @@
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@@ -2849,16 +2849,16 @@
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@@ -2866,16 +2866,16 @@
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@@ -2883,16 +2883,16 @@
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@@ -2900,16 +2900,16 @@
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@@ -2917,16 +2917,16 @@
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@@ -2934,16 +2934,16 @@
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@@ -2951,16 +2951,16 @@
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@@ -2968,16 +2968,16 @@
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@@ -2985,16 +2985,16 @@
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@@ -3002,16 +3002,16 @@
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@@ -3019,16 +3019,16 @@
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@@ -3036,16 +3036,16 @@
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@@ -3053,16 +3053,16 @@
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@@ -3070,16 +3070,16 @@
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@@ -3087,16 +3087,16 @@
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@@ -3104,16 +3104,16 @@
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@@ -3121,16 +3121,16 @@
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@@ -3138,16 +3138,16 @@
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@@ -3155,16 +3155,16 @@
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@@ -3172,16 +3172,16 @@
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@@ -3189,16 +3189,16 @@
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@@ -3206,16 +3206,16 @@
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@@ -3223,16 +3223,16 @@
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@@ -3240,16 +3240,16 @@
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@@ -3257,16 +3257,16 @@
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@@ -3274,16 +3274,16 @@
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@@ -3291,16 +3291,16 @@
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@@ -3308,16 +3308,16 @@
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@@ -3325,16 +3325,16 @@
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@@ -3342,16 +3342,16 @@
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@@ -3359,16 +3359,16 @@
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@@ -3376,16 +3376,16 @@
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@@ -3393,16 +3393,16 @@
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@@ -3410,16 +3410,16 @@
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     {
@@ -3427,16 +3427,16 @@
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@@ -3444,16 +3444,16 @@
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     {
@@ -3461,16 +3461,16 @@
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     {
@@ -3478,16 +3478,16 @@
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     {
@@ -3495,16 +3495,16 @@
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     {
@@ -3512,16 +3512,16 @@
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@@ -3529,16 +3529,16 @@
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@@ -3546,16 +3546,16 @@
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@@ -3563,16 +3563,16 @@
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@@ -3580,16 +3580,16 @@
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@@ -3597,16 +3597,16 @@
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@@ -3614,16 +3614,16 @@
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@@ -3631,16 +3631,16 @@
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@@ -3648,16 +3648,16 @@
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@@ -3665,16 +3665,16 @@
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@@ -3682,16 +3682,16 @@
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@@ -3699,16 +3699,16 @@
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@@ -3716,16 +3716,16 @@
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@@ -3733,16 +3733,16 @@
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@@ -3750,16 +3750,16 @@
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@@ -3767,16 +3767,16 @@
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@@ -3784,16 +3784,16 @@
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@@ -3801,16 +3801,16 @@
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@@ -3818,16 +3818,16 @@
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@@ -3835,16 +3835,16 @@
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@@ -3852,16 +3852,16 @@
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@@ -3869,16 +3869,16 @@
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@@ -3886,16 +3886,16 @@
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@@ -3903,16 +3903,16 @@
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@@ -3920,16 +3920,16 @@
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@@ -3937,16 +3937,16 @@
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@@ -3954,16 +3954,16 @@
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@@ -3971,16 +3971,16 @@
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@@ -3988,16 +3988,16 @@
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@@ -4005,16 +4005,16 @@
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@@ -4022,16 +4022,16 @@
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@@ -4039,16 +4039,16 @@
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@@ -4056,16 +4056,16 @@
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@@ -4073,16 +4073,16 @@
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@@ -4090,16 +4090,16 @@
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@@ -4107,16 +4107,16 @@
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@@ -4124,16 +4124,16 @@
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@@ -4141,16 +4141,16 @@
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@@ -4158,16 +4158,16 @@
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@@ -4175,16 +4175,16 @@
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@@ -4192,16 +4192,16 @@
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     {
@@ -4209,16 +4209,16 @@
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@@ -4226,16 +4226,16 @@
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     {
@@ -4243,16 +4243,16 @@
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@@ -4260,16 +4260,16 @@
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@@ -4277,16 +4277,16 @@
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@@ -4294,16 +4294,16 @@
       "short_id": "188635cc",
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@@ -4311,16 +4311,16 @@
       "short_id": "9805c24a",
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@@ -4328,16 +4328,16 @@
       "short_id": "5cdb89b6",
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@@ -4345,16 +4345,16 @@
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@@ -4362,16 +4362,16 @@
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@@ -4379,16 +4379,16 @@
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@@ -4396,16 +4396,16 @@
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@@ -4413,16 +4413,16 @@
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@@ -4430,16 +4430,16 @@
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@@ -4447,16 +4447,16 @@
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@@ -4464,16 +4464,16 @@
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@@ -4481,16 +4481,16 @@
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@@ -4498,16 +4498,16 @@
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     {
@@ -4515,16 +4515,16 @@
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@@ -4532,16 +4532,16 @@
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@@ -4549,16 +4549,16 @@
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@@ -4566,16 +4566,16 @@
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@@ -4583,16 +4583,16 @@
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     {
@@ -4600,16 +4600,16 @@
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     {
@@ -4617,16 +4617,16 @@
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     {
@@ -4634,16 +4634,16 @@
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       "config_summary": "effort=high, prompt_style=detailed, language=typescript, max_budget=low"
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     {
@@ -4651,16 +4651,16 @@
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     {
@@ -4668,16 +4668,16 @@
       "short_id": "0d11620e",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=iterate"
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     {
@@ -4685,16 +4685,16 @@
       "short_id": "03d2b4a7",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -4702,16 +4702,16 @@
       "short_id": "40ab6d27",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -4719,16 +4719,16 @@
       "short_id": "8a258788",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -4736,16 +4736,16 @@
       "short_id": "030815a1",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -4753,16 +4753,16 @@
       "short_id": "7d789f16",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -4770,16 +4770,16 @@
       "short_id": "ddb0ec43",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -4787,16 +4787,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -4804,16 +4804,16 @@
       "short_id": "c0d3fd49",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -4821,16 +4821,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -4838,16 +4838,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=plan_first"
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     {
@@ -4855,16 +4855,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=use_subagents"
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     {
@@ -4872,16 +4872,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=use_subagents"
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     {
@@ -4889,16 +4889,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=use_subagents"
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     {
@@ -4906,16 +4906,16 @@
       "short_id": "8de1a3c2",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=use_subagents"
     },
     {
@@ -4923,16 +4923,16 @@
       "short_id": "5d8c8a9f",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -4940,16 +4940,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -4957,16 +4957,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -4974,16 +4974,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
     },
     {
@@ -4991,16 +4991,16 @@
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     {
@@ -5008,16 +5008,16 @@
       "short_id": "368df7f1",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -5025,16 +5025,16 @@
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@@ -5042,16 +5042,16 @@
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@@ -5059,16 +5059,16 @@
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@@ -5076,16 +5076,16 @@
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@@ -5093,16 +5093,16 @@
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@@ -5110,16 +5110,16 @@
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@@ -5127,16 +5127,16 @@
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@@ -5144,16 +5144,16 @@
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@@ -5161,16 +5161,16 @@
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@@ -5178,16 +5178,16 @@
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@@ -5195,16 +5195,16 @@
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@@ -5212,16 +5212,16 @@
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@@ -5229,16 +5229,16 @@
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@@ -5246,16 +5246,16 @@
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@@ -5263,16 +5263,16 @@
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@@ -5280,16 +5280,16 @@
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@@ -5297,16 +5297,16 @@
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@@ -5314,16 +5314,16 @@
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@@ -5331,16 +5331,16 @@
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@@ -5348,16 +5348,16 @@
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@@ -5365,16 +5365,16 @@
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@@ -5382,16 +5382,16 @@
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@@ -5399,16 +5399,16 @@
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@@ -5416,16 +5416,16 @@
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@@ -5433,16 +5433,16 @@
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@@ -5450,16 +5450,16 @@
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@@ -5467,16 +5467,16 @@
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@@ -5484,16 +5484,16 @@
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@@ -5501,16 +5501,16 @@
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@@ -5518,16 +5518,16 @@
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@@ -5535,16 +5535,16 @@
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@@ -5552,16 +5552,16 @@
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@@ -5569,16 +5569,16 @@
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@@ -5586,16 +5586,16 @@
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@@ -5603,16 +5603,16 @@
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@@ -5620,16 +5620,16 @@
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@@ -5637,16 +5637,16 @@
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@@ -5654,16 +5654,16 @@
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@@ -5671,16 +5671,16 @@
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@@ -5688,16 +5688,16 @@
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@@ -5705,16 +5705,16 @@
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@@ -5722,16 +5722,16 @@
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@@ -5739,16 +5739,16 @@
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     {
@@ -5756,16 +5756,16 @@
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@@ -5773,16 +5773,16 @@
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@@ -5790,16 +5790,16 @@
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@@ -5807,16 +5807,16 @@
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@@ -5824,16 +5824,16 @@
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@@ -5841,16 +5841,16 @@
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@@ -5858,16 +5858,16 @@
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@@ -5875,16 +5875,16 @@
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@@ -5892,16 +5892,16 @@
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@@ -5909,16 +5909,16 @@
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@@ -5926,16 +5926,16 @@
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@@ -5943,16 +5943,16 @@
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@@ -5960,16 +5960,16 @@
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@@ -5977,16 +5977,16 @@
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@@ -5994,16 +5994,16 @@
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@@ -6011,16 +6011,16 @@
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@@ -6028,16 +6028,16 @@
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@@ -6045,16 +6045,16 @@
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@@ -6062,16 +6062,16 @@
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@@ -6079,16 +6079,16 @@
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@@ -6096,16 +6096,16 @@
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@@ -6113,16 +6113,16 @@
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@@ -6130,16 +6130,16 @@
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@@ -6147,16 +6147,16 @@
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@@ -6164,16 +6164,16 @@
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     },
     {
@@ -6181,16 +6181,16 @@
       "short_id": "edfd3f04",
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       "score": 0.915,
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=use_subagents"
     },
     {
@@ -6198,16 +6198,16 @@
       "short_id": "dec59666",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=use_subagents"
     },
     {
@@ -6215,16 +6215,16 @@
       "short_id": "9f634fd1",
       "model": "sonnet-4.6",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -6232,16 +6232,16 @@
       "short_id": "81d56cf5",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
     },
     {
@@ -6249,16 +6249,16 @@
       "short_id": "6a78fb22",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=use_subagents"
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     {
@@ -6266,16 +6266,16 @@
       "short_id": "4b3f7365",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=use_subagents"
     },
     {
@@ -6283,16 +6283,16 @@
       "short_id": "fa4f71b7",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low, strategy=use_subagents"
     },
     {
@@ -6300,16 +6300,16 @@
       "short_id": "3108fdb3",
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       "config_summary": "effort=high, prompt_style=simple, language=unspecified, max_budget=low"
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     {
@@ -6317,16 +6317,16 @@
       "short_id": "b8454ec4",
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       "config_summary": "effort=high, prompt_style=simple, language=unspecified, max_budget=low"
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     {
@@ -6334,16 +6334,16 @@
       "short_id": "ba5e058a",
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       "config_summary": "effort=high, prompt_style=simple, language=unspecified, max_budget=low"
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     {
@@ -6351,16 +6351,16 @@
       "short_id": "961a7131",
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       "config_summary": "effort=high, prompt_style=simple, language=unspecified, max_budget=low"
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     {
@@ -6368,16 +6368,16 @@
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     {
@@ -6385,16 +6385,16 @@
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     {
@@ -6402,16 +6402,16 @@
       "short_id": "255de2c3",
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       "config_summary": "effort=high, prompt_style=simple, language=unspecified, max_budget=low"
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     {
@@ -6419,16 +6419,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=unspecified, max_budget=low"
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     {
@@ -6436,16 +6436,16 @@
       "short_id": "c2541fee",
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       "config_summary": "effort=high, prompt_style=simple, language=unspecified, max_budget=low"
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     {
@@ -6453,16 +6453,16 @@
       "short_id": "d61bbd6f",
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       "config_summary": "effort=high, prompt_style=simple, language=unspecified, max_budget=low"
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     {
@@ -6470,16 +6470,16 @@
       "short_id": "7a348b81",
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     {
@@ -6487,16 +6487,16 @@
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     {
@@ -6504,16 +6504,16 @@
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       "config_summary": "effort=high, prompt_style=simple, language=unspecified, max_budget=low"
     },
     {
@@ -6521,16 +6521,16 @@
       "short_id": "8932f117",
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     },
     {
@@ -6538,16 +6538,16 @@
       "short_id": "52f8ab88",
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     },
     {
@@ -6555,16 +6555,16 @@
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     {
@@ -6572,16 +6572,16 @@
       "short_id": "1e83d6cf",
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     {
@@ -6589,16 +6589,16 @@
       "short_id": "a1f49ced",
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     {
@@ -6606,16 +6606,16 @@
       "short_id": "414139b2",
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     {
@@ -6623,16 +6623,16 @@
       "short_id": "ad21bf3b",
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     {
@@ -6640,16 +6640,16 @@
       "short_id": "179f583c",
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       "config_summary": "effort=high, prompt_style=simple, language=typescript, max_budget=low"
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     {
@@ -6657,16 +6657,16 @@
       "short_id": "ea686a12",
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     {
@@ -6674,16 +6674,16 @@
       "short_id": "fa02f9f7",
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     {
@@ -6691,16 +6691,16 @@
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     {
@@ -6708,16 +6708,16 @@
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     {
@@ -6725,16 +6725,16 @@
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     {
@@ -6742,16 +6742,16 @@
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     {
@@ -6759,16 +6759,16 @@
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@@ -6776,16 +6776,16 @@
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     {
@@ -6793,16 +6793,16 @@
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     {
@@ -6810,16 +6810,16 @@
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     {
@@ -6827,16 +6827,16 @@
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@@ -6844,16 +6844,16 @@
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     {
@@ -6861,16 +6861,16 @@
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     {
@@ -6878,16 +6878,16 @@
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     {
@@ -6895,16 +6895,16 @@
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     {
@@ -6912,16 +6912,16 @@
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     {
@@ -6929,16 +6929,16 @@
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@@ -6963,16 +6963,16 @@
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@@ -6980,16 +6980,16 @@
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@@ -6997,16 +6997,16 @@
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@@ -7014,16 +7014,16 @@
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@@ -7031,16 +7031,16 @@
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@@ -7048,16 +7048,16 @@
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@@ -7082,16 +7082,16 @@
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@@ -7100,15 +7100,15 @@
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@@ -7117,15 +7117,15 @@
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@@ -7133,16 +7133,16 @@
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@@ -7150,16 +7150,16 @@
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@@ -7167,16 +7167,16 @@
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@@ -7184,16 +7184,16 @@
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@@ -7201,16 +7201,16 @@
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@@ -7218,16 +7218,16 @@
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@@ -7235,16 +7235,16 @@
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@@ -7252,16 +7252,16 @@
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@@ -7269,16 +7269,16 @@
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@@ -7286,16 +7286,16 @@
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@@ -7303,16 +7303,16 @@
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@@ -7320,16 +7320,16 @@
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@@ -7337,16 +7337,16 @@
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@@ -7354,16 +7354,16 @@
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@@ -7371,16 +7371,16 @@
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@@ -7388,16 +7388,16 @@
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@@ -7405,16 +7405,16 @@
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@@ -7422,16 +7422,16 @@
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@@ -7439,16 +7439,16 @@
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@@ -7456,16 +7456,16 @@
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@@ -7473,16 +7473,16 @@
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@@ -7490,16 +7490,16 @@
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@@ -7507,16 +7507,16 @@
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@@ -7524,16 +7524,16 @@
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@@ -7541,16 +7541,16 @@
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@@ -7558,16 +7558,16 @@
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@@ -7575,16 +7575,16 @@
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@@ -7592,16 +7592,16 @@
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@@ -7609,16 +7609,16 @@
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@@ -7626,16 +7626,16 @@
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@@ -7643,16 +7643,16 @@
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@@ -7660,16 +7660,16 @@
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@@ -7677,16 +7677,16 @@
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@@ -7694,16 +7694,16 @@
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@@ -7745,16 +7745,16 @@
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@@ -7762,16 +7762,16 @@
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@@ -7779,16 +7779,16 @@
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@@ -7796,16 +7796,16 @@
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@@ -7847,16 +7847,16 @@
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@@ -7881,16 +7881,16 @@
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@@ -7915,16 +7915,16 @@
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@@ -7932,16 +7932,16 @@
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@@ -7949,16 +7949,16 @@
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@@ -7966,16 +7966,16 @@
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@@ -7983,16 +7983,16 @@
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@@ -8000,16 +8000,16 @@
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@@ -8017,16 +8017,16 @@
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@@ -8034,16 +8034,16 @@
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@@ -8085,16 +8085,16 @@
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@@ -8102,16 +8102,16 @@
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@@ -8119,16 +8119,16 @@
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@@ -8136,16 +8136,16 @@
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@@ -8153,16 +8153,16 @@
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@@ -8170,16 +8170,16 @@
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@@ -8187,16 +8187,16 @@
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@@ -8205,15 +8205,15 @@
       "model": "haiku-4.5",
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@@ -8222,15 +8222,15 @@
       "model": "haiku-4.5",
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@@ -8239,15 +8239,15 @@
       "model": "haiku-4.5",
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@@ -8255,16 +8255,16 @@
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@@ -8272,16 +8272,16 @@
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@@ -8289,16 +8289,16 @@
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@@ -8306,16 +8306,16 @@
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@@ -8323,16 +8323,16 @@
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@@ -8340,16 +8340,16 @@
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@@ -8357,16 +8357,16 @@
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@@ -8374,16 +8374,16 @@
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@@ -8391,16 +8391,16 @@
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@@ -8408,16 +8408,16 @@
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     {
@@ -8425,16 +8425,16 @@
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@@ -8442,16 +8442,16 @@
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     {
@@ -8459,16 +8459,16 @@
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     {
@@ -8476,16 +8476,16 @@
       "short_id": "e10bfa92",
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@@ -8612,16 +8612,16 @@
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@@ -8748,16 +8748,16 @@
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-      "pc3": 0.1818,
-      "pc4": 0.7362,
-      "pc5": 0.0039,
-      "pc6": 0.0282,
-      "pc7": 0.0242,
-      "pc8": 0.0227,
-      "pc9": 0.03,
-      "pc10": 0.2679,
-      "total": 1.7324
-    },
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-      "axis": "max_budget",
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-      "pc2": 0.0003,
-      "pc3": 0.2636,
-      "pc4": 0.7197,
-      "pc5": 0.2613,
-      "pc6": 0.058,
-      "pc7": 0.1457,
-      "pc8": 0.0072,
-      "pc9": 0.0623,
-      "pc10": 0.0241,
-      "total": 1.7211
+      "pc2": 0.4599,
+      "pc3": 0.0812,
+      "pc4": 0.2161,
+      "pc5": 0.4082,
+      "pc6": 0.0046,
+      "pc7": 0.0907,
+      "pc8": 0.0778,
+      "pc9": 0.0126,
+      "pc10": 0.037,
+      "total": 1.6548
     },
     {
       "axis": "tool_write",
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-      "pc2": 0.3623,
-      "pc3": 0.0193,
-      "pc4": 0.3806,
-      "pc5": 0.2756,
-      "pc6": 0.0774,
-      "pc7": 0.0121,
-      "pc8": 0.0102,
-      "pc9": 0.0478,
-      "pc10": 0.1344,
-      "total": 1.5921
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+      "pc2": 0.3619,
+      "pc3": 0.0473,
+      "pc4": 0.3721,
+      "pc5": 0.2804,
+      "pc6": 0.049,
+      "pc7": 0.0597,
+      "pc8": 0.0355,
+      "pc9": 0.0158,
+      "pc10": 0.0337,
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     },
     {
       "axis": "tool_read",
-      "pc1": 0.2638,
-      "pc2": 0.3548,
-      "pc3": 0.0731,
+      "pc1": 0.2639,
+      "pc2": 0.3569,
+      "pc3": 0.0613,
       "pc4": 0.3783,
-      "pc5": 0.0986,
-      "pc6": 0.0907,
-      "pc7": 0.0129,
-      "pc8": 0.0542,
-      "pc9": 0.0282,
-      "pc10": 0.1573,
-      "total": 1.5119
+      "pc5": 0.115,
+      "pc6": 0.0538,
+      "pc7": 0.0439,
+      "pc8": 0.1418,
+      "pc9": 0.0833,
+      "pc10": 0.0013,
+      "total": 1.4995
     }
   ]
 }
 \ No newline at end of file

	loop-benchmarking Controlled experiments across agentic coding configurations. Same task, one variable, what actually works.
	git clone https://git.shiptheloop.com/loop-benchmarking.git
	Log \| Files \| Refs \| README