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+  "cuda_rng_state": "kRard2YmFAAAAAAAAAAAAA=="
+}
\ No newline at end of file
diff --git a/checkpoints/step_00100000/.complete b/checkpoints/step_00100000/.complete
index b61af309790c1097e0b1117da84f5140b0a4cbab..7e46f6410a30dfc956d1f5d05bea05f4f9a11289 100644
--- a/checkpoints/step_00100000/.complete
+++ b/checkpoints/step_00100000/.complete
@@ -1,9 +1,9 @@
 {
   "format_version": 1,
   "files": {
-    "config.json": "79ee507fd90591809456d5e228dfa3aff6e32933a839e93668d64152b22d6b3f",
-    "model.safetensors": "1103f6998fbd6a440550f12f9b5667a6cdafae55d2681869e241ff373c2e7e91",
-    "optimizer.safetensors": "872892e4da75dfa3cf7ab48a60b0513ed2c3272e39a31f8f3ff4ce8a3d2ae16e",
-    "training_state.json": "f203a4c9429782949cf298bd7bf2e7ace22a2a4f8115411dfa62064c7a32ccf9"
+    "config.json": "4ab163e389461a686fdd4db069900b3bd84ce8ce5340aa165dbc7c09ebea8084",
+    "model.safetensors": "11628825d2be4c942e089ee01a9f0f25e9a20e1e6e9ca0b08320f8a02448abac",
+    "optimizer.safetensors": "d5ffefdb543b226d1e3e2b84a9365309326e3f66eed6c3239b0fdd8f90b6b98c",
+    "training_state.json": "21af4b3863046e06ff7dbdc060a7b6789192d0a0f881b9e4165c1fa545b212d2"
   }
 }
\ No newline at end of file
diff --git a/checkpoints/step_00100000/config.json b/checkpoints/step_00100000/config.json
index 076411e0a7c1ada226c8bb37cb75d52d905d49a2..f881a4e4b55d78a36035a59696f52a0de593bf33 100644
--- a/checkpoints/step_00100000/config.json
+++ b/checkpoints/step_00100000/config.json
@@ -2,9 +2,9 @@
   "format_version": 1,
   "checkpoint_type": "pretrain",
   "model_config": {
-    "vocab_size": 4278,
-    "max_seq_len": 256,
-    "n_outcomes": 5,
+    "vocab_size": 1980,
+    "max_seq_len": 512,
+    "n_outcomes": 11,
     "d_model": 512,
     "n_layers": 8,
     "n_heads": 8,
@@ -16,22 +16,26 @@
     "lr": 0.0003,
     "weight_decay": 0.01,
     "max_grad_norm": 1.0,
-    "warmup_steps": 1000,
-    "total_steps": 100000,
+    "warmup_steps": 10000,
+    "total_steps": 200000,
     "batch_size": 256,
-    "max_ply": 256,
+    "max_ply": 512,
     "discard_ply_limit": false,
     "num_workers": 4,
     "use_amp": true,
     "accumulation_steps": 1,
-    "log_interval": 10,
-    "eval_interval": 500,
+    "log_interval": 50,
+    "eval_interval": 1000,
     "checkpoint_interval": 5000,
+    "pause_after_steps": null,
+    "no_outcome_token": false,
+    "prepend_outcome": false,
+    "mate_boost": 0.0,
     "base_seed": 42,
     "val_seed": 9223372036854775807,
-    "val_games": 512,
-    "checkpoint_dir": "/tmp/logs/run_20260325_105214/checkpoints",
-    "log_dir": "/tmp/logs",
+    "val_games": 2048,
+    "checkpoint_dir": "checkpoints",
+    "log_dir": "/workspace/logs",
     "use_wandb": false,
     "wandb_project": "pawn",
     "device": "cuda"
diff --git a/checkpoints/step_00100000/model.safetensors b/checkpoints/step_00100000/model.safetensors
index 358e4ae3dbae693a90dfcbf9004f5a0f444a2f20..ebb65a1e370f43653eaebfd258158e7c4c24cf7d 100644
--- a/checkpoints/step_00100000/model.safetensors
+++ b/checkpoints/step_00100000/model.safetensors
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1103f6998fbd6a440550f12f9b5667a6cdafae55d2681869e241ff373c2e7e91
-size 143306080
+oid sha256:11628825d2be4c942e089ee01a9f0f25e9a20e1e6e9ca0b08320f8a02448abac
+size 138612064
diff --git a/checkpoints/step_00100000/optimizer.safetensors b/checkpoints/step_00100000/optimizer.safetensors
index b881fa7a0c6f25cb87015e75a2fc5de499472fb8..e63014cc2484739df208ced4de2a5eca80e5832a 100644
--- a/checkpoints/step_00100000/optimizer.safetensors
+++ b/checkpoints/step_00100000/optimizer.safetensors
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:872892e4da75dfa3cf7ab48a60b0513ed2c3272e39a31f8f3ff4ce8a3d2ae16e
-size 286617924
+oid sha256:d5ffefdb543b226d1e3e2b84a9365309326e3f66eed6c3239b0fdd8f90b6b98c
+size 277229900
diff --git a/checkpoints/step_00100000/training_state.json b/checkpoints/step_00100000/training_state.json
index 6d551149dfc880d7cd74fe8ca921e1d02195e1d8..7ec73d5377fe22fcd412fdf47482256c149c991d 100644
--- a/checkpoints/step_00100000/training_state.json
+++ b/checkpoints/step_00100000/training_state.json
@@ -5,16 +5,16 @@
     "step": 100000
   },
   "scaler_state_dict": {
-    "scale": 4194304.0,
+    "scale": 1048576.0,
     "growth_factor": 2.0,
     "backoff_factor": 0.5,
     "growth_interval": 2000,
-    "_growth_tracker": 324
+    "_growth_tracker": 1070
   },
   "optimizer_meta": {
     "param_groups": [
       {
-        "lr": 2.9999999999999997e-05,
+        "lr": 0.00017614821163876486,
         "betas": [
           0.9,
           0.999
@@ -113,6 +113,6 @@
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     "scalars": null
   },
-  "torch_rng_state": "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-  "cuda_rng_state": "BWVGVHP/DAAAAAAAAAAAAA=="
+  "torch_rng_state": 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+  "cuda_rng_state": "kRard2YmFAAAAAAAAAAAAA=="
 }
\ No newline at end of file
diff --git a/checkpoints/step_00105000/.complete b/checkpoints/step_00105000/.complete
new file mode 100644
index 0000000000000000000000000000000000000000..e1813adb9dc75a57541d9d9f52a399f9519aa317
--- /dev/null
+++ b/checkpoints/step_00105000/.complete
@@ -0,0 +1,9 @@
+{
+  "format_version": 1,
+  "files": {
+    "config.json": "4ab163e389461a686fdd4db069900b3bd84ce8ce5340aa165dbc7c09ebea8084",
+    "model.safetensors": "5820425edb6ac019c5766203f01b70c40d08a4c1b05af984ffa705eb4256bbdc",
+    "optimizer.safetensors": "97510377599d46ee7c0c82288c2615596cb2d64e838ab9d4bc173a328e69820e",
+    "training_state.json": "1eb9151b72950840446d14df08166c6bb8ea19ffae55fc9876bce7d4b2bfb511"
+  }
+}
\ No newline at end of file
diff --git a/checkpoints/step_00105000/config.json b/checkpoints/step_00105000/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f881a4e4b55d78a36035a59696f52a0de593bf33
--- /dev/null
+++ b/checkpoints/step_00105000/config.json
@@ -0,0 +1,43 @@
+{
+  "format_version": 1,
+  "checkpoint_type": "pretrain",
+  "model_config": {
+    "vocab_size": 1980,
+    "max_seq_len": 512,
+    "n_outcomes": 11,
+    "d_model": 512,
+    "n_layers": 8,
+    "n_heads": 8,
+    "d_ff": 2048,
+    "dropout": 0.0,
+    "rope_base": 10000.0
+  },
+  "training_config": {
+    "lr": 0.0003,
+    "weight_decay": 0.01,
+    "max_grad_norm": 1.0,
+    "warmup_steps": 10000,
+    "total_steps": 200000,
+    "batch_size": 256,
+    "max_ply": 512,
+    "discard_ply_limit": false,
+    "num_workers": 4,
+    "use_amp": true,
+    "accumulation_steps": 1,
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+  "cuda_rng_state": "kRard2YmFAAAAAAAAAAAAA=="
+}
\ No newline at end of file
diff --git a/config.json b/config.json
index dbf73c755e362933e64f348bb8fec2a284339546..f881a4e4b55d78a36035a59696f52a0de593bf33 100644
--- a/config.json
+++ b/config.json
@@ -2,9 +2,9 @@
   "format_version": 1,
   "checkpoint_type": "pretrain",
   "model_config": {
-    "vocab_size": 4278,
-    "max_seq_len": 256,
-    "n_outcomes": 5,
+    "vocab_size": 1980,
+    "max_seq_len": 512,
+    "n_outcomes": 11,
     "d_model": 512,
     "n_layers": 8,
     "n_heads": 8,
@@ -16,22 +16,26 @@
     "lr": 0.0003,
     "weight_decay": 0.01,
     "max_grad_norm": 1.0,
-    "warmup_steps": 1000,
-    "total_steps": 100000,
+    "warmup_steps": 10000,
+    "total_steps": 200000,
     "batch_size": 256,
-    "max_ply": 256,
+    "max_ply": 512,
     "discard_ply_limit": false,
     "num_workers": 4,
     "use_amp": true,
     "accumulation_steps": 1,
-    "log_interval": 10,
-    "eval_interval": 500,
+    "log_interval": 50,
+    "eval_interval": 1000,
     "checkpoint_interval": 5000,
+    "pause_after_steps": null,
+    "no_outcome_token": false,
+    "prepend_outcome": false,
+    "mate_boost": 0.0,
     "base_seed": 42,
     "val_seed": 9223372036854775807,
-    "val_games": 512,
-    "checkpoint_dir": "logs/run_20260322_182707/checkpoints",
-    "log_dir": "logs",
+    "val_games": 2048,
+    "checkpoint_dir": "checkpoints",
+    "log_dir": "/workspace/logs",
     "use_wandb": false,
     "wandb_project": "pawn",
     "device": "cuda"
diff --git a/metrics.jsonl b/metrics.jsonl
index aae670199e34e8e06a7bc223c8ec120b8ce9beef..4ab824e4eb99bc20b78de8352f7524832980248b 100644
--- a/metrics.jsonl
+++ b/metrics.jsonl
@@ -1,10201 +1,4201 @@
-{"type": "config", "model": {"vocab_size": 4278, "max_seq_len": 256, "n_outcomes": 5, "d_model": 512, "n_layers": 8, "n_heads": 8, "d_ff": 2048, "dropout": 0.0, "rope_base": 10000.0}, "training": {"lr": 0.0003, "weight_decay": 0.01, "max_grad_norm": 1.0, "warmup_steps": 1000, "total_steps": 100000, "batch_size": 256, "max_ply": 256, "discard_ply_limit": false, "num_workers": 4, "use_amp": true, "accumulation_steps": 1, "log_interval": 10, "eval_interval": 500, "checkpoint_interval": 5000, "base_seed": 42, "val_seed": 9223372036854775807, "val_games": 512, "checkpoint_dir": "checkpoints", "log_dir": "logs", "use_wandb": false, "wandb_project": "pawn", "device": "cuda"}, "param_count": 35824640, "formulation": "clm", "multi_model": true, "variant": "base", "slug": "zesty-osprey", "git_hash": "190085d9293194cb57b2e8090244f8559ab83361", "git_tag": "v0.6.0"}
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-{"type": "train", "step": 20, "timestamp": 1774398428.0879385, "lr": 5.999999999999999e-06, "grad_norm": 1.1988039016723633, "step_time": 0.3388662338256836, "games_per_sec": 755.460339349388, "train/loss": 8.291486740112305, "train/accuracy": 0.001132118166424334}
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index e4de0ca480e2ef0cf0077037163804c25d87b960..4bf0faf92746007ccf040ed5a182b279210aba83 100644
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diff --git a/training_state.json b/training_state.json
index 97e2f6be374d663b00de1636022e5b65e589fe41..24821cfcdeb6602e15af5faab6b51ad26bb8cbf1 100644
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-  "cuda_rng_state": "w6piTxoaEwAAAAAAAAAAAA=="
+  "torch_rng_state": 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+  "cuda_rng_state": "kRard2YmFAAAAAAAAAAAAA=="
 }
\ No newline at end of file