diff --git a/c1/c1_tulu_r4_lr5e-4_s18/config.json b/c1/c1_tulu_r4_lr5e-4_s18/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..05539c32d211d74b31d36b1fc71f0dde7a91000d
--- /dev/null
+++ b/c1/c1_tulu_r4_lr5e-4_s18/config.json
@@ -0,0 +1,41 @@
+{
+ "run_id": "c1_tulu_r4_lr5e-4_s18",
+ "model_id": "Qwen/Qwen3-0.6B-Base",
+ "task": "tulu",
+ "seq_len": 512,
+ "batch_size": 8,
+ "grad_accum": 1,
+ "max_steps": 600,
+ "lora_r": 4,
+ "lora_alpha": null,
+ "targets": [
+  "q_proj",
+  "k_proj",
+  "v_proj",
+  "o_proj"
+ ],
+ "optimizer": "adamw",
+ "lr": 0.0005,
+ "weight_decay": 0.01,
+ "betas": [
+  0.9,
+  0.999
+ ],
+ "momentum": 0.0,
+ "adam_eps": 1e-08,
+ "grad_clip": 1.0,
+ "snapshot_every": 10,
+ "probe_every": 50,
+ "eval_every": 100,
+ "eval_batches": 8,
+ "seed": 18,
+ "data_seed": 17,
+ "warm_start": null,
+ "gauge_transform": "none",
+ "gauge_c": 4.0,
+ "gauge_seed": 0,
+ "save_warm_at": null,
+ "device": "auto",
+ "base_dtype": "auto",
+ "out_root": "runs"
+}
\ No newline at end of file
diff --git a/c1/c1_tulu_r4_lr5e-4_s18/log.txt b/c1/c1_tulu_r4_lr5e-4_s18/log.txt
new file mode 100644
index 0000000000000000000000000000000000000000..176242284982ded23c0f4213380f1e405f88bf1f
--- /dev/null
+++ b/c1/c1_tulu_r4_lr5e-4_s18/log.txt
@@ -0,0 +1,17 @@
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+
+Loading weights:   0%|          | 0/310 [00:00<?, ?it/s]
+Loading weights: 100%|██████████| 310/310 [00:00<00:00, 3272.73it/s]
+[c1_tulu_r4_lr5e-4_s18] step 50/600 loss 1.0495 (46s)
+[c1_tulu_r4_lr5e-4_s18] step 100/600 loss 1.0283 (81s)
+[c1_tulu_r4_lr5e-4_s18] step 150/600 loss 1.0425 (115s)
+[c1_tulu_r4_lr5e-4_s18] step 200/600 loss 1.1212 (150s)
+[c1_tulu_r4_lr5e-4_s18] step 250/600 loss 0.9960 (183s)
+[c1_tulu_r4_lr5e-4_s18] step 300/600 loss 1.0027 (219s)
+[c1_tulu_r4_lr5e-4_s18] step 350/600 loss 1.0436 (253s)
+[c1_tulu_r4_lr5e-4_s18] step 400/600 loss 0.9608 (288s)
+[c1_tulu_r4_lr5e-4_s18] step 450/600 loss 0.9758 (322s)
+[c1_tulu_r4_lr5e-4_s18] step 500/600 loss 1.0241 (357s)
+[c1_tulu_r4_lr5e-4_s18] step 550/600 loss 0.9256 (391s)
+[c1_tulu_r4_lr5e-4_s18] step 600/600 loss 0.9774 (426s)
+[c1_tulu_r4_lr5e-4_s18] DONE in 426s -> runs/c1_tulu_r4_lr5e-4_s18
diff --git a/c1/c1_tulu_r4_lr5e-4_s18/meta.json b/c1/c1_tulu_r4_lr5e-4_s18/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..9ca23a00c0403a2fee834a4c52421a2a0da61c11
--- /dev/null
+++ b/c1/c1_tulu_r4_lr5e-4_s18/meta.json
@@ -0,0 +1,2248 @@
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diff --git a/c1/c1_tulu_r4_lr5e-4_s19/log.txt b/c1/c1_tulu_r4_lr5e-4_s19/log.txt
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+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+
+Loading weights:   0%|          | 0/310 [00:00<?, ?it/s]
+Loading weights: 100%|██████████| 310/310 [00:00<00:00, 4495.44it/s]
+[c1_tulu_r4_lr5e-4_s19] step 50/600 loss 1.0492 (40s)
+[c1_tulu_r4_lr5e-4_s19] step 100/600 loss 1.0282 (75s)
+[c1_tulu_r4_lr5e-4_s19] step 150/600 loss 1.0430 (109s)
+[c1_tulu_r4_lr5e-4_s19] step 200/600 loss 1.1209 (145s)
+[c1_tulu_r4_lr5e-4_s19] step 250/600 loss 0.9954 (179s)
+[c1_tulu_r4_lr5e-4_s19] step 300/600 loss 1.0025 (215s)
+[c1_tulu_r4_lr5e-4_s19] step 350/600 loss 1.0427 (249s)
+[c1_tulu_r4_lr5e-4_s19] step 400/600 loss 0.9595 (284s)
+[c1_tulu_r4_lr5e-4_s19] step 450/600 loss 0.9764 (319s)
+[c1_tulu_r4_lr5e-4_s19] step 500/600 loss 1.0246 (354s)
+[c1_tulu_r4_lr5e-4_s19] step 550/600 loss 0.9269 (388s)
+[c1_tulu_r4_lr5e-4_s19] step 600/600 loss 0.9783 (424s)
+[c1_tulu_r4_lr5e-4_s19] DONE in 424s -> runs/c1_tulu_r4_lr5e-4_s19
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diff --git a/c1/c1_tulu_r8_lr1e-4_s17/log.txt b/c1/c1_tulu_r8_lr1e-4_s17/log.txt
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+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+
+Loading weights:   0%|          | 0/310 [00:00<?, ?it/s]
+Loading weights: 100%|██████████| 310/310 [00:00<00:00, 8571.20it/s]
+[c1_tulu_r8_lr1e-4_s17] step 50/600 loss 1.0608 (40s)
+[c1_tulu_r8_lr1e-4_s17] step 100/600 loss 1.0365 (76s)
+[c1_tulu_r8_lr1e-4_s17] step 150/600 loss 1.0493 (111s)
+[c1_tulu_r8_lr1e-4_s17] step 200/600 loss 1.1263 (147s)
+[c1_tulu_r8_lr1e-4_s17] step 250/600 loss 1.0024 (181s)
+[c1_tulu_r8_lr1e-4_s17] step 300/600 loss 1.0093 (217s)
+[c1_tulu_r8_lr1e-4_s17] step 350/600 loss 1.0532 (251s)
+[c1_tulu_r8_lr1e-4_s17] step 400/600 loss 0.9698 (287s)
+[c1_tulu_r8_lr1e-4_s17] step 450/600 loss 0.9866 (322s)
+[c1_tulu_r8_lr1e-4_s17] step 500/600 loss 1.0325 (357s)
+[c1_tulu_r8_lr1e-4_s17] step 550/600 loss 0.9346 (392s)
+[c1_tulu_r8_lr1e-4_s17] step 600/600 loss 0.9840 (428s)
+[c1_tulu_r8_lr1e-4_s17] DONE in 428s -> runs/c1_tulu_r8_lr1e-4_s17
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diff --git a/c1/c1_tulu_r8_lr1e-4_s18/log.txt b/c1/c1_tulu_r8_lr1e-4_s18/log.txt
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+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+
+Loading weights:   0%|          | 0/310 [00:00<?, ?it/s]
+Loading weights: 100%|██████████| 310/310 [00:00<00:00, 4038.51it/s]
+[c1_tulu_r8_lr1e-4_s18] step 50/600 loss 1.0609 (40s)
+[c1_tulu_r8_lr1e-4_s18] step 100/600 loss 1.0364 (76s)
+[c1_tulu_r8_lr1e-4_s18] step 150/600 loss 1.0498 (110s)
+[c1_tulu_r8_lr1e-4_s18] step 200/600 loss 1.1267 (146s)
+[c1_tulu_r8_lr1e-4_s18] step 250/600 loss 1.0030 (180s)
+[c1_tulu_r8_lr1e-4_s18] step 300/600 loss 1.0093 (216s)
+[c1_tulu_r8_lr1e-4_s18] step 350/600 loss 1.0531 (250s)
+[c1_tulu_r8_lr1e-4_s18] step 400/600 loss 0.9702 (286s)
+[c1_tulu_r8_lr1e-4_s18] step 450/600 loss 0.9870 (320s)
+[c1_tulu_r8_lr1e-4_s18] step 500/600 loss 1.0335 (356s)
+[c1_tulu_r8_lr1e-4_s18] step 550/600 loss 0.9350 (390s)
+[c1_tulu_r8_lr1e-4_s18] step 600/600 loss 0.9847 (426s)
+[c1_tulu_r8_lr1e-4_s18] DONE in 426s -> runs/c1_tulu_r8_lr1e-4_s18
diff --git a/c1/c1_tulu_r8_lr1e-4_s18/meta.json b/c1/c1_tulu_r8_lr1e-4_s18/meta.json
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\ No newline at end of file
diff --git a/c1/c1_tulu_r8_lr1e-4_s18/metrics.npz b/c1/c1_tulu_r8_lr1e-4_s18/metrics.npz
new file mode 100644
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+ "max_steps": 600,
+ "lora_r": 8,
+ "lora_alpha": null,
+ "targets": [
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+  "v_proj",
+  "o_proj"
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diff --git a/c1/c1_tulu_r8_lr1e-4_s19/log.txt b/c1/c1_tulu_r8_lr1e-4_s19/log.txt
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+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+
+Loading weights:   0%|          | 0/310 [00:00<?, ?it/s]
+Loading weights: 100%|██████████| 310/310 [00:00<00:00, 4440.08it/s]
+[c1_tulu_r8_lr1e-4_s19] step 50/600 loss 1.0600 (47s)
+[c1_tulu_r8_lr1e-4_s19] step 100/600 loss 1.0365 (82s)
+[c1_tulu_r8_lr1e-4_s19] step 150/600 loss 1.0499 (117s)
+[c1_tulu_r8_lr1e-4_s19] step 200/600 loss 1.1266 (153s)
+[c1_tulu_r8_lr1e-4_s19] step 250/600 loss 1.0026 (188s)
+[c1_tulu_r8_lr1e-4_s19] step 300/600 loss 1.0096 (225s)
+[c1_tulu_r8_lr1e-4_s19] step 350/600 loss 1.0534 (259s)
+[c1_tulu_r8_lr1e-4_s19] step 400/600 loss 0.9703 (295s)
+[c1_tulu_r8_lr1e-4_s19] step 450/600 loss 0.9868 (329s)
+[c1_tulu_r8_lr1e-4_s19] step 500/600 loss 1.0330 (364s)
+[c1_tulu_r8_lr1e-4_s19] step 550/600 loss 0.9348 (398s)
+[c1_tulu_r8_lr1e-4_s19] step 600/600 loss 0.9842 (434s)
+[c1_tulu_r8_lr1e-4_s19] DONE in 434s -> runs/c1_tulu_r8_lr1e-4_s19
diff --git a/c1/c1_tulu_r8_lr1e-4_s19/meta.json b/c1/c1_tulu_r8_lr1e-4_s19/meta.json
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diff --git a/c1/c1_tulu_r8_lr2e-4_s17/log.txt b/c1/c1_tulu_r8_lr2e-4_s17/log.txt
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+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+
+Loading weights:   0%|          | 0/310 [00:00<?, ?it/s]
+Loading weights: 100%|██████████| 310/310 [00:00<00:00, 4271.68it/s]
+[c1_tulu_r8_lr2e-4_s17] step 50/600 loss 1.0526 (40s)
+[c1_tulu_r8_lr2e-4_s17] step 100/600 loss 1.0313 (76s)
+[c1_tulu_r8_lr2e-4_s17] step 150/600 loss 1.0446 (110s)
+[c1_tulu_r8_lr2e-4_s17] step 200/600 loss 1.1218 (146s)
+[c1_tulu_r8_lr2e-4_s17] step 250/600 loss 0.9971 (180s)
+[c1_tulu_r8_lr2e-4_s17] step 300/600 loss 1.0044 (216s)
+[c1_tulu_r8_lr2e-4_s17] step 350/600 loss 1.0464 (250s)
+[c1_tulu_r8_lr2e-4_s17] step 400/600 loss 0.9613 (286s)
+[c1_tulu_r8_lr2e-4_s17] step 450/600 loss 0.9767 (320s)
+[c1_tulu_r8_lr2e-4_s17] step 500/600 loss 1.0217 (356s)
+[c1_tulu_r8_lr2e-4_s17] step 550/600 loss 0.9233 (390s)
+[c1_tulu_r8_lr2e-4_s17] step 600/600 loss 0.9756 (426s)
+[c1_tulu_r8_lr2e-4_s17] DONE in 426s -> runs/c1_tulu_r8_lr2e-4_s17
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diff --git a/c1/c1_tulu_r8_lr2e-4_s18/log.txt b/c1/c1_tulu_r8_lr2e-4_s18/log.txt
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+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+
+Loading weights:   0%|          | 0/310 [00:00<?, ?it/s]
+Loading weights: 100%|██████████| 310/310 [00:00<00:00, 5741.46it/s]
+[c1_tulu_r8_lr2e-4_s18] step 50/600 loss 1.0528 (39s)
+[c1_tulu_r8_lr2e-4_s18] step 100/600 loss 1.0314 (75s)
+[c1_tulu_r8_lr2e-4_s18] step 150/600 loss 1.0448 (110s)
+[c1_tulu_r8_lr2e-4_s18] step 200/600 loss 1.1222 (145s)
+[c1_tulu_r8_lr2e-4_s18] step 250/600 loss 0.9972 (180s)
+[c1_tulu_r8_lr2e-4_s18] step 300/600 loss 1.0043 (216s)
+[c1_tulu_r8_lr2e-4_s18] step 350/600 loss 1.0463 (250s)
+[c1_tulu_r8_lr2e-4_s18] step 400/600 loss 0.9637 (286s)
+[c1_tulu_r8_lr2e-4_s18] step 450/600 loss 0.9778 (320s)
+[c1_tulu_r8_lr2e-4_s18] step 500/600 loss 1.0233 (356s)
+[c1_tulu_r8_lr2e-4_s18] step 550/600 loss 0.9242 (390s)
+[c1_tulu_r8_lr2e-4_s18] step 600/600 loss 0.9751 (426s)
+[c1_tulu_r8_lr2e-4_s18] DONE in 426s -> runs/c1_tulu_r8_lr2e-4_s18
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diff --git a/c1/c1_tulu_r8_lr2e-4_s19/log.txt b/c1/c1_tulu_r8_lr2e-4_s19/log.txt
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+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+
+Loading weights:   0%|          | 0/310 [00:00<?, ?it/s]
+Loading weights: 100%|██████████| 310/310 [00:00<00:00, 4592.13it/s]
+[c1_tulu_r8_lr2e-4_s19] step 50/600 loss 1.0524 (40s)
+[c1_tulu_r8_lr2e-4_s19] step 100/600 loss 1.0312 (76s)
+[c1_tulu_r8_lr2e-4_s19] step 150/600 loss 1.0446 (110s)
+[c1_tulu_r8_lr2e-4_s19] step 200/600 loss 1.1217 (146s)
+[c1_tulu_r8_lr2e-4_s19] step 250/600 loss 0.9965 (180s)
+[c1_tulu_r8_lr2e-4_s19] step 300/600 loss 1.0046 (216s)
+[c1_tulu_r8_lr2e-4_s19] step 350/600 loss 1.0455 (250s)
+[c1_tulu_r8_lr2e-4_s19] step 400/600 loss 0.9622 (286s)
+[c1_tulu_r8_lr2e-4_s19] step 450/600 loss 0.9768 (320s)
+[c1_tulu_r8_lr2e-4_s19] step 500/600 loss 1.0226 (356s)
+[c1_tulu_r8_lr2e-4_s19] step 550/600 loss 0.9236 (390s)
+[c1_tulu_r8_lr2e-4_s19] step 600/600 loss 0.9755 (426s)
+[c1_tulu_r8_lr2e-4_s19] DONE in 426s -> runs/c1_tulu_r8_lr2e-4_s19
diff --git a/c1/c1_tulu_r8_lr2e-4_s19/meta.json b/c1/c1_tulu_r8_lr2e-4_s19/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..e6a2feed3f09deea31555610131176c2cfe63b75
--- /dev/null
+++ b/c1/c1_tulu_r8_lr2e-4_s19/meta.json
@@ -0,0 +1,2248 @@
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diff --git a/c1/c1_tulu_r8_lr5e-4_s17/log.txt b/c1/c1_tulu_r8_lr5e-4_s17/log.txt
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index 0000000000000000000000000000000000000000..3e0e4edf09b60de2db20fdcf172f428fe7a1cbe3
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+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+
+Loading weights:   0%|          | 0/310 [00:00<?, ?it/s]
+Loading weights: 100%|██████████| 310/310 [00:00<00:00, 3232.10it/s]
+[c1_tulu_r8_lr5e-4_s17] step 50/600 loss 1.0485 (46s)
+[c1_tulu_r8_lr5e-4_s17] step 100/600 loss 1.0280 (82s)
+[c1_tulu_r8_lr5e-4_s17] step 150/600 loss 1.0446 (116s)
+[c1_tulu_r8_lr5e-4_s17] step 200/600 loss 1.1215 (152s)
+[c1_tulu_r8_lr5e-4_s17] step 250/600 loss 0.9977 (186s)
+[c1_tulu_r8_lr5e-4_s17] step 300/600 loss 1.0033 (221s)
+[c1_tulu_r8_lr5e-4_s17] step 350/600 loss 1.0442 (255s)
+[c1_tulu_r8_lr5e-4_s17] step 400/600 loss 0.9634 (291s)
+[c1_tulu_r8_lr5e-4_s17] step 450/600 loss 0.9778 (325s)
+[c1_tulu_r8_lr5e-4_s17] step 500/600 loss 1.0246 (361s)
+[c1_tulu_r8_lr5e-4_s17] step 550/600 loss 0.9295 (395s)
+[c1_tulu_r8_lr5e-4_s17] step 600/600 loss 0.9831 (430s)
+[c1_tulu_r8_lr5e-4_s17] DONE in 431s -> runs/c1_tulu_r8_lr5e-4_s17
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diff --git a/c1/c1_tulu_r8_lr5e-4_s18/log.txt b/c1/c1_tulu_r8_lr5e-4_s18/log.txt
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+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+
+Loading weights:   0%|          | 0/310 [00:00<?, ?it/s]
+Loading weights: 100%|██████████| 310/310 [00:00<00:00, 4801.88it/s]
+[c1_tulu_r8_lr5e-4_s18] step 50/600 loss 1.0485 (40s)
+[c1_tulu_r8_lr5e-4_s18] step 100/600 loss 1.0282 (75s)
+[c1_tulu_r8_lr5e-4_s18] step 150/600 loss 1.0447 (109s)
+[c1_tulu_r8_lr5e-4_s18] step 200/600 loss 1.1230 (145s)
+[c1_tulu_r8_lr5e-4_s18] step 250/600 loss 1.0003 (179s)
+[c1_tulu_r8_lr5e-4_s18] step 300/600 loss 1.0027 (215s)
+[c1_tulu_r8_lr5e-4_s18] step 350/600 loss 1.0435 (249s)
+[c1_tulu_r8_lr5e-4_s18] step 400/600 loss 0.9633 (285s)
+[c1_tulu_r8_lr5e-4_s18] step 450/600 loss 0.9786 (319s)
+[c1_tulu_r8_lr5e-4_s18] step 500/600 loss 1.0307 (355s)
+[c1_tulu_r8_lr5e-4_s18] step 550/600 loss 0.9311 (389s)
+[c1_tulu_r8_lr5e-4_s18] step 600/600 loss 0.9833 (425s)
+[c1_tulu_r8_lr5e-4_s18] DONE in 425s -> runs/c1_tulu_r8_lr5e-4_s18
diff --git a/c1/c1_tulu_r8_lr5e-4_s18/meta.json b/c1/c1_tulu_r8_lr5e-4_s18/meta.json
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diff --git a/c1/c1_tulu_r8_lr5e-4_s19/log.txt b/c1/c1_tulu_r8_lr5e-4_s19/log.txt
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+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+
+Loading weights:   0%|          | 0/310 [00:00<?, ?it/s]
+Loading weights: 100%|██████████| 310/310 [00:00<00:00, 6369.29it/s]
+[c1_tulu_r8_lr5e-4_s19] step 50/600 loss 1.0486 (40s)
+[c1_tulu_r8_lr5e-4_s19] step 100/600 loss 1.0281 (76s)
+[c1_tulu_r8_lr5e-4_s19] step 150/600 loss 1.0438 (110s)
+[c1_tulu_r8_lr5e-4_s19] step 200/600 loss 1.1218 (146s)
+[c1_tulu_r8_lr5e-4_s19] step 250/600 loss 0.9954 (180s)
+[c1_tulu_r8_lr5e-4_s19] step 300/600 loss 1.0036 (216s)
+[c1_tulu_r8_lr5e-4_s19] step 350/600 loss 1.0433 (251s)
+[c1_tulu_r8_lr5e-4_s19] step 400/600 loss 0.9630 (287s)
+[c1_tulu_r8_lr5e-4_s19] step 450/600 loss 0.9786 (321s)
+[c1_tulu_r8_lr5e-4_s19] step 500/600 loss 1.0337 (357s)
+[c1_tulu_r8_lr5e-4_s19] step 550/600 loss 0.9327 (391s)
+[c1_tulu_r8_lr5e-4_s19] step 600/600 loss 0.9843 (427s)
+[c1_tulu_r8_lr5e-4_s19] DONE in 427s -> runs/c1_tulu_r8_lr5e-4_s19
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