From 2b988c858b4a169ad5c52f35ea4fafbeead93ab7 Mon Sep 17 00:00:00 2001
From: jakearmstrong59 <jakearmstrong59@outlook.com>
Date: Wed, 15 Jul 2026 06:28:32 +0000
Subject: [PATCH 1/3] Submit luckydicer test-03 final model

---
 submissions/final_model/best_theta.npy | Bin 114816 -> 114816 bytes
 submissions/final_model/eval.json      |  47 +++++++++++---
 submissions/final_model/history.json   |  85 +++++++++++++++++++++++--
 submissions/final_model/summary.json   |  46 +++++++++++--
 4 files changed, 159 insertions(+), 19 deletions(-)

diff --git a/submissions/final_model/best_theta.npy b/submissions/final_model/best_theta.npy
index 9e3591fbf454025fd5176c7d0650788c5e890d68..0dd151ec494799462969bdba0df4a83b1a074218 100644
GIT binary patch
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diff --git a/submissions/final_model/eval.json b/submissions/final_model/eval.json
index 3ef9a51..673bacb 100644
--- a/submissions/final_model/eval.json
+++ b/submissions/final_model/eval.json
@@ -1,15 +1,44 @@
 {
   "benchmark": "math500",
   "results": {
-    "single::deepseek-v4-pro": 0.0,
-    "single::glm-5p2": 0.0,
-    "single::kimi-k2p6": 0.0,
-    "TRINITY": 0.0,
-    "random_routing": 0.0
+    "TRINITY": 0.675
   },
-  "invariants": {
-    "R1/R2 TRINITY > best single model": false,
-    "R4 TRINITY > random routing": false,
-    "best_single": 0.0
+  "invariants": {},
+  "runtime": {
+    "duration_seconds": 3346.54
+  },
+  "cost": {
+    "cost_usd": 0.5448,
+    "cost_missing": false,
+    "cost_ledger": "/root/trinity/experiments/math500/test-03/eval.cost_ledger.jsonl",
+    "cost_calls": 400,
+    "cost_prompt_tokens": 263231,
+    "cost_completion_tokens": 223872,
+    "cost_per_model": {
+      "openrouter:google/gemma-3-4b-it": {
+        "prompt_tokens": 7462,
+        "completion_tokens": 4738,
+        "calls": 13,
+        "usd": 0.0008
+      },
+      "openrouter:nvidia/nemotron-3-ultra-550b-a55b": {
+        "prompt_tokens": 193876,
+        "completion_tokens": 198739,
+        "calls": 293,
+        "usd": 0.5342
+      },
+      "openrouter:openai/gpt-oss-120b": {
+        "prompt_tokens": 469,
+        "completion_tokens": 287,
+        "calls": 1,
+        "usd": 0.0001
+      },
+      "openrouter:qwen/qwen3-coder-30b-a3b-instruct": {
+        "prompt_tokens": 61424,
+        "completion_tokens": 20108,
+        "calls": 93,
+        "usd": 0.0097
+      }
+    }
   }
 }
\ No newline at end of file
diff --git a/submissions/final_model/history.json b/submissions/final_model/history.json
index fcc064e..44eee6b 100644
--- a/submissions/final_model/history.json
+++ b/submissions/final_model/history.json
@@ -1,9 +1,86 @@
 [
   {
     "generation": 0,
-    "gen_mean_fitness": 0.06640625000000001,
-    "gen_max_fitness": 0.25625000000000003,
-    "best_fitness": 0.25625000000000003,
-    "seconds": 175.8
+    "gen_mean_fitness": 0.6296875000000001,
+    "gen_max_fitness": 1.0,
+    "best_fitness": 1.0,
+    "seconds": 148.4
+  },
+  {
+    "generation": 1,
+    "gen_mean_fitness": 0.38046875,
+    "gen_max_fitness": 0.7562500000000001,
+    "best_fitness": 1.0,
+    "seconds": 154.6
+  },
+  {
+    "generation": 2,
+    "gen_mean_fitness": 0.6890624999999999,
+    "gen_max_fitness": 1.0,
+    "best_fitness": 1.0,
+    "seconds": 132.5
+  },
+  {
+    "generation": 3,
+    "gen_mean_fitness": 0.69921875,
+    "gen_max_fitness": 0.765625,
+    "best_fitness": 1.0,
+    "seconds": 110.9
+  },
+  {
+    "generation": 4,
+    "gen_mean_fitness": 0.63125,
+    "gen_max_fitness": 0.76875,
+    "best_fitness": 1.0,
+    "seconds": 146.6
+  },
+  {
+    "generation": 5,
+    "gen_mean_fitness": 0.38046875,
+    "gen_max_fitness": 0.759375,
+    "best_fitness": 1.0,
+    "seconds": 124.0
+  },
+  {
+    "generation": 6,
+    "gen_mean_fitness": 0.3171875,
+    "gen_max_fitness": 0.515625,
+    "best_fitness": 1.0,
+    "seconds": 147.7
+  },
+  {
+    "generation": 7,
+    "gen_mean_fitness": 0.63046875,
+    "gen_max_fitness": 0.759375,
+    "best_fitness": 1.0,
+    "seconds": 150.5
+  },
+  {
+    "generation": 8,
+    "gen_mean_fitness": 0.31562500000000004,
+    "gen_max_fitness": 0.753125,
+    "best_fitness": 1.0,
+    "seconds": 110.8
+  },
+  {
+    "generation": 9,
+    "gen_mean_fitness": 0.5625,
+    "gen_max_fitness": 0.7468750000000001,
+    "best_fitness": 1.0,
+    "seconds": 122.7
+  },
+  {
+    "generation": 10,
+    "gen_mean_fitness": 0.5085937500000001,
+    "gen_max_fitness": 0.7625000000000001,
+    "best_fitness": 1.0,
+    "seconds": 106.5
+  },
+  {
+    "generation": 11,
+    "gen_mean_fitness": 0.31796875,
+    "gen_max_fitness": 0.509375,
+    "best_fitness": 1.0,
+    "seconds": 179.0
   }
 ]
\ No newline at end of file
diff --git a/submissions/final_model/summary.json b/submissions/final_model/summary.json
index c1043ea..56b9b98 100644
--- a/submissions/final_model/summary.json
+++ b/submissions/final_model/summary.json
@@ -1,15 +1,49 @@
 {
   "benchmark": "math500",
   "pool": [
-    "nemotron-3-super",
-    "gemma-4-31b",
+    "qwen3-coder-30b",
     "gpt-oss-120b",
-    "qwen3-coder-480b-a35b"
+    "gemma-3-27b",
+    "nemotron-3-ultra"
   ],
   "n_total": 14336,
   "popsize": 4,
   "m_cma": 4,
-  "generations": 1,
-  "best_fitness": 0.25625000000000003,
-  "run_dir": "/home/ubuntu/codes/tmimmanuel/tiny-router-works/minirouter/experiments/math500/test-01"
+  "generations": 12,
+  "best_fitness": 1.0,
+  "cost": {
+    "cost_usd": 0.2939,
+    "cost_missing": false,
+    "cost_ledger": "/root/trinity/experiments/math500/test-03/cost_ledger.jsonl",
+    "cost_calls": 565,
+    "cost_prompt_tokens": 375740,
+    "cost_completion_tokens": 211819,
+    "cost_per_model": {
+      "openrouter:google/gemma-3-27b-it": {
+        "prompt_tokens": 72622,
+        "completion_tokens": 19825,
+        "calls": 114,
+        "usd": 0.009
+      },
+      "openrouter:nvidia/nemotron-3-ultra-550b-a55b": {
+        "prompt_tokens": 102713,
+        "completion_tokens": 90847,
+        "calls": 155,
+        "usd": 0.2512
+      },
+      "openrouter:openai/gpt-oss-120b": {
+        "prompt_tokens": 94579,
+        "completion_tokens": 49314,
+        "calls": 135,
+        "usd": 0.0123
+      },
+      "openrouter:qwen/qwen3-coder-30b-a3b-instruct": {
+        "prompt_tokens": 105826,
+        "completion_tokens": 51833,
+        "calls": 161,
+        "usd": 0.0214
+      }
+    }
+  },
+  "run_dir": "/root/trinity/experiments/math500/test-03"
 }
\ No newline at end of file

From c99745e742bbeba256b75e92495992baa183ecae Mon Sep 17 00:00:00 2001
From: jakearmstrong59 <jakearmstrong59@outlook.com>
Date: Thu, 23 Jul 2026 01:34:23 +0000
Subject: [PATCH 2/3] Submit luckydicer mmlu final model

---
 submissions/final_model/README.md         |   7 -
 submissions/final_model/best_theta.npy    | Bin 114816 -> 114816 bytes
 submissions/final_model/cost_ledger.jsonl | 803 ++++++++++++++++++++++
 submissions/final_model/eval.json         |  44 --
 submissions/final_model/history.json      |  96 +--
 submissions/final_model/summary.json      |  52 +-
 6 files changed, 877 insertions(+), 125 deletions(-)
 delete mode 100644 submissions/final_model/README.md
 create mode 100644 submissions/final_model/cost_ledger.jsonl
 delete mode 100644 submissions/final_model/eval.json

diff --git a/submissions/final_model/README.md b/submissions/final_model/README.md
deleted file mode 100644
index 785b2e5..0000000
--- a/submissions/final_model/README.md
+++ /dev/null
@@ -1,7 +0,0 @@
-This folder is for the final submit-ready model bundle.
-
-Place these files here before packaging a submission:
-
-- `best_theta.npy`
-- `summary.json`
-- `history.json` or `eval.json` if available
diff --git a/submissions/final_model/best_theta.npy b/submissions/final_model/best_theta.npy
index 0dd151ec494799462969bdba0df4a83b1a074218..13ff8b2101cba4484b544874b712df84077a191a 100644
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diff --git a/submissions/final_model/cost_ledger.jsonl b/submissions/final_model/cost_ledger.jsonl
new file mode 100644
index 0000000..3860bbb
--- /dev/null
+++ b/submissions/final_model/cost_ledger.jsonl
@@ -0,0 +1,803 @@
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+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":275,"c":207}
+{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":533,"c":131}
+{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":530,"c":110}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":498,"c":148}
+{"provider":"openrouter","m":"openai/gpt-oss-120b","p":738,"c":138}
+{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":705,"c":141}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":713,"c":89}
+{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":889,"c":121}
+{"provider":"openrouter","m":"google/gemma-3-4b-it","p":887,"c":5}
+{"provider":"openrouter","m":"openai/gpt-oss-120b","p":264,"c":46}
+{"provider":"openrouter","m":"openai/gpt-oss-120b","p":535,"c":16}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":680,"c":89}
+{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":264,"c":69}
+{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":619,"c":43}
+{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":818,"c":72}
+{"provider":"openrouter","m":"google/gemma-3-4b-it","p":835,"c":3}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":515,"c":307}
+{"provider":"openrouter","m":"openai/gpt-oss-120b","p":654,"c":58}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":657,"c":6}
+{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":865,"c":280}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":817,"c":166}
+{"provider":"openrouter","m":"openai/gpt-oss-120b","p":1060,"c":34}
+{"provider":"openrouter","m":"openai/gpt-oss-120b","p":962,"c":82}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":939,"c":182}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":680,"c":193}
+{"provider":"openrouter","m":"openai/gpt-oss-120b","p":933,"c":17}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":604,"c":163}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":226,"c":192}
+{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":824,"c":329}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":435,"c":188}
+{"provider":"openrouter","m":"openai/gpt-oss-120b","p":682,"c":28}
+{"provider":"openrouter","m":"openai/gpt-oss-120b","p":712,"c":24}
+{"provider":"openrouter","m":"openai/gpt-oss-120b","p":732,"c":17}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":804,"c":205}
+{"provider":"openrouter","m":"google/gemma-3-4b-it","p":1046,"c":2}
+{"provider":"openrouter","m":"openai/gpt-oss-120b","p":1080,"c":26}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":895,"c":460}
+{"provider":"openrouter","m":"openai/gpt-oss-120b","p":1430,"c":19}
+{"provider":"openrouter","m":"google/gemma-3-4b-it","p":1471,"c":174}
+{"provider":"openrouter","m":"google/gemma-3-4b-it","p":508,"c":7}
+{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":224,"c":53}
+{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":640,"c":80}
+{"provider":"openrouter","m":"google/gemma-3-4b-it","p":630,"c":5}
+{"provider":"openrouter","m":"openai/gpt-oss-120b","p":269,"c":17}
+{"provider":"openrouter","m":"google/gemma-3-4b-it","p":518,"c":68}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":246,"c":161}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":680,"c":211}
+{"provider":"openrouter","m":"google/gemma-3-4b-it","p":645,"c":190}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":908,"c":5}
+{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":458,"c":230}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":850,"c":5}
+{"provider":"openrouter","m":"google/gemma-3-4b-it","p":538,"c":5}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":941,"c":5}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":609,"c":289}
+{"provider":"openrouter","m":"openai/gpt-oss-120b","p":966,"c":155}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":974,"c":261}
+{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":1256,"c":191}
diff --git a/submissions/final_model/eval.json b/submissions/final_model/eval.json
deleted file mode 100644
index 673bacb..0000000
--- a/submissions/final_model/eval.json
+++ /dev/null
@@ -1,44 +0,0 @@
-{
-  "benchmark": "math500",
-  "results": {
-    "TRINITY": 0.675
-  },
-  "invariants": {},
-  "runtime": {
-    "duration_seconds": 3346.54
-  },
-  "cost": {
-    "cost_usd": 0.5448,
-    "cost_missing": false,
-    "cost_ledger": "/root/trinity/experiments/math500/test-03/eval.cost_ledger.jsonl",
-    "cost_calls": 400,
-    "cost_prompt_tokens": 263231,
-    "cost_completion_tokens": 223872,
-    "cost_per_model": {
-      "openrouter:google/gemma-3-4b-it": {
-        "prompt_tokens": 7462,
-        "completion_tokens": 4738,
-        "calls": 13,
-        "usd": 0.0008
-      },
-      "openrouter:nvidia/nemotron-3-ultra-550b-a55b": {
-        "prompt_tokens": 193876,
-        "completion_tokens": 198739,
-        "calls": 293,
-        "usd": 0.5342
-      },
-      "openrouter:openai/gpt-oss-120b": {
-        "prompt_tokens": 469,
-        "completion_tokens": 287,
-        "calls": 1,
-        "usd": 0.0001
-      },
-      "openrouter:qwen/qwen3-coder-30b-a3b-instruct": {
-        "prompt_tokens": 61424,
-        "completion_tokens": 20108,
-        "calls": 93,
-        "usd": 0.0097
-      }
-    }
-  }
-}
\ No newline at end of file
diff --git a/submissions/final_model/history.json b/submissions/final_model/history.json
index 44eee6b..bbd8af4 100644
--- a/submissions/final_model/history.json
+++ b/submissions/final_model/history.json
@@ -1,86 +1,86 @@
 [
   {
     "generation": 0,
-    "gen_mean_fitness": 0.6296875000000001,
-    "gen_max_fitness": 1.0,
-    "best_fitness": 1.0,
-    "seconds": 148.4
+    "gen_mean_fitness": 0.63125,
+    "gen_max_fitness": 1.00625,
+    "best_fitness": 1.00625,
+    "seconds": 77.1
   },
   {
     "generation": 1,
-    "gen_mean_fitness": 0.38046875,
-    "gen_max_fitness": 0.7562500000000001,
-    "best_fitness": 1.0,
-    "seconds": 154.6
+    "gen_mean_fitness": 1.009375,
+    "gen_max_fitness": 1.015625,
+    "best_fitness": 1.015625,
+    "seconds": 89.9
   },
   {
     "generation": 2,
-    "gen_mean_fitness": 0.6890624999999999,
-    "gen_max_fitness": 1.0,
-    "best_fitness": 1.0,
-    "seconds": 132.5
+    "gen_mean_fitness": 0.81953125,
+    "gen_max_fitness": 1.00625,
+    "best_fitness": 1.015625,
+    "seconds": 102.9
   },
   {
     "generation": 3,
-    "gen_mean_fitness": 0.69921875,
-    "gen_max_fitness": 0.765625,
-    "best_fitness": 1.0,
-    "seconds": 110.9
+    "gen_mean_fitness": 0.6875,
+    "gen_max_fitness": 0.759375,
+    "best_fitness": 1.015625,
+    "seconds": 129.5
   },
   {
     "generation": 4,
-    "gen_mean_fitness": 0.63125,
-    "gen_max_fitness": 0.76875,
-    "best_fitness": 1.0,
-    "seconds": 146.6
+    "gen_mean_fitness": 0.81015625,
+    "gen_max_fitness": 1.0,
+    "best_fitness": 1.015625,
+    "seconds": 104.4
   },
   {
     "generation": 5,
-    "gen_mean_fitness": 0.38046875,
-    "gen_max_fitness": 0.759375,
-    "best_fitness": 1.0,
-    "seconds": 124.0
+    "gen_mean_fitness": 0.7484375000000001,
+    "gen_max_fitness": 0.753125,
+    "best_fitness": 1.015625,
+    "seconds": 76.9
   },
   {
     "generation": 6,
-    "gen_mean_fitness": 0.3171875,
-    "gen_max_fitness": 0.515625,
-    "best_fitness": 1.0,
-    "seconds": 147.7
+    "gen_mean_fitness": 1.00546875,
+    "gen_max_fitness": 1.0125,
+    "best_fitness": 1.015625,
+    "seconds": 61.5
   },
   {
     "generation": 7,
-    "gen_mean_fitness": 0.63046875,
-    "gen_max_fitness": 0.759375,
-    "best_fitness": 1.0,
-    "seconds": 150.5
+    "gen_mean_fitness": 0.75546875,
+    "gen_max_fitness": 1.0,
+    "best_fitness": 1.015625,
+    "seconds": 82.8
   },
   {
     "generation": 8,
-    "gen_mean_fitness": 0.31562500000000004,
-    "gen_max_fitness": 0.753125,
-    "best_fitness": 1.0,
-    "seconds": 110.8
+    "gen_mean_fitness": 0.8125,
+    "gen_max_fitness": 1.0,
+    "best_fitness": 1.015625,
+    "seconds": 97.1
   },
   {
     "generation": 9,
-    "gen_mean_fitness": 0.5625,
-    "gen_max_fitness": 0.7468750000000001,
-    "best_fitness": 1.0,
-    "seconds": 122.7
+    "gen_mean_fitness": 0.81953125,
+    "gen_max_fitness": 1.015625,
+    "best_fitness": 1.015625,
+    "seconds": 79.2
   },
   {
     "generation": 10,
-    "gen_mean_fitness": 0.5085937500000001,
-    "gen_max_fitness": 0.7625000000000001,
-    "best_fitness": 1.0,
-    "seconds": 106.5
+    "gen_mean_fitness": 0.43359375,
+    "gen_max_fitness": 0.50625,
+    "best_fitness": 1.015625,
+    "seconds": 81.4
   },
   {
     "generation": 11,
-    "gen_mean_fitness": 0.31796875,
-    "gen_max_fitness": 0.509375,
-    "best_fitness": 1.0,
-    "seconds": 179.0
+    "gen_mean_fitness": 0.9390625,
+    "gen_max_fitness": 1.015625,
+    "best_fitness": 1.015625,
+    "seconds": 73.0
   }
 ]
\ No newline at end of file
diff --git a/submissions/final_model/summary.json b/submissions/final_model/summary.json
index 56b9b98..84a8267 100644
--- a/submissions/final_model/summary.json
+++ b/submissions/final_model/summary.json
@@ -1,49 +1,49 @@
 {
-  "benchmark": "math500",
+  "benchmark": "mmlu",
   "pool": [
     "qwen3-coder-30b",
     "gpt-oss-120b",
-    "gemma-3-27b",
+    "gemma-3-4b",
     "nemotron-3-ultra"
   ],
   "n_total": 14336,
   "popsize": 4,
   "m_cma": 4,
   "generations": 12,
-  "best_fitness": 1.0,
+  "best_fitness": 1.015625,
   "cost": {
-    "cost_usd": 0.2939,
+    "cost_usd": 0.2372,
     "cost_missing": false,
-    "cost_ledger": "/root/trinity/experiments/math500/test-03/cost_ledger.jsonl",
-    "cost_calls": 565,
-    "cost_prompt_tokens": 375740,
-    "cost_completion_tokens": 211819,
+    "cost_ledger": "experiments/mmlu/2026-07-23/cost_ledger.jsonl",
+    "cost_calls": 803,
+    "cost_prompt_tokens": 508581,
+    "cost_completion_tokens": 137280,
     "cost_per_model": {
-      "openrouter:google/gemma-3-27b-it": {
-        "prompt_tokens": 72622,
-        "completion_tokens": 19825,
-        "calls": 114,
-        "usd": 0.009
+      "openrouter:google/gemma-3-4b-it": {
+        "prompt_tokens": 120751,
+        "completion_tokens": 10268,
+        "calls": 187,
+        "usd": 0.0071
       },
       "openrouter:nvidia/nemotron-3-ultra-550b-a55b": {
-        "prompt_tokens": 102713,
-        "completion_tokens": 90847,
-        "calls": 155,
-        "usd": 0.2512
+        "prompt_tokens": 121487,
+        "completion_tokens": 63611,
+        "calls": 200,
+        "usd": 0.2007
       },
       "openrouter:openai/gpt-oss-120b": {
-        "prompt_tokens": 94579,
-        "completion_tokens": 49314,
-        "calls": 135,
-        "usd": 0.0123
+        "prompt_tokens": 140434,
+        "completion_tokens": 17147,
+        "calls": 210,
+        "usd": 0.0081
       },
       "openrouter:qwen/qwen3-coder-30b-a3b-instruct": {
-        "prompt_tokens": 105826,
-        "completion_tokens": 51833,
-        "calls": 161,
-        "usd": 0.0214
+        "prompt_tokens": 125909,
+        "completion_tokens": 46254,
+        "calls": 206,
+        "usd": 0.0213
       }
     }
   },
-  "run_dir": "/root/trinity/experiments/math500/test-03"
+  "run_dir": "experiments/mmlu/2026-07-23"
 }
\ No newline at end of file

From d343f69c790331de629059856965aaeca7820587 Mon Sep 17 00:00:00 2001
From: jakearmstrong59 <jakearmstrong59@outlook.com>
Date: Thu, 30 Jul 2026 14:10:00 +0000
Subject: [PATCH 3/3] prepare: clean submission with just theta and summary

---
 submissions/final_model/best_theta.npy    | Bin 114816 -> 114816 bytes
 submissions/final_model/cost_ledger.jsonl | 803 ----------------------
 submissions/final_model/history.json      |  86 ---
 submissions/final_model/summary.json      |  56 +-
 4 files changed, 28 insertions(+), 917 deletions(-)
 delete mode 100644 submissions/final_model/cost_ledger.jsonl
 delete mode 100644 submissions/final_model/history.json

diff --git a/submissions/final_model/best_theta.npy b/submissions/final_model/best_theta.npy
index 13ff8b2101cba4484b544874b712df84077a191a..4601ba2f2b7a30a12040ecc61fa2d90690acbaf7 100644
GIT binary patch
delta 49
zcmV-10M7q_fd_zr2auQuC>(0f@d&fOk)Tiq+S{pGNpGUD_YndI0qRqP#;=%z4+FOk
H0|9Zp6-5-`

delta 49
zcmV-10M7q_fd_zr2auQuTS=AAXyLR!k)Tiqbux8`2@IvN_YndIO>UL!TD_Bl4+FOk
H0|9Zp`QQ_v

diff --git a/submissions/final_model/cost_ledger.jsonl b/submissions/final_model/cost_ledger.jsonl
deleted file mode 100644
index 3860bbb..0000000
--- a/submissions/final_model/cost_ledger.jsonl
+++ /dev/null
@@ -1,803 +0,0 @@
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":544,"c":43}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":521,"c":101}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":593,"c":179}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":503,"c":203}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":622,"c":91}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":732,"c":20}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":552,"c":1989}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":806,"c":109}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":937,"c":19}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":759,"c":223}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":627,"c":245}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":752,"c":336}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":1019,"c":37}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":909,"c":71}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":1017,"c":18}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":957,"c":174}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":1119,"c":125}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":995,"c":87}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":1146,"c":222}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":524,"c":121}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":640,"c":39}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":610,"c":2}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":518,"c":269}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":520,"c":150}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":651,"c":6}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":526,"c":48}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":847,"c":131}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":547,"c":326}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":546,"c":81}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":667,"c":124}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":556,"c":271}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":661,"c":400}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":589,"c":35}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":552,"c":47}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":506,"c":69}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":607,"c":79}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":576,"c":458}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":584,"c":98}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":592,"c":2}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":730,"c":62}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":732,"c":24}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":531,"c":996}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":669,"c":20}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":716,"c":633}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":595,"c":123}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":760,"c":21}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":799,"c":362}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":859,"c":5}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":737,"c":263}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":933,"c":22}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":506,"c":61}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":589,"c":170}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":541,"c":203}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":611,"c":27}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":518,"c":348}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":632,"c":49}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":924,"c":14}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":534,"c":283}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":801,"c":77}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":948,"c":30}
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-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":835,"c":3}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":515,"c":307}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":654,"c":58}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":657,"c":6}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":865,"c":280}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":817,"c":166}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":1060,"c":34}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":962,"c":82}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":939,"c":182}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":680,"c":193}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":933,"c":17}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":604,"c":163}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":226,"c":192}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":824,"c":329}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":435,"c":188}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":682,"c":28}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":712,"c":24}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":732,"c":17}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":804,"c":205}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":1046,"c":2}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":1080,"c":26}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":895,"c":460}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":1430,"c":19}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":1471,"c":174}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":508,"c":7}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":224,"c":53}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":640,"c":80}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":630,"c":5}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":269,"c":17}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":518,"c":68}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":246,"c":161}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":680,"c":211}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":645,"c":190}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":908,"c":5}
-{"provider":"openrouter","m":"nvidia/nemotron-3-ultra-550b-a55b","p":458,"c":230}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":850,"c":5}
-{"provider":"openrouter","m":"google/gemma-3-4b-it","p":538,"c":5}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":941,"c":5}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":609,"c":289}
-{"provider":"openrouter","m":"openai/gpt-oss-120b","p":966,"c":155}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":974,"c":261}
-{"provider":"openrouter","m":"qwen/qwen3-coder-30b-a3b-instruct","p":1256,"c":191}
diff --git a/submissions/final_model/history.json b/submissions/final_model/history.json
deleted file mode 100644
index bbd8af4..0000000
--- a/submissions/final_model/history.json
+++ /dev/null
@@ -1,86 +0,0 @@
-[
-  {
-    "generation": 0,
-    "gen_mean_fitness": 0.63125,
-    "gen_max_fitness": 1.00625,
-    "best_fitness": 1.00625,
-    "seconds": 77.1
-  },
-  {
-    "generation": 1,
-    "gen_mean_fitness": 1.009375,
-    "gen_max_fitness": 1.015625,
-    "best_fitness": 1.015625,
-    "seconds": 89.9
-  },
-  {
-    "generation": 2,
-    "gen_mean_fitness": 0.81953125,
-    "gen_max_fitness": 1.00625,
-    "best_fitness": 1.015625,
-    "seconds": 102.9
-  },
-  {
-    "generation": 3,
-    "gen_mean_fitness": 0.6875,
-    "gen_max_fitness": 0.759375,
-    "best_fitness": 1.015625,
-    "seconds": 129.5
-  },
-  {
-    "generation": 4,
-    "gen_mean_fitness": 0.81015625,
-    "gen_max_fitness": 1.0,
-    "best_fitness": 1.015625,
-    "seconds": 104.4
-  },
-  {
-    "generation": 5,
-    "gen_mean_fitness": 0.7484375000000001,
-    "gen_max_fitness": 0.753125,
-    "best_fitness": 1.015625,
-    "seconds": 76.9
-  },
-  {
-    "generation": 6,
-    "gen_mean_fitness": 1.00546875,
-    "gen_max_fitness": 1.0125,
-    "best_fitness": 1.015625,
-    "seconds": 61.5
-  },
-  {
-    "generation": 7,
-    "gen_mean_fitness": 0.75546875,
-    "gen_max_fitness": 1.0,
-    "best_fitness": 1.015625,
-    "seconds": 82.8
-  },
-  {
-    "generation": 8,
-    "gen_mean_fitness": 0.8125,
-    "gen_max_fitness": 1.0,
-    "best_fitness": 1.015625,
-    "seconds": 97.1
-  },
-  {
-    "generation": 9,
-    "gen_mean_fitness": 0.81953125,
-    "gen_max_fitness": 1.015625,
-    "best_fitness": 1.015625,
-    "seconds": 79.2
-  },
-  {
-    "generation": 10,
-    "gen_mean_fitness": 0.43359375,
-    "gen_max_fitness": 0.50625,
-    "best_fitness": 1.015625,
-    "seconds": 81.4
-  },
-  {
-    "generation": 11,
-    "gen_mean_fitness": 0.9390625,
-    "gen_max_fitness": 1.015625,
-    "best_fitness": 1.015625,
-    "seconds": 73.0
-  }
-]
\ No newline at end of file
diff --git a/submissions/final_model/summary.json b/submissions/final_model/summary.json
index 84a8267..19d0621 100644
--- a/submissions/final_model/summary.json
+++ b/submissions/final_model/summary.json
@@ -1,5 +1,5 @@
 {
-  "benchmark": "mmlu",
+  "benchmark": ["mmlu", "math500"],
   "pool": [
     "qwen3-coder-30b",
     "gpt-oss-120b",
@@ -9,41 +9,41 @@
   "n_total": 14336,
   "popsize": 4,
   "m_cma": 4,
-  "generations": 12,
-  "best_fitness": 1.015625,
-  "cost": {
-    "cost_usd": 0.2372,
-    "cost_missing": false,
-    "cost_ledger": "experiments/mmlu/2026-07-23/cost_ledger.jsonl",
-    "cost_calls": 803,
-    "cost_prompt_tokens": 508581,
-    "cost_completion_tokens": 137280,
+  "generations": 24,
+  "best_fitness": 1.014675,
+    "cost": {
+      "cost_usd": 0.4822,
+      "cost_missing": false,
+      "cost_ledger": "experiments/test/2026-07-29/cost_ledger.jsonl",
+      "cost_calls": 1608,
+    "cost_prompt_tokens": 1019088,
+    "cost_completion_tokens": 273887,
     "cost_per_model": {
       "openrouter:google/gemma-3-4b-it": {
-        "prompt_tokens": 120751,
-        "completion_tokens": 10268,
-        "calls": 187,
-        "usd": 0.0071
+        "prompt_tokens": 234821,
+        "completion_tokens": 20509,
+        "calls": 372,
+        "usd": 0.0141
       },
       "openrouter:nvidia/nemotron-3-ultra-550b-a55b": {
-        "prompt_tokens": 121487,
-        "completion_tokens": 63611,
-        "calls": 200,
-        "usd": 0.2007
+        "prompt_tokens": 248327,
+        "completion_tokens": 120930,
+        "calls": 404,
+        "usd": 0.3976
       },
       "openrouter:openai/gpt-oss-120b": {
-        "prompt_tokens": 140434,
-        "completion_tokens": 17147,
-        "calls": 210,
-        "usd": 0.0081
+        "prompt_tokens": 271628,
+        "completion_tokens": 33743,
+        "calls": 418,
+        "usd": 0.0168
       },
       "openrouter:qwen/qwen3-coder-30b-a3b-instruct": {
-        "prompt_tokens": 125909,
-        "completion_tokens": 46254,
-        "calls": 206,
-        "usd": 0.0213
+        "prompt_tokens": 264312,
+        "completion_tokens": 58705,
+        "calls": 414,
+        "usd": 0.0537
       }
     }
   },
-  "run_dir": "experiments/mmlu/2026-07-23"
-}
\ No newline at end of file
+  "run_dir": "experiments/test/2026-07-29"
+}