diff --git a/2a/2a_0.6B_adamw_wd0.01/config.json b/2a/2a_0.6B_adamw_wd0.01/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..94f229f916a58563dacd3597dabaaed0f710badf
--- /dev/null
+++ b/2a/2a_0.6B_adamw_wd0.01/config.json
@@ -0,0 +1,39 @@
+{
+ "run_id": "2a_0.6B_adamw_wd0.01",
+ "model_id": "Qwen/Qwen3-0.6B-Base",
+ "task": "gsm8k",
+ "seq_len": 512,
+ "batch_size": 8,
+ "grad_accum": 1,
+ "max_steps": 800,
+ "lora_r": 8,
+ "lora_alpha": null,
+ "targets": [
+  "q_proj",
+  "k_proj",
+  "v_proj",
+  "o_proj"
+ ],
+ "optimizer": "adamw",
+ "lr": 0.0002,
+ "weight_decay": 0.01,
+ "betas": [
+  0.9,
+  0.999
+ ],
+ "grad_clip": 1.0,
+ "snapshot_every": 10,
+ "probe_every": 40,
+ "eval_every": 100,
+ "eval_batches": 8,
+ "seed": 17,
+ "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/2a/2a_0.6B_adamw_wd0.01/log.txt b/2a/2a_0.6B_adamw_wd0.01/log.txt
new file mode 100644
index 0000000000000000000000000000000000000000..18c1c42debc3cc3dcb1e31ccfec03c1d1c27a80a
--- /dev/null
+++ b/2a/2a_0.6B_adamw_wd0.01/log.txt
@@ -0,0 +1,21 @@
+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, 15178.84it/s]
+[2a_0.6B_adamw_wd0.01] step 50/800 loss 0.4849 (39s)
+[2a_0.6B_adamw_wd0.01] step 100/800 loss 0.4394 (75s)
+[2a_0.6B_adamw_wd0.01] step 150/800 loss 0.4390 (110s)
+[2a_0.6B_adamw_wd0.01] step 200/800 loss 0.4172 (146s)
+[2a_0.6B_adamw_wd0.01] step 250/800 loss 0.4195 (181s)
+[2a_0.6B_adamw_wd0.01] step 300/800 loss 0.4211 (218s)
+[2a_0.6B_adamw_wd0.01] step 350/800 loss 0.4347 (252s)
+[2a_0.6B_adamw_wd0.01] step 400/800 loss 0.4372 (289s)
+[2a_0.6B_adamw_wd0.01] step 450/800 loss 0.4450 (324s)
+[2a_0.6B_adamw_wd0.01] step 500/800 loss 0.4095 (360s)
+[2a_0.6B_adamw_wd0.01] step 550/800 loss 0.4234 (395s)
+[2a_0.6B_adamw_wd0.01] step 600/800 loss 0.4167 (432s)
+[2a_0.6B_adamw_wd0.01] step 650/800 loss 0.4043 (466s)
+[2a_0.6B_adamw_wd0.01] step 700/800 loss 0.4190 (503s)
+[2a_0.6B_adamw_wd0.01] step 750/800 loss 0.4033 (537s)
+[2a_0.6B_adamw_wd0.01] step 800/800 loss 0.4096 (574s)
+[2a_0.6B_adamw_wd0.01] DONE in 574s -> runs/2a_0.6B_adamw_wd0.01
diff --git a/2a/2a_0.6B_adamw_wd0.01/meta.json b/2a/2a_0.6B_adamw_wd0.01/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..d5e18aa602c70717816825678e1a2f4e4ddefdf1
--- /dev/null
+++ b/2a/2a_0.6B_adamw_wd0.01/meta.json
@@ -0,0 +1,2266 @@
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+Loading weights:   0%|          | 0/310 [00:00<?, ?it/s]
+Loading weights: 100%|██████████| 310/310 [00:00<00:00, 15909.29it/s]
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diff --git a/2a/2a_0.6B_adamw_wd0/log.txt b/2a/2a_0.6B_adamw_wd0/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, 15974.57it/s]
+[2a_0.6B_adamw_wd0] step 50/800 loss 0.4852 (39s)
+[2a_0.6B_adamw_wd0] step 100/800 loss 0.4397 (75s)
+[2a_0.6B_adamw_wd0] step 150/800 loss 0.4389 (109s)
+[2a_0.6B_adamw_wd0] step 200/800 loss 0.4172 (146s)
+[2a_0.6B_adamw_wd0] step 250/800 loss 0.4196 (181s)
+[2a_0.6B_adamw_wd0] step 300/800 loss 0.4214 (217s)
+[2a_0.6B_adamw_wd0] step 350/800 loss 0.4346 (252s)
+[2a_0.6B_adamw_wd0] step 400/800 loss 0.4376 (288s)
+[2a_0.6B_adamw_wd0] step 450/800 loss 0.4454 (323s)
+[2a_0.6B_adamw_wd0] step 500/800 loss 0.4097 (359s)
+[2a_0.6B_adamw_wd0] step 550/800 loss 0.4235 (394s)
+[2a_0.6B_adamw_wd0] step 600/800 loss 0.4168 (431s)
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+[2a_0.6B_adamw_wd0] step 800/800 loss 0.4098 (574s)
+[2a_0.6B_adamw_wd0] DONE in 574s -> runs/2a_0.6B_adamw_wd0
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diff --git a/2a/2a_0.6B_adamw_wd1/log.txt b/2a/2a_0.6B_adamw_wd1/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, 15535.57it/s]
+[2a_0.6B_adamw_wd1] step 50/800 loss 0.4850 (38s)
+[2a_0.6B_adamw_wd1] step 100/800 loss 0.4393 (74s)
+[2a_0.6B_adamw_wd1] step 150/800 loss 0.4389 (109s)
+[2a_0.6B_adamw_wd1] step 200/800 loss 0.4172 (146s)
+[2a_0.6B_adamw_wd1] step 250/800 loss 0.4196 (181s)
+[2a_0.6B_adamw_wd1] step 300/800 loss 0.4218 (217s)
+[2a_0.6B_adamw_wd1] step 350/800 loss 0.4351 (252s)
+[2a_0.6B_adamw_wd1] step 400/800 loss 0.4377 (289s)
+[2a_0.6B_adamw_wd1] step 450/800 loss 0.4453 (324s)
+[2a_0.6B_adamw_wd1] step 500/800 loss 0.4098 (360s)
+[2a_0.6B_adamw_wd1] step 550/800 loss 0.4240 (395s)
+[2a_0.6B_adamw_wd1] step 600/800 loss 0.4174 (432s)
+[2a_0.6B_adamw_wd1] step 650/800 loss 0.4049 (466s)
+[2a_0.6B_adamw_wd1] step 700/800 loss 0.4191 (503s)
+[2a_0.6B_adamw_wd1] step 750/800 loss 0.4037 (538s)
+[2a_0.6B_adamw_wd1] step 800/800 loss 0.4104 (574s)
+[2a_0.6B_adamw_wd1] DONE in 574s -> runs/2a_0.6B_adamw_wd1
diff --git a/2a/2a_0.6B_adamw_wd1/meta.json b/2a/2a_0.6B_adamw_wd1/meta.json
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diff --git a/2a/2a_0.6B_adamw_wd5/log.txt b/2a/2a_0.6B_adamw_wd5/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, 17428.48it/s]
+[2a_0.6B_adamw_wd5] step 50/800 loss 0.4850 (44s)
+[2a_0.6B_adamw_wd5] step 100/800 loss 0.4398 (80s)
+[2a_0.6B_adamw_wd5] step 150/800 loss 0.4395 (115s)
+[2a_0.6B_adamw_wd5] step 200/800 loss 0.4181 (152s)
+[2a_0.6B_adamw_wd5] step 250/800 loss 0.4203 (186s)
+[2a_0.6B_adamw_wd5] step 300/800 loss 0.4224 (223s)
+[2a_0.6B_adamw_wd5] step 350/800 loss 0.4368 (258s)
+[2a_0.6B_adamw_wd5] step 400/800 loss 0.4396 (294s)
+[2a_0.6B_adamw_wd5] step 450/800 loss 0.4477 (329s)
+[2a_0.6B_adamw_wd5] step 500/800 loss 0.4131 (366s)
+[2a_0.6B_adamw_wd5] step 550/800 loss 0.4271 (401s)
+[2a_0.6B_adamw_wd5] step 600/800 loss 0.4204 (438s)
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+[2a_0.6B_adamw_wd5] step 800/800 loss 0.4137 (580s)
+[2a_0.6B_adamw_wd5] DONE in 581s -> runs/2a_0.6B_adamw_wd5
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+Loading weights:   0%|          | 0/310 [00:00<?, ?it/s]
+Loading weights: 100%|██████████| 310/310 [00:00<00:00, 15393.22it/s]
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+[2a_0.6B_sgd_wd0.1] step 50/800 loss 0.6618 (39s)
+[2a_0.6B_sgd_wd0.1] step 100/800 loss 0.6406 (76s)
+[2a_0.6B_sgd_wd0.1] step 150/800 loss 0.6311 (111s)
+[2a_0.6B_sgd_wd0.1] step 200/800 loss 0.6041 (148s)
+[2a_0.6B_sgd_wd0.1] step 250/800 loss 0.5951 (183s)
+[2a_0.6B_sgd_wd0.1] step 300/800 loss 0.5907 (220s)
+[2a_0.6B_sgd_wd0.1] step 350/800 loss 0.6040 (255s)
+[2a_0.6B_sgd_wd0.1] step 400/800 loss 0.6013 (292s)
+[2a_0.6B_sgd_wd0.1] step 450/800 loss 0.5992 (327s)
+[2a_0.6B_sgd_wd0.1] step 500/800 loss 0.5570 (363s)
+[2a_0.6B_sgd_wd0.1] step 550/800 loss 0.5621 (398s)
+[2a_0.6B_sgd_wd0.1] step 600/800 loss 0.5551 (435s)
+[2a_0.6B_sgd_wd0.1] step 650/800 loss 0.5419 (470s)
+[2a_0.6B_sgd_wd0.1] step 700/800 loss 0.5538 (506s)
+[2a_0.6B_sgd_wd0.1] step 750/800 loss 0.5350 (541s)
+[2a_0.6B_sgd_wd0.1] step 800/800 loss 0.5314 (578s)
+[2a_0.6B_sgd_wd0.1] DONE in 579s -> runs/2a_0.6B_sgd_wd0.1
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diff --git a/2a/2a_0.6B_sgd_wd0/log.txt b/2a/2a_0.6B_sgd_wd0/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, 15255.77it/s]
+[2a_0.6B_sgd_wd0] step 50/800 loss 0.6618 (44s)
+[2a_0.6B_sgd_wd0] step 100/800 loss 0.6402 (80s)
+[2a_0.6B_sgd_wd0] step 150/800 loss 0.6303 (116s)
+[2a_0.6B_sgd_wd0] step 200/800 loss 0.6032 (153s)
+[2a_0.6B_sgd_wd0] step 250/800 loss 0.5930 (187s)
+[2a_0.6B_sgd_wd0] step 300/800 loss 0.5884 (224s)
+[2a_0.6B_sgd_wd0] step 350/800 loss 0.6008 (259s)
+[2a_0.6B_sgd_wd0] step 400/800 loss 0.5974 (296s)
+[2a_0.6B_sgd_wd0] step 450/800 loss 0.5943 (331s)
+[2a_0.6B_sgd_wd0] step 500/800 loss 0.5520 (367s)
+[2a_0.6B_sgd_wd0] step 550/800 loss 0.5565 (402s)
+[2a_0.6B_sgd_wd0] step 600/800 loss 0.5490 (439s)
+[2a_0.6B_sgd_wd0] step 650/800 loss 0.5349 (474s)
+[2a_0.6B_sgd_wd0] step 700/800 loss 0.5464 (511s)
+[2a_0.6B_sgd_wd0] step 750/800 loss 0.5274 (546s)
+[2a_0.6B_sgd_wd0] step 800/800 loss 0.5231 (583s)
+[2a_0.6B_sgd_wd0] DONE in 583s -> runs/2a_0.6B_sgd_wd0
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diff --git a/2a/2a_0.6B_sgd_wd1/log.txt b/2a/2a_0.6B_sgd_wd1/log.txt
new file mode 100644
index 0000000000000000000000000000000000000000..efc1126422792c47070539c035626fe4f9b210fa
--- /dev/null
+++ b/2a/2a_0.6B_sgd_wd1/log.txt
@@ -0,0 +1,20 @@
+
+Loading weights:   0%|          | 0/310 [00:00<?, ?it/s]
+Loading weights: 100%|██████████| 310/310 [00:00<00:00, 16193.62it/s]
+[2a_0.6B_sgd_wd1] step 50/800 loss 0.6624 (39s)
+[2a_0.6B_sgd_wd1] step 100/800 loss 0.6437 (76s)
+[2a_0.6B_sgd_wd1] step 150/800 loss 0.6375 (111s)
+[2a_0.6B_sgd_wd1] step 200/800 loss 0.6152 (148s)
+[2a_0.6B_sgd_wd1] step 250/800 loss 0.6106 (183s)
+[2a_0.6B_sgd_wd1] step 300/800 loss 0.6115 (220s)
+[2a_0.6B_sgd_wd1] step 350/800 loss 0.6301 (255s)
+[2a_0.6B_sgd_wd1] step 400/800 loss 0.6327 (292s)
+[2a_0.6B_sgd_wd1] step 450/800 loss 0.6360 (327s)
+[2a_0.6B_sgd_wd1] step 500/800 loss 0.5952 (363s)
+[2a_0.6B_sgd_wd1] step 550/800 loss 0.6052 (398s)
+[2a_0.6B_sgd_wd1] step 600/800 loss 0.6026 (435s)
+[2a_0.6B_sgd_wd1] step 650/800 loss 0.5960 (470s)
+[2a_0.6B_sgd_wd1] step 700/800 loss 0.6110 (507s)
+[2a_0.6B_sgd_wd1] step 750/800 loss 0.5942 (542s)
+[2a_0.6B_sgd_wd1] step 800/800 loss 0.5973 (579s)
+[2a_0.6B_sgd_wd1] DONE in 579s -> runs/2a_0.6B_sgd_wd1
diff --git a/2a/2a_0.6B_sgd_wd1/meta.json b/2a/2a_0.6B_sgd_wd1/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..03f73883abb32d72e56bd254841f617535443db3
--- /dev/null
+++ b/2a/2a_0.6B_sgd_wd1/meta.json
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diff --git a/2a/2a_1.7B_adamw_wd1/log.txt b/2a/2a_1.7B_adamw_wd1/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, 15083.75it/s]
+[2a_1.7B_adamw_wd1] step 50/800 loss 0.4109 (64s)
+[2a_1.7B_adamw_wd1] step 100/800 loss 0.3726 (127s)
+[2a_1.7B_adamw_wd1] step 150/800 loss 0.3704 (186s)
+[2a_1.7B_adamw_wd1] step 200/800 loss 0.3552 (250s)
+[2a_1.7B_adamw_wd1] step 250/800 loss 0.3589 (309s)
+[2a_1.7B_adamw_wd1] step 300/800 loss 0.3615 (372s)
+[2a_1.7B_adamw_wd1] step 350/800 loss 0.3683 (431s)
+[2a_1.7B_adamw_wd1] step 400/800 loss 0.3754 (495s)
+[2a_1.7B_adamw_wd1] step 450/800 loss 0.3806 (554s)
+[2a_1.7B_adamw_wd1] step 500/800 loss 0.3515 (617s)
+[2a_1.7B_adamw_wd1] step 550/800 loss 0.3665 (676s)
+[2a_1.7B_adamw_wd1] step 600/800 loss 0.3603 (740s)
+[2a_1.7B_adamw_wd1] step 650/800 loss 0.3468 (799s)
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+[2a_1.7B_adamw_wd1] step 800/800 loss 0.3567 (984s)
+[2a_1.7B_adamw_wd1] DONE in 984s -> runs/2a_1.7B_adamw_wd1
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diff --git a/2b/2b_parent_adamw/log.txt b/2b/2b_parent_adamw/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, 16436.61it/s]
+[2b_parent_adamw] step 50/600 loss 0.4849 (40s)
+[2b_parent_adamw] step 100/600 loss 0.4394 (78s)
+[2b_parent_adamw] step 150/600 loss 0.4390 (114s)
+[2b_parent_adamw] step 200/600 loss 0.4172 (152s)
+[2b_parent_adamw] step 250/600 loss 0.4195 (188s)
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+[2b_parent_adamw] step 350/600 loss 0.4347 (263s)
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+[2b_parent_adamw] step 550/600 loss 0.4234 (412s)
+[2b_parent_adamw] step 600/600 loss 0.4167 (450s)
+[2b_parent_adamw] DONE in 450s -> runs/2b_parent_adamw
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+}
\ No newline at end of file
diff --git a/2b/2b_parent_adamw/metrics.npz b/2b/2b_parent_adamw/metrics.npz
new file mode 100644
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diff --git a/2b/2b_parent_sgd/config.json b/2b/2b_parent_sgd/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a6bc45336c38314ddaa11c6a9ab550585e22ff8c
--- /dev/null
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+{
+ "run_id": "2b_parent_sgd",
+ "model_id": "Qwen/Qwen3-0.6B-Base",
+ "task": "gsm8k",
+ "seq_len": 512,
+ "batch_size": 8,
+ "grad_accum": 1,
+ "max_steps": 600,
+ "lora_r": 8,
+ "lora_alpha": null,
+ "targets": [
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+ "betas": [
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+ ],
+ "grad_clip": 1.0,
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+ "eval_every": 100,
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+ "seed": 17,
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+ "out_root": "runs"
+}
\ No newline at end of file
diff --git a/2b/2b_parent_sgd/log.txt b/2b/2b_parent_sgd/log.txt
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index 0000000000000000000000000000000000000000..fbf5bacd8583acc0351c6caa582d393e33d197c9
--- /dev/null
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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, 16129.74it/s]
+[2b_parent_sgd] step 50/600 loss 0.6615 (42s)
+[2b_parent_sgd] step 100/600 loss 0.6402 (81s)
+[2b_parent_sgd] step 150/600 loss 0.6303 (117s)
+[2b_parent_sgd] step 200/600 loss 0.6030 (155s)
+[2b_parent_sgd] step 250/600 loss 0.5933 (192s)
+[2b_parent_sgd] step 300/600 loss 0.5884 (230s)
+[2b_parent_sgd] step 350/600 loss 0.6011 (267s)
+[2b_parent_sgd] step 400/600 loss 0.5979 (305s)
+[2b_parent_sgd] step 450/600 loss 0.5949 (341s)
+[2b_parent_sgd] step 500/600 loss 0.5526 (380s)
+[2b_parent_sgd] step 550/600 loss 0.5570 (416s)
+[2b_parent_sgd] step 600/600 loss 0.5494 (454s)
+[2b_parent_sgd] DONE in 454s -> runs/2b_parent_sgd
diff --git a/2b/2b_parent_sgd/meta.json b/2b/2b_parent_sgd/meta.json
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diff --git a/2b/2b_twin_adamw_identity/log.txt b/2b/2b_twin_adamw_identity/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, 17054.27it/s]
+[2b_twin_adamw_identity] step 150/600 loss 0.4380 (46s)
+[2b_twin_adamw_identity] step 200/600 loss 0.4176 (84s)
+[2b_twin_adamw_identity] step 250/600 loss 0.4190 (120s)
+[2b_twin_adamw_identity] step 300/600 loss 0.4211 (158s)
+[2b_twin_adamw_identity] step 350/600 loss 0.4349 (195s)
+[2b_twin_adamw_identity] step 400/600 loss 0.4377 (233s)
+[2b_twin_adamw_identity] step 450/600 loss 0.4450 (269s)
+[2b_twin_adamw_identity] step 500/600 loss 0.4093 (307s)
+[2b_twin_adamw_identity] step 550/600 loss 0.4238 (344s)
+[2b_twin_adamw_identity] step 600/600 loss 0.4166 (382s)
+[2b_twin_adamw_identity] DONE in 382s -> runs/2b_twin_adamw_identity
diff --git a/2b/2b_twin_adamw_identity/meta.json b/2b/2b_twin_adamw_identity/meta.json
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diff --git a/2b/2b_twin_adamw_identity2/log.txt b/2b/2b_twin_adamw_identity2/log.txt
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index 0000000000000000000000000000000000000000..8f6cc9364e8314e8571e50e37a17ded3325372f8
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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, 16313.08it/s]
+[2b_twin_adamw_identity2] step 150/600 loss 0.4380 (41s)
+[2b_twin_adamw_identity2] step 200/600 loss 0.4176 (79s)
+[2b_twin_adamw_identity2] step 250/600 loss 0.4190 (115s)
+[2b_twin_adamw_identity2] step 300/600 loss 0.4211 (153s)
+[2b_twin_adamw_identity2] step 350/600 loss 0.4349 (190s)
+[2b_twin_adamw_identity2] step 400/600 loss 0.4377 (228s)
+[2b_twin_adamw_identity2] step 450/600 loss 0.4450 (264s)
+[2b_twin_adamw_identity2] step 500/600 loss 0.4093 (302s)
+[2b_twin_adamw_identity2] step 550/600 loss 0.4238 (339s)
+[2b_twin_adamw_identity2] step 600/600 loss 0.4166 (377s)
+[2b_twin_adamw_identity2] DONE in 377s -> runs/2b_twin_adamw_identity2
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diff --git a/2b/2b_twin_adamw_mixed/log.txt b/2b/2b_twin_adamw_mixed/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, 16317.79it/s]
+[2b_twin_adamw_mixed] step 150/600 loss 0.4399 (42s)
+[2b_twin_adamw_mixed] step 200/600 loss 0.4175 (80s)
+[2b_twin_adamw_mixed] step 250/600 loss 0.4192 (116s)
+[2b_twin_adamw_mixed] step 300/600 loss 0.4218 (154s)
+[2b_twin_adamw_mixed] step 350/600 loss 0.4350 (191s)
+[2b_twin_adamw_mixed] step 400/600 loss 0.4383 (229s)
+[2b_twin_adamw_mixed] step 450/600 loss 0.4449 (265s)
+[2b_twin_adamw_mixed] step 500/600 loss 0.4100 (303s)
+[2b_twin_adamw_mixed] step 550/600 loss 0.4235 (339s)
+[2b_twin_adamw_mixed] step 600/600 loss 0.4163 (377s)
+[2b_twin_adamw_mixed] DONE in 378s -> runs/2b_twin_adamw_mixed
diff --git a/2b/2b_twin_adamw_mixed/meta.json b/2b/2b_twin_adamw_mixed/meta.json
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diff --git a/2b/2b_twin_adamw_rotation/log.txt b/2b/2b_twin_adamw_rotation/log.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ea73d1a35e7d052f7d6c7af87bfd154ed70ba527
--- /dev/null
+++ b/2b/2b_twin_adamw_rotation/log.txt
@@ -0,0 +1,15 @@
+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, 15196.75it/s]
+[2b_twin_adamw_rotation] step 150/600 loss 0.4377 (41s)
+[2b_twin_adamw_rotation] step 200/600 loss 0.4172 (79s)
+[2b_twin_adamw_rotation] step 250/600 loss 0.4193 (115s)
+[2b_twin_adamw_rotation] step 300/600 loss 0.4211 (153s)
+[2b_twin_adamw_rotation] step 350/600 loss 0.4350 (190s)
+[2b_twin_adamw_rotation] step 400/600 loss 0.4373 (228s)
+[2b_twin_adamw_rotation] step 450/600 loss 0.4451 (264s)
+[2b_twin_adamw_rotation] step 500/600 loss 0.4094 (302s)
+[2b_twin_adamw_rotation] step 550/600 loss 0.4236 (339s)
+[2b_twin_adamw_rotation] step 600/600 loss 0.4164 (377s)
+[2b_twin_adamw_rotation] DONE in 377s -> runs/2b_twin_adamw_rotation
diff --git a/2b/2b_twin_adamw_rotation/meta.json b/2b/2b_twin_adamw_rotation/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..6ac25fd79213c61341052111a6fe1f7fe1f328ee
--- /dev/null
+++ b/2b/2b_twin_adamw_rotation/meta.json
@@ -0,0 +1,2236 @@
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diff --git a/2b/2b_twin_adamw_stretch/log.txt b/2b/2b_twin_adamw_stretch/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, 15403.79it/s]
+[2b_twin_adamw_stretch] step 150/600 loss 0.4379 (41s)
+[2b_twin_adamw_stretch] step 200/600 loss 0.4172 (79s)
+[2b_twin_adamw_stretch] step 250/600 loss 0.4195 (115s)
+[2b_twin_adamw_stretch] step 300/600 loss 0.4226 (153s)
+[2b_twin_adamw_stretch] step 350/600 loss 0.4344 (190s)
+[2b_twin_adamw_stretch] step 400/600 loss 0.4384 (228s)
+[2b_twin_adamw_stretch] step 450/600 loss 0.4464 (264s)
+[2b_twin_adamw_stretch] step 500/600 loss 0.4111 (302s)
+[2b_twin_adamw_stretch] step 550/600 loss 0.4252 (338s)
+[2b_twin_adamw_stretch] step 600/600 loss 0.4180 (376s)
+[2b_twin_adamw_stretch] DONE in 376s -> runs/2b_twin_adamw_stretch
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diff --git a/2b/2b_twin_sgd_identity/log.txt b/2b/2b_twin_sgd_identity/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, 16435.98it/s]
+[2b_twin_sgd_identity] step 150/600 loss 0.6277 (42s)
+[2b_twin_sgd_identity] step 200/600 loss 0.6028 (80s)
+[2b_twin_sgd_identity] step 250/600 loss 0.5933 (116s)
+[2b_twin_sgd_identity] step 300/600 loss 0.5884 (154s)
+[2b_twin_sgd_identity] step 350/600 loss 0.6011 (191s)
+[2b_twin_sgd_identity] step 400/600 loss 0.5979 (229s)
+[2b_twin_sgd_identity] step 450/600 loss 0.5949 (266s)
+[2b_twin_sgd_identity] step 500/600 loss 0.5526 (304s)
+[2b_twin_sgd_identity] step 550/600 loss 0.5570 (340s)
+[2b_twin_sgd_identity] step 600/600 loss 0.5494 (379s)
+[2b_twin_sgd_identity] DONE in 379s -> runs/2b_twin_sgd_identity
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diff --git a/2b/2b_twin_sgd_identity2/log.txt b/2b/2b_twin_sgd_identity2/log.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ee66ba8740130013cbd410223366745d482163df
--- /dev/null
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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, 15597.82it/s]
+[2b_twin_sgd_identity2] step 150/600 loss 0.6277 (42s)
+[2b_twin_sgd_identity2] step 200/600 loss 0.6028 (80s)
+[2b_twin_sgd_identity2] step 250/600 loss 0.5933 (117s)
+[2b_twin_sgd_identity2] step 300/600 loss 0.5884 (155s)
+[2b_twin_sgd_identity2] step 350/600 loss 0.6011 (192s)
+[2b_twin_sgd_identity2] step 400/600 loss 0.5979 (230s)
+[2b_twin_sgd_identity2] step 450/600 loss 0.5949 (266s)
+[2b_twin_sgd_identity2] step 500/600 loss 0.5526 (305s)
+[2b_twin_sgd_identity2] step 550/600 loss 0.5570 (341s)
+[2b_twin_sgd_identity2] step 600/600 loss 0.5494 (379s)
+[2b_twin_sgd_identity2] DONE in 379s -> runs/2b_twin_sgd_identity2
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diff --git a/2b/2b_twin_sgd_rotation/config.json b/2b/2b_twin_sgd_rotation/config.json
new file mode 100644
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diff --git a/2b/2b_twin_sgd_rotation/log.txt b/2b/2b_twin_sgd_rotation/log.txt
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index 0000000000000000000000000000000000000000..911189d62582540d5f9fd8ec033beb6ab4cbd509
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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, 16448.88it/s]
+[2b_twin_sgd_rotation] step 150/600 loss 0.6280 (41s)
+[2b_twin_sgd_rotation] step 200/600 loss 0.6027 (79s)
+[2b_twin_sgd_rotation] step 250/600 loss 0.5930 (116s)
+[2b_twin_sgd_rotation] step 300/600 loss 0.5885 (154s)
+[2b_twin_sgd_rotation] step 350/600 loss 0.6011 (191s)
+[2b_twin_sgd_rotation] step 400/600 loss 0.5979 (229s)
+[2b_twin_sgd_rotation] step 450/600 loss 0.5952 (265s)
+[2b_twin_sgd_rotation] step 500/600 loss 0.5523 (303s)
+[2b_twin_sgd_rotation] step 550/600 loss 0.5571 (340s)
+[2b_twin_sgd_rotation] step 600/600 loss 0.5497 (378s)
+[2b_twin_sgd_rotation] DONE in 378s -> runs/2b_twin_sgd_rotation
diff --git a/2b/2b_twin_sgd_rotation/meta.json b/2b/2b_twin_sgd_rotation/meta.json
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+}
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diff --git a/2b/2b_twin_sgd_rotation/metrics.npz b/2b/2b_twin_sgd_rotation/metrics.npz
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+ "model_id": "Qwen/Qwen3-0.6B-Base",
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diff --git a/2b/2b_twin_sgd_stretch/log.txt b/2b/2b_twin_sgd_stretch/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, 16360.29it/s]
+[2b_twin_sgd_stretch] step 150/600 loss 0.6323 (41s)
+[2b_twin_sgd_stretch] step 200/600 loss 0.6140 (79s)
+[2b_twin_sgd_stretch] step 250/600 loss 0.6097 (116s)
+[2b_twin_sgd_stretch] step 300/600 loss 0.6101 (154s)
+[2b_twin_sgd_stretch] step 350/600 loss 0.6270 (190s)
+[2b_twin_sgd_stretch] step 400/600 loss 0.6276 (228s)
+[2b_twin_sgd_stretch] step 450/600 loss 0.6277 (265s)
+[2b_twin_sgd_stretch] step 500/600 loss 0.5854 (303s)
+[2b_twin_sgd_stretch] step 550/600 loss 0.5923 (340s)
+[2b_twin_sgd_stretch] step 600/600 loss 0.5868 (378s)
+[2b_twin_sgd_stretch] DONE in 378s -> runs/2b_twin_sgd_stretch
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+
+Loading weights:   0%|          | 0/310 [00:00<?, ?it/s]
+Loading weights:   6%|▋         | 20/310 [00:00<00:01, 180.23it/s]
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+[2bx_seed18_yardstick] step 200/600 loss 0.4166 (160s)
+[2bx_seed18_yardstick] step 250/600 loss 0.4185 (197s)
+[2bx_seed18_yardstick] step 300/600 loss 0.4211 (234s)
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+[2bx_seed18_yardstick] step 600/600 loss 0.4161 (455s)
+[2bx_seed18_yardstick] DONE in 455s -> runs/2bx_seed18_yardstick
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diff --git a/2bx/2bx_sgd32_identity/log.txt b/2bx/2bx_sgd32_identity/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:  51%|█████     | 157/310 [00:00<00:00, 1559.60it/s]
+Loading weights: 100%|██████████| 310/310 [00:00<00:00, 1599.69it/s]
+[2bx_sgd32_identity] step 150/600 loss 0.6168 (83s)
+[2bx_sgd32_identity] step 200/600 loss 0.5926 (160s)
+[2bx_sgd32_identity] step 250/600 loss 0.5838 (237s)
+[2bx_sgd32_identity] step 300/600 loss 0.5799 (314s)
+[2bx_sgd32_identity] step 350/600 loss 0.5932 (392s)
+[2bx_sgd32_identity] step 400/600 loss 0.5907 (468s)
+[2bx_sgd32_identity] step 450/600 loss 0.5880 (545s)
+[2bx_sgd32_identity] step 500/600 loss 0.5465 (623s)
+[2bx_sgd32_identity] step 550/600 loss 0.5516 (700s)
+[2bx_sgd32_identity] step 600/600 loss 0.5445 (777s)
+[2bx_sgd32_identity] DONE in 777s -> runs/2bx_sgd32_identity
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diff --git a/2bx/2bx_sgd32_identity/metrics.npz b/2bx/2bx_sgd32_identity/metrics.npz
new file mode 100644
index 0000000000000000000000000000000000000000..69308ec8f0cf6903c10ba64b4ff1ff07b6d718c2
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+++ b/2bx/2bx_sgd32_identity/metrics.npz
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diff --git a/2bx/2bx_sgd32_identity/trajectory.dat.zst b/2bx/2bx_sgd32_identity/trajectory.dat.zst
new file mode 100644
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diff --git a/2bx/2bx_sgd32_rotation/config.json b/2bx/2bx_sgd32_rotation/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5910c19d73ea8139da95dada948099b37f868e62
--- /dev/null
+++ b/2bx/2bx_sgd32_rotation/config.json
@@ -0,0 +1,39 @@
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diff --git a/2bx/2bx_sgd32_rotation/log.txt b/2bx/2bx_sgd32_rotation/log.txt
new file mode 100644
index 0000000000000000000000000000000000000000..4557772781b4bf0dfb70cd83c615597a4abcd68d
--- /dev/null
+++ b/2bx/2bx_sgd32_rotation/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:  40%|████      | 124/310 [00:00<00:00, 1222.71it/s]
+Loading weights:  95%|█████████▌| 295/310 [00:00<00:00, 1507.49it/s]
+Loading weights: 100%|██████████| 310/310 [00:00<00:00, 1495.38it/s]
+[2bx_sgd32_rotation] step 150/600 loss 0.6168 (83s)
+[2bx_sgd32_rotation] step 200/600 loss 0.5926 (159s)
+[2bx_sgd32_rotation] step 250/600 loss 0.5838 (236s)
+[2bx_sgd32_rotation] step 300/600 loss 0.5799 (313s)
+[2bx_sgd32_rotation] step 350/600 loss 0.5932 (391s)
+[2bx_sgd32_rotation] step 400/600 loss 0.5907 (468s)
+[2bx_sgd32_rotation] step 450/600 loss 0.5880 (546s)
+[2bx_sgd32_rotation] step 500/600 loss 0.5465 (623s)
+[2bx_sgd32_rotation] step 550/600 loss 0.5516 (700s)
+[2bx_sgd32_rotation] step 600/600 loss 0.5445 (777s)
+[2bx_sgd32_rotation] DONE in 777s -> runs/2bx_sgd32_rotation
diff --git a/2bx/2bx_sgd32_rotation/meta.json b/2bx/2bx_sgd32_rotation/meta.json
new file mode 100644
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+  "base_model.model.model.layers.7.self_attn.o_proj",
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+  "base_model.model.model.layers.9.self_attn.o_proj",
+  "base_model.model.model.layers.9.self_attn.q_proj",
+  "base_model.model.model.layers.9.self_attn.v_proj"
+ ],
+ "scale": 2.0,
+ "start_step": 100,
+ "torch": "2.7.1+cu128",
+ "device": "cuda",
+ "base_dtype": "torch.float32"
+}
\ No newline at end of file
diff --git a/2bx/2bx_sgd32_rotation/metrics.npz b/2bx/2bx_sgd32_rotation/metrics.npz
new file mode 100644
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+version https://git-lfs.github.com/spec/v1
+oid sha256:35ee339cb8a0255ed84e527dbb8bb9521485ae5ff6a7771abb8babb24d86af9c
+size 693025
diff --git a/2bx/2bx_sgd32_rotation/trajectory.dat.zst b/2bx/2bx_sgd32_rotation/trajectory.dat.zst
new file mode 100644
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--- /dev/null
+++ b/2bx/2bx_sgd32_rotation/trajectory.dat.zst
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+version https://git-lfs.github.com/spec/v1
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diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..87aed4421fded7c5ade06df1499b490b265f05e2
--- /dev/null
+++ b/README.md
@@ -0,0 +1,32 @@
+# AdapterCast LoRA Trajectory Corpus
+
+Dense LoRA fine-tuning trajectories (adapter weight snapshots + gauge-invariant
+spectral features) for research on fine-tuning dynamics and trajectory forecasting.
+Companion dataset to the AdapterCast paper (theory: GL(r) gauge structure of LoRA;
+measurements: balancedness decay law, Adam pump, regime map; machine: the
+NeuralGraphLoRA forecaster).
+
+## Layout (per run)
+- `trajectory.dat.zst` — zstd fp16 memmap, shape (n_states, n_params), flat
+  `named_parameters()` order (NiNo SGDDataset-compatible); factor layout in
+  `meta.json` (param_specs). Snapshot cadence: see `config.json` (`snapshot_every`).
+- `metrics.npz` — per-snapshot σ spectra (T, modules, r), balancedness ‖BᵀB−AAᵀ‖_F,
+  power sums, train/eval loss, probe log-probs; `meta_json` echoes pinned HF dataset
+  revisions + library versions for exact reproduction.
+- `config.json` / `meta.json` — full run config; snapshot bookkeeping.
+
+## Families
+`c1_*` E1 meta-training corpus (Qwen3-0.6B-Base, r∈{4,8,16}, 12 tasks + 9 canonical
+mixtures, 600 steps) · `e2_*` optimizer/long-horizon dynamics arms · `t1/2a/2b/2bx_*`
+the E0 measurement program (incl. 1.7B/4B scale rows and gauge-twin experiments).
+
+## Held-out protocol
+`manifest.json` echoes the frozen train/held-out splits (tasks, ranks {32,64},
+scale) — pre-registered BEFORE meta-training (git tags `e1-freeze`, `e2-freeze`).
+
+## Reproduction
+Code: the `adaptercast` repository (deterministic pipeline — replicate runs are
+bit-identical on one host; dataset revisions pinned in each run's provenance).
+
+License: Apache-2.0. Base model: Qwen3-0.6B/1.7B/4B-Base (Apache-2.0). Source
+datasets retain their upstream licenses (see provenance).
diff --git a/manifest.json b/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..f5f2a4c665a60ccfde0cab15f3027a36cded8404
--- /dev/null
+++ b/manifest.json
@@ -0,0 +1,7564 @@
+{
+ "schema_version": 1,
+ "created_utc": "2026-07-11T04:49:27+00:00",
+ "git_sha": "5125825de6458230a449d0829bd21b337db8649a",
+ "composition": {
+  "2a": 10,
+  "2b": 11,
+  "2bx": 3,
+  "c1": 117,
+  "e2": 8,
+  "smoke": 6,
+  "t1": 16
+ },
+ "n_runs": 171,
+ "n_with_trajectory": 91,
+ "e1_splits_sha256": "bc9e8550f0de1b8a5294dd0963b96fdde0695480ab389df50b202deeedef71b6",
+ "runs": [
+  {
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+   "task": "gsm8k",
+   "lora_r": 8,
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+   "seed": 17,
+   "data_seed": 17,
+   "max_steps": 800,
+   "optimizer": "adamw",
+   "weight_decay": 0.0,
+   "model_id": "Qwen/Qwen3-0.6B-Base",
+   "has_trajectory": true,
+   "provenance": null,
+   "files": [
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+     "bytes": 338950937,
+     "sha256": "1c63a028c208019c183967b73bbe241614a80b151a56233ed48cb279f0b0f361",
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+     "sha256": "7d11388022502fbde029b5a4c863fc4df6feb8c1f99ce75c5cb18e6bcb005763",
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\ No newline at end of file