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Datasets:
Pixedar
/
jspace-ring

Tags:
interpretability
jacobian-lens
j-space
self-model
qwen3
License:
Dataset card Files
xet
 Community
Pixedar commited on
Commit
19b2d66
·
verified ·
1 Parent(s): 1af1dc6

ring: all

Browse files
Files changed (5) hide show
  1. DONE2.json +1 -0
  2. qwen3-1.7b/log.txt +60 -0
  3. qwen3-14b/log.txt +120 -0
  4. qwen3-4b/log.txt +60 -0
  5. qwen3-8b/log.txt +60 -0
DONE2.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"errors": [], "upload_failed": [], "finished": 1791577481.0059917}
qwen3-1.7b/log.txt CHANGED
@@ -28,3 +28,63 @@
28
  19:35:10 step 550/600 (0.09 s/step) | free pred 0.93 step 0.94 | content pred 0.94 step 0.96 | vel pred 0.92 step 0.94 | ring_pred pred 0.95 step 0.96 | yoked_pred pred 0.94 step 0.95 | ring_err pred 0.91 step 0.93 | yoked_err pred 0.91 step 0.93 | shuf_err pred 0.91 step 0.93 | rand_err pred 0.93 step 0.93 | frozen_err pred 0.83 step 0.93
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  19:35:15 step 600/600 (0.09 s/step) | free pred 0.94 step 0.93 | content pred 0.95 step 0.97 | vel pred 0.92 step 0.94 | ring_pred pred 0.95 step 0.96 | yoked_pred pred 0.95 step 0.96 | ring_err pred 0.91 step 0.90 | yoked_err pred 0.92 step 0.91 | shuf_err pred 0.93 step 0.92 | rand_err pred 0.94 step 0.93 | frozen_err pred 0.78 step 0.92
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  19:35:19 saved /workspace/runs/ring/qwen3-1.7b/main/s0_24 in 59 s
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
28
  19:35:10 step 550/600 (0.09 s/step) | free pred 0.93 step 0.94 | content pred 0.94 step 0.96 | vel pred 0.92 step 0.94 | ring_pred pred 0.95 step 0.96 | yoked_pred pred 0.94 step 0.95 | ring_err pred 0.91 step 0.93 | yoked_err pred 0.91 step 0.93 | shuf_err pred 0.91 step 0.93 | rand_err pred 0.93 step 0.93 | frozen_err pred 0.83 step 0.93
29
  19:35:15 step 600/600 (0.09 s/step) | free pred 0.94 step 0.93 | content pred 0.95 step 0.97 | vel pred 0.92 step 0.94 | ring_pred pred 0.95 step 0.96 | yoked_pred pred 0.95 step 0.96 | ring_err pred 0.91 step 0.90 | yoked_err pred 0.92 step 0.91 | shuf_err pred 0.93 step 0.92 | rand_err pred 0.94 step 0.93 | frozen_err pred 0.78 step 0.92
30
  19:35:19 saved /workspace/runs/ring/qwen3-1.7b/main/s0_24 in 59 s
31
+ 20:01:04 Qwen/Qwen3-1.7B: d 2048, 28 layers, inject at 14, read at 20 | 26155 atoms | 160 minds | cuda
32
+ 20:01:06 calibrated in 2 s: residual norm at injection 165.1 | typical content 19.50
33
+ 20:01:10 step 50/600 (0.10 s/step) | free pred 0.76 step 0.78 | content pred 0.78 step 0.80 | vel pred 0.78 step 0.79 | ring_pred pred 0.78 step 0.78 | yoked_pred pred 0.77 step 0.79 | ring_err pred 0.76 step 0.77 | yoked_err pred 0.75 step 0.78 | shuf_err pred 0.76 step 0.78 | rand_err pred 0.76 step 0.77 | frozen_err pred 0.76 step 0.78
34
+ 20:01:13 step 100/600 (0.09 s/step) | free pred 0.82 step 0.80 | content pred 0.83 step 0.80 | vel pred 0.83 step 0.80 | ring_pred pred 0.83 step 0.80 | yoked_pred pred 0.83 step 0.80 | ring_err pred 0.83 step 0.80 | yoked_err pred 0.82 step 0.79 | shuf_err pred 0.82 step 0.79 | rand_err pred 0.82 step 0.79 | frozen_err pred 0.83 step 0.80
35
+ 20:01:17 step 150/600 (0.08 s/step) | free pred 0.84 step 0.77 | content pred 0.85 step 0.79 | vel pred 0.84 step 0.78 | ring_pred pred 0.85 step 0.78 | yoked_pred pred 0.85 step 0.78 | ring_err pred 0.83 step 0.75 | yoked_err pred 0.83 step 0.76 | shuf_err pred 0.84 step 0.76 | rand_err pred 0.84 step 0.76 | frozen_err pred 0.83 step 0.76
36
+ 20:01:20 step 200/600 (0.08 s/step) | free pred 0.88 step 0.83 | content pred 0.89 step 0.85 | vel pred 0.88 step 0.83 | ring_pred pred 0.89 step 0.84 | yoked_pred pred 0.90 step 0.85 | ring_err pred 0.86 step 0.81 | yoked_err pred 0.86 step 0.81 | shuf_err pred 0.88 step 0.82 | rand_err pred 0.88 step 0.83 | frozen_err pred 0.87 step 0.81
37
+ 20:01:24 step 250/600 (0.08 s/step) | free pred 0.85 step 0.83 | content pred 0.86 step 0.84 | vel pred 0.84 step 0.83 | ring_pred pred 0.86 step 0.83 | yoked_pred pred 0.86 step 0.84 | ring_err pred 0.84 step 0.81 | yoked_err pred 0.83 step 0.81 | shuf_err pred 0.84 step 0.82 | rand_err pred 0.85 step 0.83 | frozen_err pred 0.83 step 0.81
38
+ 20:01:27 step 300/600 (0.08 s/step) | free pred 0.88 step 0.85 | content pred 0.89 step 0.88 | vel pred 0.88 step 0.86 | ring_pred pred 0.89 step 0.86 | yoked_pred pred 0.88 step 0.86 | ring_err pred 0.87 step 0.84 | yoked_err pred 0.86 step 0.84 | shuf_err pred 0.87 step 0.85 | rand_err pred 0.89 step 0.85 | frozen_err pred 0.87 step 0.85
39
+ 20:01:31 step 350/600 (0.08 s/step) | free pred 0.91 step 0.89 | content pred 0.91 step 0.90 | vel pred 0.91 step 0.90 | ring_pred pred 0.92 step 0.90 | yoked_pred pred 0.91 step 0.90 | ring_err pred 0.91 step 0.88 | yoked_err pred 0.91 step 0.88 | shuf_err pred 0.91 step 0.89 | rand_err pred 0.92 step 0.90 | frozen_err pred 0.88 step 0.89
40
+ 20:01:34 step 400/600 (0.08 s/step) | free pred 0.89 step 0.90 | content pred 0.90 step 0.91 | vel pred 0.89 step 0.91 | ring_pred pred 0.90 step 0.90 | yoked_pred pred 0.90 step 0.90 | ring_err pred 0.89 step 0.90 | yoked_err pred 0.89 step 0.89 | shuf_err pred 0.89 step 0.89 | rand_err pred 0.90 step 0.90 | frozen_err pred 0.88 step 0.91
41
+ 20:01:38 step 450/600 (0.08 s/step) | free pred 0.92 step 0.89 | content pred 0.93 step 0.92 | vel pred 0.92 step 0.90 | ring_pred pred 0.92 step 0.91 | yoked_pred pred 0.92 step 0.91 | ring_err pred 0.91 step 0.88 | yoked_err pred 0.91 step 0.88 | shuf_err pred 0.91 step 0.88 | rand_err pred 0.92 step 0.89 | frozen_err pred 0.86 step 0.89
42
+ 20:01:42 step 500/600 (0.08 s/step) | free pred 0.93 step 0.91 | content pred 0.94 step 0.92 | vel pred 0.93 step 0.92 | ring_pred pred 0.94 step 0.92 | yoked_pred pred 0.94 step 0.92 | ring_err pred 0.92 step 0.90 | yoked_err pred 0.92 step 0.91 | shuf_err pred 0.93 step 0.91 | rand_err pred 0.93 step 0.92 | frozen_err pred 0.86 step 0.91
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+ 20:01:46 step 550/600 (0.08 s/step) | free pred 0.91 step 0.90 | content pred 0.91 step 0.91 | vel pred 0.90 step 0.91 | ring_pred pred 0.91 step 0.90 | yoked_pred pred 0.90 step 0.89 | ring_err pred 0.89 step 0.89 | yoked_err pred 0.89 step 0.88 | shuf_err pred 0.90 step 0.89 | rand_err pred 0.90 step 0.89 | frozen_err pred 0.83 step 0.89
44
+ 20:01:50 step 600/600 (0.08 s/step) | free pred 0.93 step 0.90 | content pred 0.93 step 0.92 | vel pred 0.93 step 0.91 | ring_pred pred 0.94 step 0.90 | yoked_pred pred 0.94 step 0.91 | ring_err pred 0.92 step 0.90 | yoked_err pred 0.92 step 0.89 | shuf_err pred 0.92 step 0.89 | rand_err pred 0.93 step 0.89 | frozen_err pred 0.80 step 0.89
45
+ 20:01:53 saved /workspace/runs/ring/qwen3-1.7b/gains/g0.0125/s0_16 in 48 s
46
+ 20:02:00 Qwen/Qwen3-1.7B: d 2048, 28 layers, inject at 14, read at 20 | 26155 atoms | 160 minds | cuda
47
+ 20:02:02 calibrated in 2 s: residual norm at injection 165.1 | typical content 19.50
48
+ 20:02:06 step 50/600 (0.10 s/step) | free pred 0.78 step 0.81 | content pred 0.80 step 0.82 | vel pred 0.78 step 0.81 | ring_pred pred 0.79 step 0.82 | yoked_pred pred 0.78 step 0.80 | ring_err pred 0.77 step 0.81 | yoked_err pred 0.75 step 0.80 | shuf_err pred 0.77 step 0.79 | rand_err pred 0.79 step 0.81 | frozen_err pred 0.76 step 0.79
49
+ 20:02:09 step 100/600 (0.09 s/step) | free pred 0.84 step 0.81 | content pred 0.85 step 0.83 | vel pred 0.84 step 0.81 | ring_pred pred 0.85 step 0.83 | yoked_pred pred 0.85 step 0.83 | ring_err pred 0.82 step 0.79 | yoked_err pred 0.82 step 0.80 | shuf_err pred 0.83 step 0.81 | rand_err pred 0.83 step 0.80 | frozen_err pred 0.82 step 0.79
50
+ 20:02:12 step 150/600 (0.08 s/step) | free pred 0.85 step 0.79 | content pred 0.86 step 0.82 | vel pred 0.85 step 0.81 | ring_pred pred 0.86 step 0.80 | yoked_pred pred 0.86 step 0.81 | ring_err pred 0.84 step 0.77 | yoked_err pred 0.84 step 0.77 | shuf_err pred 0.84 step 0.78 | rand_err pred 0.84 step 0.78 | frozen_err pred 0.84 step 0.77
51
+ 20:02:16 step 200/600 (0.08 s/step) | free pred 0.90 step 0.86 | content pred 0.92 step 0.89 | vel pred 0.89 step 0.85 | ring_pred pred 0.92 step 0.88 | yoked_pred pred 0.92 step 0.88 | ring_err pred 0.87 step 0.82 | yoked_err pred 0.87 step 0.82 | shuf_err pred 0.88 step 0.85 | rand_err pred 0.90 step 0.86 | frozen_err pred 0.86 step 0.82
52
+ 20:02:19 step 250/600 (0.08 s/step) | free pred 0.87 step 0.85 | content pred 0.89 step 0.89 | vel pred 0.85 step 0.84 | ring_pred pred 0.88 step 0.88 | yoked_pred pred 0.88 step 0.88 | ring_err pred 0.83 step 0.83 | yoked_err pred 0.84 step 0.83 | shuf_err pred 0.85 step 0.83 | rand_err pred 0.87 step 0.85 | frozen_err pred 0.84 step 0.83
53
+ 20:02:23 step 300/600 (0.08 s/step) | free pred 0.89 step 0.88 | content pred 0.91 step 0.92 | vel pred 0.87 step 0.87 | ring_pred pred 0.91 step 0.90 | yoked_pred pred 0.91 step 0.90 | ring_err pred 0.87 step 0.86 | yoked_err pred 0.87 step 0.85 | shuf_err pred 0.87 step 0.86 | rand_err pred 0.89 step 0.87 | frozen_err pred 0.87 step 0.86
54
+ 20:02:27 step 350/600 (0.08 s/step) | free pred 0.91 step 0.90 | content pred 0.93 step 0.94 | vel pred 0.91 step 0.91 | ring_pred pred 0.92 step 0.91 | yoked_pred pred 0.92 step 0.92 | ring_err pred 0.90 step 0.89 | yoked_err pred 0.91 step 0.90 | shuf_err pred 0.91 step 0.90 | rand_err pred 0.91 step 0.90 | frozen_err pred 0.87 step 0.91
55
+ 20:02:30 step 400/600 (0.07 s/step) | free pred 0.90 step 0.91 | content pred 0.92 step 0.93 | vel pred 0.90 step 0.93 | ring_pred pred 0.92 step 0.92 | yoked_pred pred 0.92 step 0.92 | ring_err pred 0.89 step 0.91 | yoked_err pred 0.89 step 0.91 | shuf_err pred 0.89 step 0.90 | rand_err pred 0.90 step 0.91 | frozen_err pred 0.87 step 0.91
56
+ 20:02:34 step 450/600 (0.07 s/step) | free pred 0.92 step 0.91 | content pred 0.94 step 0.94 | vel pred 0.92 step 0.93 | ring_pred pred 0.94 step 0.93 | yoked_pred pred 0.94 step 0.93 | ring_err pred 0.91 step 0.90 | yoked_err pred 0.92 step 0.90 | shuf_err pred 0.92 step 0.89 | rand_err pred 0.93 step 0.91 | frozen_err pred 0.86 step 0.89
57
+ 20:02:38 step 500/600 (0.07 s/step) | free pred 0.94 step 0.93 | content pred 0.95 step 0.96 | vel pred 0.93 step 0.95 | ring_pred pred 0.95 step 0.94 | yoked_pred pred 0.95 step 0.95 | ring_err pred 0.93 step 0.92 | yoked_err pred 0.93 step 0.91 | shuf_err pred 0.93 step 0.93 | rand_err pred 0.94 step 0.93 | frozen_err pred 0.85 step 0.93
58
+ 20:02:42 step 550/600 (0.08 s/step) | free pred 0.91 step 0.91 | content pred 0.92 step 0.93 | vel pred 0.91 step 0.92 | ring_pred pred 0.92 step 0.92 | yoked_pred pred 0.91 step 0.92 | ring_err pred 0.90 step 0.91 | yoked_err pred 0.90 step 0.90 | shuf_err pred 0.90 step 0.91 | rand_err pred 0.91 step 0.91 | frozen_err pred 0.83 step 0.90
59
+ 20:02:46 step 600/600 (0.08 s/step) | free pred 0.93 step 0.91 | content pred 0.94 step 0.94 | vel pred 0.94 step 0.93 | ring_pred pred 0.95 step 0.94 | yoked_pred pred 0.95 step 0.93 | ring_err pred 0.92 step 0.90 | yoked_err pred 0.92 step 0.89 | shuf_err pred 0.93 step 0.90 | rand_err pred 0.93 step 0.91 | frozen_err pred 0.80 step 0.91
60
+ 20:02:49 saved /workspace/runs/ring/qwen3-1.7b/gains/g0.025/s0_16 in 48 s
61
+ 20:02:57 Qwen/Qwen3-1.7B: d 2048, 28 layers, inject at 14, read at 20 | 26155 atoms | 160 minds | cuda
62
+ 20:02:58 calibrated in 2 s: residual norm at injection 165.1 | typical content 19.50
63
+ 20:03:02 step 50/600 (0.10 s/step) | free pred 0.84 step 0.85 | content pred 0.90 step 0.90 | vel pred 0.84 step 0.84 | ring_pred pred 0.90 step 0.91 | yoked_pred pred 0.88 step 0.89 | ring_err pred 0.80 step 0.84 | yoked_err pred 0.78 step 0.83 | shuf_err pred 0.81 step 0.82 | rand_err pred 0.82 step 0.84 | frozen_err pred 0.80 step 0.84
64
+ 20:03:05 step 100/600 (0.09 s/step) | free pred 0.89 step 0.88 | content pred 0.93 step 0.94 | vel pred 0.87 step 0.86 | ring_pred pred 0.93 step 0.94 | yoked_pred pred 0.92 step 0.93 | ring_err pred 0.83 step 0.85 | yoked_err pred 0.83 step 0.84 | shuf_err pred 0.86 step 0.86 | rand_err pred 0.88 step 0.88 | frozen_err pred 0.83 step 0.85
65
+ 20:03:09 step 150/600 (0.08 s/step) | free pred 0.89 step 0.89 | content pred 0.94 step 0.94 | vel pred 0.90 step 0.89 | ring_pred pred 0.95 step 0.94 | yoked_pred pred 0.94 step 0.93 | ring_err pred 0.84 step 0.85 | yoked_err pred 0.85 step 0.84 | shuf_err pred 0.86 step 0.85 | rand_err pred 0.89 step 0.88 | frozen_err pred 0.85 step 0.86
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+ 20:03:13 step 200/600 (0.08 s/step) | free pred 0.96 step 0.96 | content pred 0.98 step 0.98 | vel pred 0.94 step 0.92 | ring_pred pred 0.98 step 0.98 | yoked_pred pred 0.98 step 0.97 | ring_err pred 0.89 step 0.91 | yoked_err pred 0.89 step 0.90 | shuf_err pred 0.92 step 0.91 | rand_err pred 0.96 step 0.95 | frozen_err pred 0.89 step 0.91
67
+ 20:03:16 step 250/600 (0.08 s/step) | free pred 0.94 step 0.93 | content pred 0.96 step 0.96 | vel pred 0.92 step 0.92 | ring_pred pred 0.96 step 0.95 | yoked_pred pred 0.96 step 0.94 | ring_err pred 0.85 step 0.89 | yoked_err pred 0.85 step 0.88 | shuf_err pred 0.87 step 0.88 | rand_err pred 0.93 step 0.93 | frozen_err pred 0.86 step 0.90
68
+ 20:03:20 step 300/600 (0.08 s/step) | free pred 0.97 step 0.98 | content pred 0.98 step 0.99 | vel pred 0.93 step 0.95 | ring_pred pred 0.98 step 0.98 | yoked_pred pred 0.98 step 0.98 | ring_err pred 0.89 step 0.93 | yoked_err pred 0.90 step 0.92 | shuf_err pred 0.90 step 0.92 | rand_err pred 0.96 step 0.96 | frozen_err pred 0.89 step 0.93
69
+ 20:03:23 step 350/600 (0.08 s/step) | free pred 0.95 step 0.97 | content pred 0.98 step 0.99 | vel pred 0.92 step 0.95 | ring_pred pred 0.98 step 0.98 | yoked_pred pred 0.98 step 0.98 | ring_err pred 0.90 step 0.95 | yoked_err pred 0.91 step 0.95 | shuf_err pred 0.90 step 0.93 | rand_err pred 0.94 step 0.96 | frozen_err pred 0.84 step 0.96
70
+ 20:03:27 step 400/600 (0.08 s/step) | free pred 0.96 step 0.98 | content pred 0.98 step 0.99 | vel pred 0.94 step 0.97 | ring_pred pred 0.98 step 0.99 | yoked_pred pred 0.98 step 0.98 | ring_err pred 0.90 step 0.95 | yoked_err pred 0.90 step 0.95 | shuf_err pred 0.91 step 0.95 | rand_err pred 0.96 step 0.97 | frozen_err pred 0.86 step 0.96
71
+ 20:03:31 step 450/600 (0.08 s/step) | free pred 0.97 step 0.98 | content pred 0.99 step 0.99 | vel pred 0.95 step 0.97 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 0.98 step 0.99 | ring_err pred 0.91 step 0.96 | yoked_err pred 0.93 step 0.95 | shuf_err pred 0.93 step 0.95 | rand_err pred 0.97 step 0.97 | frozen_err pred 0.85 step 0.97
72
+ 20:03:35 step 500/600 (0.08 s/step) | free pred 0.96 step 0.97 | content pred 0.98 step 0.99 | vel pred 0.94 step 0.96 | ring_pred pred 0.98 step 0.98 | yoked_pred pred 0.97 step 0.98 | ring_err pred 0.93 step 0.97 | yoked_err pred 0.93 step 0.96 | shuf_err pred 0.93 step 0.95 | rand_err pred 0.96 step 0.96 | frozen_err pred 0.84 step 0.98
73
+ 20:03:39 step 550/600 (0.08 s/step) | free pred 0.94 step 0.96 | content pred 0.98 step 0.99 | vel pred 0.93 step 0.95 | ring_pred pred 0.98 step 0.99 | yoked_pred pred 0.97 step 0.98 | ring_err pred 0.91 step 0.95 | yoked_err pred 0.90 step 0.95 | shuf_err pred 0.92 step 0.96 | rand_err pred 0.93 step 0.95 | frozen_err pred 0.82 step 0.97
74
+ 20:03:43 step 600/600 (0.08 s/step) | free pred 0.95 step 0.97 | content pred 0.98 step 0.99 | vel pred 0.93 step 0.97 | ring_pred pred 0.98 step 0.99 | yoked_pred pred 0.98 step 0.98 | ring_err pred 0.91 step 0.96 | yoked_err pred 0.91 step 0.96 | shuf_err pred 0.92 step 0.94 | rand_err pred 0.95 step 0.96 | frozen_err pred 0.77 step 0.97
75
+ 20:03:46 saved /workspace/runs/ring/qwen3-1.7b/gains/g0.1/s0_16 in 49 s
76
+ 20:03:53 Qwen/Qwen3-1.7B: d 2048, 28 layers, inject at 14, read at 20 | 26155 atoms | 160 minds | cuda
77
+ 20:03:55 calibrated in 2 s: residual norm at injection 165.1 | typical content 19.50
78
+ 20:03:59 step 50/600 (0.11 s/step) | free pred 0.93 step 0.93 | content pred 0.97 step 0.97 | vel pred 0.90 step 0.90 | ring_pred pred 0.97 step 0.98 | yoked_pred pred 0.96 step 0.97 | ring_err pred 0.84 step 0.87 | yoked_err pred 0.84 step 0.85 | shuf_err pred 0.86 step 0.87 | rand_err pred 0.91 step 0.91 | frozen_err pred 0.84 step 0.88
79
+ 20:04:02 step 100/600 (0.09 s/step) | free pred 0.95 step 0.96 | content pred 0.98 step 0.99 | vel pred 0.91 step 0.93 | ring_pred pred 0.98 step 0.98 | yoked_pred pred 0.97 step 0.97 | ring_err pred 0.85 step 0.91 | yoked_err pred 0.84 step 0.89 | shuf_err pred 0.88 step 0.90 | rand_err pred 0.93 step 0.94 | frozen_err pred 0.84 step 0.89
80
+ 20:04:06 step 150/600 (0.08 s/step) | free pred 0.96 step 0.96 | content pred 0.99 step 0.99 | vel pred 0.91 step 0.92 | ring_pred pred 0.98 step 0.98 | yoked_pred pred 0.98 step 0.98 | ring_err pred 0.85 step 0.90 | yoked_err pred 0.85 step 0.90 | shuf_err pred 0.89 step 0.90 | rand_err pred 0.95 step 0.94 | frozen_err pred 0.86 step 0.92
81
+ 20:04:09 step 200/600 (0.08 s/step) | free pred 0.98 step 0.98 | content pred 0.99 step 0.99 | vel pred 0.94 step 0.95 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 0.99 step 0.98 | ring_err pred 0.89 step 0.94 | yoked_err pred 0.89 step 0.94 | shuf_err pred 0.93 step 0.94 | rand_err pred 0.97 step 0.97 | frozen_err pred 0.88 step 0.92
82
+ 20:04:13 step 250/600 (0.08 s/step) | free pred 0.97 step 0.97 | content pred 0.99 step 0.99 | vel pred 0.92 step 0.92 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 0.99 step 0.99 | ring_err pred 0.85 step 0.92 | yoked_err pred 0.87 step 0.92 | shuf_err pred 0.88 step 0.91 | rand_err pred 0.95 step 0.96 | frozen_err pred 0.84 step 0.91
83
+ 20:04:17 step 300/600 (0.08 s/step) | free pred 0.98 step 0.99 | content pred 1.00 step 1.00 | vel pred 0.93 step 0.96 | ring_pred pred 0.99 step 1.00 | yoked_pred pred 0.99 step 0.99 | ring_err pred 0.89 step 0.96 | yoked_err pred 0.88 step 0.96 | shuf_err pred 0.90 step 0.94 | rand_err pred 0.97 step 0.98 | frozen_err pred 0.88 step 0.96
84
+ 20:04:20 step 350/600 (0.08 s/step) | free pred 0.99 step 0.99 | content pred 1.00 step 1.00 | vel pred 0.93 step 0.95 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.90 step 0.97 | yoked_err pred 0.90 step 0.97 | shuf_err pred 0.91 step 0.94 | rand_err pred 0.97 step 0.97 | frozen_err pred 0.83 step 0.99
85
+ 20:04:24 step 400/600 (0.08 s/step) | free pred 0.99 step 0.99 | content pred 1.00 step 1.00 | vel pred 0.94 step 0.96 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.90 step 0.97 | yoked_err pred 0.91 step 0.97 | shuf_err pred 0.91 step 0.94 | rand_err pred 0.98 step 0.98 | frozen_err pred 0.81 step 0.99
86
+ 20:04:27 step 450/600 (0.08 s/step) | free pred 0.99 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.94 step 0.96 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.92 step 0.98 | yoked_err pred 0.93 step 0.97 | shuf_err pred 0.92 step 0.94 | rand_err pred 0.98 step 0.98 | frozen_err pred 0.81 step 0.99
87
+ 20:04:31 step 500/600 (0.08 s/step) | free pred 0.98 step 0.99 | content pred 1.00 step 1.00 | vel pred 0.92 step 0.95 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.90 step 0.98 | yoked_err pred 0.92 step 0.98 | shuf_err pred 0.92 step 0.97 | rand_err pred 0.96 step 0.98 | frozen_err pred 0.78 step 0.99
88
+ 20:04:35 step 550/600 (0.08 s/step) | free pred 0.98 step 0.99 | content pred 1.00 step 1.00 | vel pred 0.92 step 0.96 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.89 step 0.96 | yoked_err pred 0.92 step 0.97 | shuf_err pred 0.89 step 0.95 | rand_err pred 0.96 step 0.97 | frozen_err pred 0.78 step 0.99
89
+ 20:04:39 step 600/600 (0.08 s/step) | free pred 0.99 step 0.99 | content pred 1.00 step 1.00 | vel pred 0.92 step 0.96 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.93 step 0.98 | yoked_err pred 0.93 step 0.98 | shuf_err pred 0.90 step 0.95 | rand_err pred 0.97 step 0.98 | frozen_err pred 0.79 step 0.99
90
+ 20:04:42 saved /workspace/runs/ring/qwen3-1.7b/gains/g0.2/s0_16 in 49 s
qwen3-14b/log.txt CHANGED
@@ -58,3 +58,123 @@
58
  19:30:10 step 550/600 (0.10 s/step) | free pred 0.95 step 0.97 | content pred 0.97 step 0.99 | vel pred 0.94 step 0.97 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 0.98 step 0.99 | ring_err pred 0.89 step 0.94 | yoked_err pred 0.91 step 0.95 | shuf_err pred 0.91 step 0.94 | rand_err pred 0.96 step 0.97 | frozen_err pred 0.78 step 0.97
59
  19:30:15 step 600/600 (0.10 s/step) | free pred 0.96 step 0.98 | content pred 0.99 step 1.00 | vel pred 0.94 step 0.97 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 0.99 step 0.99 | ring_err pred 0.88 step 0.94 | yoked_err pred 0.91 step 0.95 | shuf_err pred 0.92 step 0.95 | rand_err pred 0.96 step 0.97 | frozen_err pred 0.76 step 0.96
60
  19:30:18 saved /workspace/runs/ring/qwen3-14b/main/s16_8 in 62 s
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
58
  19:30:10 step 550/600 (0.10 s/step) | free pred 0.95 step 0.97 | content pred 0.97 step 0.99 | vel pred 0.94 step 0.97 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 0.98 step 0.99 | ring_err pred 0.89 step 0.94 | yoked_err pred 0.91 step 0.95 | shuf_err pred 0.91 step 0.94 | rand_err pred 0.96 step 0.97 | frozen_err pred 0.78 step 0.97
59
  19:30:15 step 600/600 (0.10 s/step) | free pred 0.96 step 0.98 | content pred 0.99 step 1.00 | vel pred 0.94 step 0.97 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 0.99 step 0.99 | ring_err pred 0.88 step 0.94 | yoked_err pred 0.91 step 0.95 | shuf_err pred 0.92 step 0.95 | rand_err pred 0.96 step 0.97 | frozen_err pred 0.76 step 0.96
60
  19:30:18 saved /workspace/runs/ring/qwen3-14b/main/s16_8 in 62 s
61
+ 20:08:51 Qwen/Qwen3-14B: d 5120, 40 layers, inject at 20, read at 28 | 26184 atoms | 80 minds | cuda
62
+ 20:08:53 calibrated in 2 s: residual norm at injection 137.5 | typical content 8.79
63
+ 20:08:58 step 50/600 (0.14 s/step) | free pred 0.58 step 0.52 | content pred 0.59 step 0.60 | vel pred 0.58 step 0.59 | ring_pred pred 0.61 step 0.58 | yoked_pred pred 0.61 step 0.57 | ring_err pred 0.56 step 0.54 | yoked_err pred 0.55 step 0.52 | shuf_err pred 0.56 step 0.51 | rand_err pred 0.56 step 0.52 | frozen_err pred 0.55 step 0.51
64
+ 20:09:02 step 100/600 (0.11 s/step) | free pred 0.34 step 0.25 | content pred 0.35 step 0.25 | vel pred 0.34 step 0.24 | ring_pred pred 0.36 step 0.26 | yoked_pred pred 0.35 step 0.25 | ring_err pred 0.33 step 0.24 | yoked_err pred 0.33 step 0.24 | shuf_err pred 0.34 step 0.23 | rand_err pred 0.34 step 0.24 | frozen_err pred 0.32 step 0.23
65
+ 20:09:06 step 150/600 (0.10 s/step) | free pred 0.71 step 0.71 | content pred 0.72 step 0.75 | vel pred 0.70 step 0.74 | ring_pred pred 0.73 step 0.71 | yoked_pred pred 0.74 step 0.71 | ring_err pred 0.70 step 0.68 | yoked_err pred 0.71 step 0.68 | shuf_err pred 0.71 step 0.72 | rand_err pred 0.73 step 0.71 | frozen_err pred 0.70 step 0.71
66
+ 20:09:11 step 200/600 (0.10 s/step) | free pred 0.77 step 0.70 | content pred 0.80 step 0.72 | vel pred 0.78 step 0.69 | ring_pred pred 0.80 step 0.72 | yoked_pred pred 0.80 step 0.69 | ring_err pred 0.75 step 0.69 | yoked_err pred 0.75 step 0.68 | shuf_err pred 0.78 step 0.70 | rand_err pred 0.79 step 0.69 | frozen_err pred 0.76 step 0.68
67
+ 20:09:15 step 250/600 (0.10 s/step) | free pred 0.85 step 0.82 | content pred 0.86 step 0.83 | vel pred 0.85 step 0.81 | ring_pred pred 0.87 step 0.82 | yoked_pred pred 0.86 step 0.81 | ring_err pred 0.83 step 0.78 | yoked_err pred 0.83 step 0.78 | shuf_err pred 0.85 step 0.81 | rand_err pred 0.85 step 0.82 | frozen_err pred 0.83 step 0.81
68
+ 20:09:19 step 300/600 (0.09 s/step) | free pred 0.84 step 0.80 | content pred 0.87 step 0.86 | vel pred 0.85 step 0.83 | ring_pred pred 0.88 step 0.82 | yoked_pred pred 0.88 step 0.86 | ring_err pred 0.81 step 0.77 | yoked_err pred 0.82 step 0.77 | shuf_err pred 0.83 step 0.79 | rand_err pred 0.84 step 0.80 | frozen_err pred 0.80 step 0.78
69
+ 20:09:24 step 350/600 (0.09 s/step) | free pred 0.86 step 0.79 | content pred 0.88 step 0.85 | vel pred 0.86 step 0.81 | ring_pred pred 0.87 step 0.82 | yoked_pred pred 0.87 step 0.80 | ring_err pred 0.84 step 0.79 | yoked_err pred 0.84 step 0.80 | shuf_err pred 0.84 step 0.79 | rand_err pred 0.86 step 0.77 | frozen_err pred 0.82 step 0.78
70
+ 20:09:29 step 400/600 (0.09 s/step) | free pred 0.88 step 0.81 | content pred 0.89 step 0.88 | vel pred 0.87 step 0.83 | ring_pred pred 0.90 step 0.86 | yoked_pred pred 0.90 step 0.85 | ring_err pred 0.87 step 0.80 | yoked_err pred 0.86 step 0.81 | shuf_err pred 0.87 step 0.81 | rand_err pred 0.88 step 0.81 | frozen_err pred 0.80 step 0.81
71
+ 20:09:33 step 450/600 (0.09 s/step) | free pred 0.89 step 0.86 | content pred 0.90 step 0.91 | vel pred 0.89 step 0.87 | ring_pred pred 0.91 step 0.89 | yoked_pred pred 0.91 step 0.89 | ring_err pred 0.87 step 0.84 | yoked_err pred 0.87 step 0.83 | shuf_err pred 0.88 step 0.84 | rand_err pred 0.89 step 0.87 | frozen_err pred 0.81 step 0.83
72
+ 20:09:38 step 500/600 (0.09 s/step) | free pred 0.90 step 0.87 | content pred 0.92 step 0.92 | vel pred 0.89 step 0.90 | ring_pred pred 0.91 step 0.90 | yoked_pred pred 0.91 step 0.89 | ring_err pred 0.89 step 0.87 | yoked_err pred 0.89 step 0.86 | shuf_err pred 0.88 step 0.85 | rand_err pred 0.90 step 0.86 | frozen_err pred 0.82 step 0.87
73
+ 20:09:43 step 550/600 (0.09 s/step) | free pred 0.91 step 0.90 | content pred 0.94 step 0.94 | vel pred 0.90 step 0.90 | ring_pred pred 0.93 step 0.91 | yoked_pred pred 0.93 step 0.89 | ring_err pred 0.90 step 0.87 | yoked_err pred 0.89 step 0.85 | shuf_err pred 0.91 step 0.87 | rand_err pred 0.91 step 0.88 | frozen_err pred 0.80 step 0.87
74
+ 20:09:48 step 600/600 (0.10 s/step) | free pred 0.91 step 0.89 | content pred 0.92 step 0.91 | vel pred 0.90 step 0.89 | ring_pred pred 0.93 step 0.90 | yoked_pred pred 0.93 step 0.91 | ring_err pred 0.90 step 0.85 | yoked_err pred 0.90 step 0.86 | shuf_err pred 0.91 step 0.86 | rand_err pred 0.91 step 0.88 | frozen_err pred 0.81 step 0.86
75
+ 20:09:52 saved /workspace/runs/ring/qwen3-14b/gains/g0.0125/s0_8 in 61 s
76
+ 20:10:03 Qwen/Qwen3-14B: d 5120, 40 layers, inject at 20, read at 28 | 26184 atoms | 80 minds | cuda
77
+ 20:10:06 calibrated in 2 s: residual norm at injection 137.5 | typical content 8.79
78
+ 20:10:10 step 50/600 (0.13 s/step) | free pred 0.58 step 0.55 | content pred 0.61 step 0.63 | vel pred 0.59 step 0.58 | ring_pred pred 0.60 step 0.56 | yoked_pred pred 0.63 step 0.61 | ring_err pred 0.57 step 0.54 | yoked_err pred 0.56 step 0.52 | shuf_err pred 0.57 step 0.54 | rand_err pred 0.58 step 0.55 | frozen_err pred 0.58 step 0.53
79
+ 20:10:14 step 100/600 (0.11 s/step) | free pred 0.36 step 0.22 | content pred 0.36 step 0.23 | vel pred 0.35 step 0.25 | ring_pred pred 0.36 step 0.22 | yoked_pred pred 0.37 step 0.24 | ring_err pred 0.31 step 0.21 | yoked_err pred 0.33 step 0.22 | shuf_err pred 0.35 step 0.22 | rand_err pred 0.35 step 0.21 | frozen_err pred 0.32 step 0.23
80
+ 20:10:18 step 150/600 (0.10 s/step) | free pred 0.72 step 0.67 | content pred 0.73 step 0.70 | vel pred 0.72 step 0.72 | ring_pred pred 0.75 step 0.70 | yoked_pred pred 0.75 step 0.71 | ring_err pred 0.72 step 0.67 | yoked_err pred 0.71 step 0.69 | shuf_err pred 0.71 step 0.69 | rand_err pred 0.74 step 0.68 | frozen_err pred 0.70 step 0.67
81
+ 20:10:23 step 200/600 (0.10 s/step) | free pred 0.77 step 0.69 | content pred 0.75 step 0.72 | vel pred 0.75 step 0.72 | ring_pred pred 0.79 step 0.73 | yoked_pred pred 0.78 step 0.72 | ring_err pred 0.75 step 0.69 | yoked_err pred 0.73 step 0.67 | shuf_err pred 0.76 step 0.70 | rand_err pred 0.75 step 0.67 | frozen_err pred 0.73 step 0.66
82
+ 20:10:27 step 250/600 (0.10 s/step) | free pred 0.85 step 0.83 | content pred 0.87 step 0.86 | vel pred 0.85 step 0.83 | ring_pred pred 0.86 step 0.83 | yoked_pred pred 0.87 step 0.83 | ring_err pred 0.84 step 0.81 | yoked_err pred 0.84 step 0.81 | shuf_err pred 0.84 step 0.81 | rand_err pred 0.85 step 0.82 | frozen_err pred 0.82 step 0.79
83
+ 20:10:31 step 300/600 (0.09 s/step) | free pred 0.85 step 0.81 | content pred 0.88 step 0.86 | vel pred 0.84 step 0.84 | ring_pred pred 0.89 step 0.86 | yoked_pred pred 0.87 step 0.86 | ring_err pred 0.82 step 0.81 | yoked_err pred 0.83 step 0.81 | shuf_err pred 0.83 step 0.79 | rand_err pred 0.85 step 0.84 | frozen_err pred 0.83 step 0.80
84
+ 20:10:36 step 350/600 (0.09 s/step) | free pred 0.89 step 0.83 | content pred 0.89 step 0.88 | vel pred 0.88 step 0.87 | ring_pred pred 0.90 step 0.86 | yoked_pred pred 0.89 step 0.86 | ring_err pred 0.87 step 0.81 | yoked_err pred 0.87 step 0.84 | shuf_err pred 0.87 step 0.83 | rand_err pred 0.89 step 0.85 | frozen_err pred 0.84 step 0.83
85
+ 20:10:41 step 400/600 (0.09 s/step) | free pred 0.88 step 0.81 | content pred 0.90 step 0.88 | vel pred 0.87 step 0.85 | ring_pred pred 0.89 step 0.84 | yoked_pred pred 0.90 step 0.85 | ring_err pred 0.87 step 0.82 | yoked_err pred 0.86 step 0.81 | shuf_err pred 0.88 step 0.82 | rand_err pred 0.88 step 0.82 | frozen_err pred 0.80 step 0.82
86
+ 20:10:46 step 450/600 (0.09 s/step) | free pred 0.89 step 0.87 | content pred 0.90 step 0.90 | vel pred 0.88 step 0.89 | ring_pred pred 0.91 step 0.90 | yoked_pred pred 0.90 step 0.90 | ring_err pred 0.87 step 0.84 | yoked_err pred 0.89 step 0.86 | shuf_err pred 0.87 step 0.85 | rand_err pred 0.89 step 0.87 | frozen_err pred 0.81 step 0.88
87
+ 20:10:50 step 500/600 (0.09 s/step) | free pred 0.88 step 0.86 | content pred 0.91 step 0.90 | vel pred 0.89 step 0.91 | ring_pred pred 0.92 step 0.89 | yoked_pred pred 0.91 step 0.90 | ring_err pred 0.87 step 0.84 | yoked_err pred 0.87 step 0.85 | shuf_err pred 0.88 step 0.85 | rand_err pred 0.89 step 0.86 | frozen_err pred 0.80 step 0.87
88
+ 20:10:55 step 550/600 (0.09 s/step) | free pred 0.92 step 0.91 | content pred 0.92 step 0.94 | vel pred 0.92 step 0.94 | ring_pred pred 0.93 step 0.92 | yoked_pred pred 0.93 step 0.91 | ring_err pred 0.90 step 0.89 | yoked_err pred 0.90 step 0.89 | shuf_err pred 0.91 step 0.89 | rand_err pred 0.91 step 0.90 | frozen_err pred 0.82 step 0.90
89
+ 20:11:01 step 600/600 (0.10 s/step) | free pred 0.91 step 0.91 | content pred 0.93 step 0.92 | vel pred 0.91 step 0.88 | ring_pred pred 0.93 step 0.91 | yoked_pred pred 0.93 step 0.91 | ring_err pred 0.90 step 0.87 | yoked_err pred 0.90 step 0.87 | shuf_err pred 0.90 step 0.87 | rand_err pred 0.92 step 0.90 | frozen_err pred 0.81 step 0.88
90
+ 20:11:04 saved /workspace/runs/ring/qwen3-14b/gains/g0.0125/s8_8 in 61 s
91
+ 20:11:15 Qwen/Qwen3-14B: d 5120, 40 layers, inject at 20, read at 28 | 26184 atoms | 80 minds | cuda
92
+ 20:11:18 calibrated in 2 s: residual norm at injection 137.5 | typical content 8.79
93
+ 20:11:22 step 50/600 (0.14 s/step) | free pred 0.60 step 0.61 | content pred 0.66 step 0.69 | vel pred 0.61 step 0.65 | ring_pred pred 0.68 step 0.64 | yoked_pred pred 0.63 step 0.63 | ring_err pred 0.57 step 0.60 | yoked_err pred 0.59 step 0.58 | shuf_err pred 0.56 step 0.60 | rand_err pred 0.61 step 0.61 | frozen_err pred 0.57 step 0.59
94
+ 20:11:27 step 100/600 (0.11 s/step) | free pred 0.34 step 0.25 | content pred 0.36 step 0.25 | vel pred 0.36 step 0.27 | ring_pred pred 0.36 step 0.27 | yoked_pred pred 0.38 step 0.28 | ring_err pred 0.34 step 0.25 | yoked_err pred 0.32 step 0.24 | shuf_err pred 0.35 step 0.25 | rand_err pred 0.38 step 0.26 | frozen_err pred 0.34 step 0.25
95
+ 20:11:31 step 150/600 (0.10 s/step) | free pred 0.74 step 0.73 | content pred 0.79 step 0.80 | vel pred 0.72 step 0.81 | ring_pred pred 0.78 step 0.77 | yoked_pred pred 0.78 step 0.76 | ring_err pred 0.72 step 0.75 | yoked_err pred 0.71 step 0.73 | shuf_err pred 0.74 step 0.72 | rand_err pred 0.74 step 0.75 | frozen_err pred 0.73 step 0.75
96
+ 20:11:35 step 200/600 (0.10 s/step) | free pred 0.80 step 0.74 | content pred 0.80 step 0.80 | vel pred 0.78 step 0.75 | ring_pred pred 0.82 step 0.75 | yoked_pred pred 0.82 step 0.75 | ring_err pred 0.74 step 0.69 | yoked_err pred 0.76 step 0.70 | shuf_err pred 0.79 step 0.75 | rand_err pred 0.80 step 0.74 | frozen_err pred 0.74 step 0.72
97
+ 20:11:40 step 250/600 (0.10 s/step) | free pred 0.86 step 0.86 | content pred 0.88 step 0.90 | vel pred 0.85 step 0.86 | ring_pred pred 0.88 step 0.88 | yoked_pred pred 0.89 step 0.89 | ring_err pred 0.85 step 0.83 | yoked_err pred 0.84 step 0.85 | shuf_err pred 0.85 step 0.84 | rand_err pred 0.87 step 0.85 | frozen_err pred 0.83 step 0.82
98
+ 20:11:44 step 300/600 (0.10 s/step) | free pred 0.87 step 0.85 | content pred 0.89 step 0.93 | vel pred 0.84 step 0.87 | ring_pred pred 0.93 step 0.92 | yoked_pred pred 0.93 step 0.93 | ring_err pred 0.82 step 0.80 | yoked_err pred 0.80 step 0.81 | shuf_err pred 0.85 step 0.84 | rand_err pred 0.88 step 0.85 | frozen_err pred 0.79 step 0.81
99
+ 20:11:49 step 350/600 (0.10 s/step) | free pred 0.88 step 0.86 | content pred 0.91 step 0.94 | vel pred 0.88 step 0.89 | ring_pred pred 0.92 step 0.91 | yoked_pred pred 0.92 step 0.93 | ring_err pred 0.84 step 0.82 | yoked_err pred 0.83 step 0.80 | shuf_err pred 0.84 step 0.81 | rand_err pred 0.88 step 0.86 | frozen_err pred 0.82 step 0.82
100
+ 20:11:54 step 400/600 (0.10 s/step) | free pred 0.91 step 0.89 | content pred 0.93 step 0.95 | vel pred 0.89 step 0.90 | ring_pred pred 0.94 step 0.92 | yoked_pred pred 0.94 step 0.93 | ring_err pred 0.87 step 0.85 | yoked_err pred 0.87 step 0.86 | shuf_err pred 0.88 step 0.84 | rand_err pred 0.89 step 0.88 | frozen_err pred 0.80 step 0.85
101
+ 20:11:58 step 450/600 (0.10 s/step) | free pred 0.91 step 0.91 | content pred 0.93 step 0.95 | vel pred 0.90 step 0.92 | ring_pred pred 0.93 step 0.94 | yoked_pred pred 0.93 step 0.94 | ring_err pred 0.87 step 0.86 | yoked_err pred 0.87 step 0.86 | shuf_err pred 0.88 step 0.89 | rand_err pred 0.91 step 0.91 | frozen_err pred 0.81 step 0.88
102
+ 20:12:03 step 500/600 (0.10 s/step) | free pred 0.93 step 0.93 | content pred 0.95 step 0.97 | vel pred 0.91 step 0.95 | ring_pred pred 0.94 step 0.96 | yoked_pred pred 0.94 step 0.94 | ring_err pred 0.89 step 0.88 | yoked_err pred 0.89 step 0.90 | shuf_err pred 0.90 step 0.90 | rand_err pred 0.93 step 0.93 | frozen_err pred 0.80 step 0.90
103
+ 20:12:08 step 550/600 (0.10 s/step) | free pred 0.94 step 0.93 | content pred 0.95 step 0.95 | vel pred 0.92 step 0.96 | ring_pred pred 0.95 step 0.95 | yoked_pred pred 0.95 step 0.94 | ring_err pred 0.90 step 0.90 | yoked_err pred 0.90 step 0.88 | shuf_err pred 0.92 step 0.92 | rand_err pred 0.94 step 0.94 | frozen_err pred 0.80 step 0.90
104
+ 20:12:14 step 600/600 (0.10 s/step) | free pred 0.92 step 0.91 | content pred 0.94 step 0.96 | vel pred 0.91 step 0.91 | ring_pred pred 0.96 step 0.96 | yoked_pred pred 0.96 step 0.97 | ring_err pred 0.90 step 0.88 | yoked_err pred 0.90 step 0.90 | shuf_err pred 0.91 step 0.90 | rand_err pred 0.93 step 0.92 | frozen_err pred 0.81 step 0.91
105
+ 20:12:17 saved /workspace/runs/ring/qwen3-14b/gains/g0.025/s0_8 in 61 s
106
+ 20:12:28 Qwen/Qwen3-14B: d 5120, 40 layers, inject at 20, read at 28 | 26184 atoms | 80 minds | cuda
107
+ 20:12:31 calibrated in 2 s: residual norm at injection 137.5 | typical content 8.79
108
+ 20:12:35 step 50/600 (0.14 s/step) | free pred 0.61 step 0.61 | content pred 0.65 step 0.67 | vel pred 0.63 step 0.63 | ring_pred pred 0.67 step 0.66 | yoked_pred pred 0.66 step 0.65 | ring_err pred 0.59 step 0.60 | yoked_err pred 0.58 step 0.59 | shuf_err pred 0.59 step 0.58 | rand_err pred 0.61 step 0.61 | frozen_err pred 0.55 step 0.58
109
+ 20:12:40 step 100/600 (0.11 s/step) | free pred 0.37 step 0.25 | content pred 0.43 step 0.28 | vel pred 0.40 step 0.26 | ring_pred pred 0.39 step 0.27 | yoked_pred pred 0.40 step 0.27 | ring_err pred 0.34 step 0.24 | yoked_err pred 0.35 step 0.24 | shuf_err pred 0.36 step 0.24 | rand_err pred 0.38 step 0.25 | frozen_err pred 0.33 step 0.23
110
+ 20:12:44 step 150/600 (0.10 s/step) | free pred 0.74 step 0.69 | content pred 0.77 step 0.79 | vel pred 0.74 step 0.77 | ring_pred pred 0.79 step 0.75 | yoked_pred pred 0.79 step 0.74 | ring_err pred 0.70 step 0.74 | yoked_err pred 0.70 step 0.72 | shuf_err pred 0.71 step 0.71 | rand_err pred 0.75 step 0.73 | frozen_err pred 0.71 step 0.72
111
+ 20:12:49 step 200/600 (0.10 s/step) | free pred 0.77 step 0.73 | content pred 0.78 step 0.80 | vel pred 0.76 step 0.76 | ring_pred pred 0.82 step 0.80 | yoked_pred pred 0.81 step 0.75 | ring_err pred 0.72 step 0.72 | yoked_err pred 0.74 step 0.69 | shuf_err pred 0.76 step 0.72 | rand_err pred 0.76 step 0.71 | frozen_err pred 0.72 step 0.71
112
+ 20:12:53 step 250/600 (0.10 s/step) | free pred 0.87 step 0.87 | content pred 0.90 step 0.93 | vel pred 0.86 step 0.86 | ring_pred pred 0.91 step 0.89 | yoked_pred pred 0.89 step 0.88 | ring_err pred 0.85 step 0.84 | yoked_err pred 0.85 step 0.85 | shuf_err pred 0.87 step 0.86 | rand_err pred 0.87 step 0.86 | frozen_err pred 0.83 step 0.83
113
+ 20:12:57 step 300/600 (0.10 s/step) | free pred 0.88 step 0.89 | content pred 0.91 step 0.93 | vel pred 0.86 step 0.90 | ring_pred pred 0.93 step 0.92 | yoked_pred pred 0.92 step 0.93 | ring_err pred 0.83 step 0.82 | yoked_err pred 0.83 step 0.82 | shuf_err pred 0.84 step 0.84 | rand_err pred 0.88 step 0.86 | frozen_err pred 0.82 step 0.84
114
+ 20:13:02 step 350/600 (0.10 s/step) | free pred 0.91 step 0.91 | content pred 0.92 step 0.93 | vel pred 0.89 step 0.89 | ring_pred pred 0.94 step 0.92 | yoked_pred pred 0.94 step 0.92 | ring_err pred 0.87 step 0.83 | yoked_err pred 0.87 step 0.85 | shuf_err pred 0.89 step 0.86 | rand_err pred 0.90 step 0.90 | frozen_err pred 0.84 step 0.85
115
+ 20:13:07 step 400/600 (0.10 s/step) | free pred 0.90 step 0.88 | content pred 0.93 step 0.93 | vel pred 0.89 step 0.92 | ring_pred pred 0.94 step 0.91 | yoked_pred pred 0.94 step 0.91 | ring_err pred 0.86 step 0.82 | yoked_err pred 0.87 step 0.84 | shuf_err pred 0.89 step 0.85 | rand_err pred 0.91 step 0.87 | frozen_err pred 0.81 step 0.85
116
+ 20:13:11 step 450/600 (0.10 s/step) | free pred 0.91 step 0.92 | content pred 0.93 step 0.97 | vel pred 0.90 step 0.93 | ring_pred pred 0.94 step 0.94 | yoked_pred pred 0.93 step 0.94 | ring_err pred 0.87 step 0.88 | yoked_err pred 0.88 step 0.90 | shuf_err pred 0.89 step 0.91 | rand_err pred 0.91 step 0.92 | frozen_err pred 0.82 step 0.90
117
+ 20:13:16 step 500/600 (0.10 s/step) | free pred 0.91 step 0.93 | content pred 0.93 step 0.96 | vel pred 0.91 step 0.92 | ring_pred pred 0.93 step 0.93 | yoked_pred pred 0.92 step 0.93 | ring_err pred 0.88 step 0.87 | yoked_err pred 0.88 step 0.87 | shuf_err pred 0.90 step 0.92 | rand_err pred 0.91 step 0.91 | frozen_err pred 0.80 step 0.90
118
+ 20:13:21 step 550/600 (0.10 s/step) | free pred 0.93 step 0.94 | content pred 0.95 step 0.97 | vel pred 0.92 step 0.96 | ring_pred pred 0.95 step 0.96 | yoked_pred pred 0.95 step 0.95 | ring_err pred 0.90 step 0.91 | yoked_err pred 0.89 step 0.91 | shuf_err pred 0.92 step 0.93 | rand_err pred 0.93 step 0.93 | frozen_err pred 0.80 step 0.93
119
+ 20:13:26 step 600/600 (0.10 s/step) | free pred 0.93 step 0.92 | content pred 0.95 step 0.97 | vel pred 0.92 step 0.93 | ring_pred pred 0.96 step 0.95 | yoked_pred pred 0.95 step 0.95 | ring_err pred 0.90 step 0.89 | yoked_err pred 0.90 step 0.91 | shuf_err pred 0.91 step 0.91 | rand_err pred 0.92 step 0.91 | frozen_err pred 0.78 step 0.91
120
+ 20:13:30 saved /workspace/runs/ring/qwen3-14b/gains/g0.025/s8_8 in 61 s
121
+ 20:13:41 Qwen/Qwen3-14B: d 5120, 40 layers, inject at 20, read at 28 | 26184 atoms | 80 minds | cuda
122
+ 20:13:44 calibrated in 2 s: residual norm at injection 137.5 | typical content 8.79
123
+ 20:13:48 step 50/600 (0.14 s/step) | free pred 0.80 step 0.88 | content pred 0.92 step 0.96 | vel pred 0.82 step 0.86 | ring_pred pred 0.91 step 0.92 | yoked_pred pred 0.91 step 0.91 | ring_err pred 0.76 step 0.89 | yoked_err pred 0.73 step 0.84 | shuf_err pred 0.73 step 0.81 | rand_err pred 0.78 step 0.88 | frozen_err pred 0.76 step 0.90
124
+ 20:13:53 step 100/600 (0.11 s/step) | free pred 0.47 step 0.38 | content pred 0.57 step 0.50 | vel pred 0.46 step 0.36 | ring_pred pred 0.51 step 0.44 | yoked_pred pred 0.50 step 0.44 | ring_err pred 0.42 step 0.34 | yoked_err pred 0.43 step 0.37 | shuf_err pred 0.43 step 0.38 | rand_err pred 0.44 step 0.39 | frozen_err pred 0.42 step 0.35
125
+ 20:13:57 step 150/600 (0.10 s/step) | free pred 0.87 step 0.93 | content pred 0.95 step 0.98 | vel pred 0.82 step 0.87 | ring_pred pred 0.95 step 0.98 | yoked_pred pred 0.94 step 0.96 | ring_err pred 0.73 step 0.89 | yoked_err pred 0.73 step 0.86 | shuf_err pred 0.83 step 0.88 | rand_err pred 0.88 step 0.92 | frozen_err pred 0.74 step 0.91
126
+ 20:14:01 step 200/600 (0.10 s/step) | free pred 0.89 step 0.93 | content pred 0.94 step 0.98 | vel pred 0.84 step 0.90 | ring_pred pred 0.95 step 0.97 | yoked_pred pred 0.94 step 0.97 | ring_err pred 0.72 step 0.86 | yoked_err pred 0.76 step 0.88 | shuf_err pred 0.82 step 0.88 | rand_err pred 0.86 step 0.90 | frozen_err pred 0.73 step 0.87
127
+ 20:14:06 step 250/600 (0.10 s/step) | free pred 0.95 step 0.98 | content pred 0.99 step 1.00 | vel pred 0.88 step 0.94 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 0.99 step 1.00 | ring_err pred 0.82 step 0.96 | yoked_err pred 0.84 step 0.98 | shuf_err pred 0.88 step 0.94 | rand_err pred 0.94 step 0.98 | frozen_err pred 0.81 step 0.96
128
+ 20:14:10 step 300/600 (0.10 s/step) | free pred 0.97 step 1.00 | content pred 0.99 step 1.00 | vel pred 0.93 step 0.97 | ring_pred pred 0.99 step 1.00 | yoked_pred pred 0.99 step 1.00 | ring_err pred 0.80 step 0.97 | yoked_err pred 0.85 step 0.98 | shuf_err pred 0.87 step 0.93 | rand_err pred 0.96 step 0.98 | frozen_err pred 0.81 step 0.96
129
+ 20:14:15 step 350/600 (0.10 s/step) | free pred 0.98 step 0.99 | content pred 1.00 step 1.00 | vel pred 0.91 step 0.95 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 0.99 step 0.99 | ring_err pred 0.83 step 0.95 | yoked_err pred 0.89 step 0.97 | shuf_err pred 0.89 step 0.94 | rand_err pred 0.97 step 0.99 | frozen_err pred 0.68 step 0.98
130
+ 20:14:19 step 400/600 (0.10 s/step) | free pred 0.98 step 0.99 | content pred 1.00 step 1.00 | vel pred 0.92 step 0.96 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.85 step 0.97 | yoked_err pred 0.92 step 0.98 | shuf_err pred 0.91 step 0.95 | rand_err pred 0.98 step 0.99 | frozen_err pred 0.67 step 0.99
131
+ 20:14:24 step 450/600 (0.10 s/step) | free pred 0.98 step 0.99 | content pred 0.99 step 1.00 | vel pred 0.93 step 0.96 | ring_pred pred 0.99 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.85 step 0.98 | yoked_err pred 0.92 step 0.98 | shuf_err pred 0.91 step 0.95 | rand_err pred 0.98 step 0.99 | frozen_err pred 0.68 step 0.99
132
+ 20:14:29 step 500/600 (0.10 s/step) | free pred 0.99 step 0.99 | content pred 0.99 step 1.00 | vel pred 0.92 step 0.95 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 0.99 step 1.00 | ring_err pred 0.83 step 0.97 | yoked_err pred 0.89 step 0.97 | shuf_err pred 0.92 step 0.95 | rand_err pred 0.97 step 0.99 | frozen_err pred 0.66 step 0.99
133
+ 20:14:34 step 550/600 (0.10 s/step) | free pred 0.99 step 1.00 | content pred 0.99 step 1.00 | vel pred 0.94 step 0.97 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 0.99 step 1.00 | ring_err pred 0.86 step 0.96 | yoked_err pred 0.95 step 0.99 | shuf_err pred 0.94 step 0.97 | rand_err pred 0.99 step 1.00 | frozen_err pred 0.66 step 0.99
134
+ 20:14:39 step 600/600 (0.10 s/step) | free pred 1.00 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.94 step 0.96 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.88 step 0.99 | yoked_err pred 0.95 step 0.99 | shuf_err pred 0.94 step 0.95 | rand_err pred 0.99 step 1.00 | frozen_err pred 0.67 step 1.00
135
+ 20:14:42 saved /workspace/runs/ring/qwen3-14b/gains/g0.1/s0_8 in 61 s
136
+ 20:14:54 Qwen/Qwen3-14B: d 5120, 40 layers, inject at 20, read at 28 | 26184 atoms | 80 minds | cuda
137
+ 20:14:57 calibrated in 2 s: residual norm at injection 137.5 | typical content 8.79
138
+ 20:15:01 step 50/600 (0.14 s/step) | free pred 0.81 step 0.89 | content pred 0.93 step 0.96 | vel pred 0.82 step 0.85 | ring_pred pred 0.92 step 0.94 | yoked_pred pred 0.90 step 0.92 | ring_err pred 0.75 step 0.85 | yoked_err pred 0.70 step 0.82 | shuf_err pred 0.73 step 0.83 | rand_err pred 0.82 step 0.88 | frozen_err pred 0.75 step 0.84
139
+ 20:15:05 step 100/600 (0.11 s/step) | free pred 0.47 step 0.39 | content pred 0.55 step 0.48 | vel pred 0.47 step 0.38 | ring_pred pred 0.50 step 0.43 | yoked_pred pred 0.50 step 0.45 | ring_err pred 0.40 step 0.34 | yoked_err pred 0.38 step 0.32 | shuf_err pred 0.43 step 0.37 | rand_err pred 0.47 step 0.38 | frozen_err pred 0.42 step 0.32
140
+ 20:15:10 step 150/600 (0.10 s/step) | free pred 0.89 step 0.93 | content pred 0.96 step 0.99 | vel pred 0.83 step 0.86 | ring_pred pred 0.95 step 0.97 | yoked_pred pred 0.94 step 0.97 | ring_err pred 0.74 step 0.87 | yoked_err pred 0.76 step 0.88 | shuf_err pred 0.79 step 0.87 | rand_err pred 0.88 step 0.93 | frozen_err pred 0.75 step 0.90
141
+ 20:15:14 step 200/600 (0.10 s/step) | free pred 0.89 step 0.93 | content pred 0.94 step 0.98 | vel pred 0.83 step 0.88 | ring_pred pred 0.94 step 0.96 | yoked_pred pred 0.96 step 0.97 | ring_err pred 0.74 step 0.89 | yoked_err pred 0.77 step 0.90 | shuf_err pred 0.81 step 0.88 | rand_err pred 0.87 step 0.92 | frozen_err pred 0.73 step 0.88
142
+ 20:15:18 step 250/600 (0.10 s/step) | free pred 0.96 step 0.99 | content pred 0.99 step 1.00 | vel pred 0.88 step 0.94 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 0.99 step 1.00 | ring_err pred 0.80 step 0.97 | yoked_err pred 0.86 step 0.97 | shuf_err pred 0.87 step 0.94 | rand_err pred 0.94 step 0.98 | frozen_err pred 0.81 step 0.96
143
+ 20:15:23 step 300/600 (0.10 s/step) | free pred 0.97 step 0.99 | content pred 0.99 step 1.00 | vel pred 0.90 step 0.96 | ring_pred pred 0.99 step 1.00 | yoked_pred pred 0.99 step 1.00 | ring_err pred 0.82 step 0.96 | yoked_err pred 0.88 step 0.97 | shuf_err pred 0.88 step 0.93 | rand_err pred 0.96 step 0.98 | frozen_err pred 0.82 step 0.96
144
+ 20:15:27 step 350/600 (0.09 s/step) | free pred 0.98 step 0.99 | content pred 1.00 step 1.00 | vel pred 0.91 step 0.95 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.82 step 0.96 | yoked_err pred 0.89 step 0.97 | shuf_err pred 0.90 step 0.94 | rand_err pred 0.97 step 0.98 | frozen_err pred 0.68 step 0.98
145
+ 20:15:32 step 400/600 (0.09 s/step) | free pred 0.99 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.92 step 0.96 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.85 step 0.97 | yoked_err pred 0.92 step 0.99 | shuf_err pred 0.92 step 0.96 | rand_err pred 0.99 step 0.99 | frozen_err pred 0.67 step 0.99
146
+ 20:15:37 step 450/600 (0.09 s/step) | free pred 0.98 step 1.00 | content pred 0.99 step 1.00 | vel pred 0.94 step 0.97 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 0.99 step 1.00 | ring_err pred 0.86 step 0.98 | yoked_err pred 0.95 step 1.00 | shuf_err pred 0.91 step 0.97 | rand_err pred 0.98 step 0.99 | frozen_err pred 0.68 step 0.99
147
+ 20:15:42 step 500/600 (0.10 s/step) | free pred 0.98 step 1.00 | content pred 0.99 step 1.00 | vel pred 0.90 step 0.93 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 0.99 step 1.00 | ring_err pred 0.85 step 0.97 | yoked_err pred 0.91 step 0.98 | shuf_err pred 0.90 step 0.95 | rand_err pred 0.98 step 0.99 | frozen_err pred 0.66 step 0.98
148
+ 20:15:47 step 550/600 (0.10 s/step) | free pred 0.99 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.93 step 0.96 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.87 step 0.99 | yoked_err pred 0.94 step 0.99 | shuf_err pred 0.92 step 0.97 | rand_err pred 0.99 step 1.00 | frozen_err pred 0.69 step 0.99
149
+ 20:15:52 step 600/600 (0.10 s/step) | free pred 1.00 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.94 step 0.97 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 0.99 step 1.00 | ring_err pred 0.88 step 0.98 | yoked_err pred 0.95 step 0.99 | shuf_err pred 0.94 step 0.97 | rand_err pred 0.99 step 1.00 | frozen_err pred 0.68 step 0.99
150
+ 20:15:55 saved /workspace/runs/ring/qwen3-14b/gains/g0.1/s8_8 in 61 s
151
+ 20:16:07 Qwen/Qwen3-14B: d 5120, 40 layers, inject at 20, read at 28 | 26184 atoms | 80 minds | cuda
152
+ 20:16:09 calibrated in 2 s: residual norm at injection 137.5 | typical content 8.79
153
+ 20:16:14 step 50/600 (0.13 s/step) | free pred 0.94 step 0.97 | content pred 0.98 step 0.99 | vel pred 0.90 step 0.90 | ring_pred pred 0.98 step 0.99 | yoked_pred pred 0.98 step 0.98 | ring_err pred 0.85 step 0.90 | yoked_err pred 0.81 step 0.87 | shuf_err pred 0.87 step 0.90 | rand_err pred 0.93 step 0.96 | frozen_err pred 0.84 step 0.89
154
+ 20:16:18 step 100/600 (0.11 s/step) | free pred 0.60 step 0.55 | content pred 0.82 step 0.82 | vel pred 0.59 step 0.56 | ring_pred pred 0.85 step 0.85 | yoked_pred pred 0.86 step 0.86 | ring_err pred 0.47 step 0.52 | yoked_err pred 0.57 step 0.57 | shuf_err pred 0.69 step 0.68 | rand_err pred 0.63 step 0.61 | frozen_err pred 0.49 step 0.52
155
+ 20:16:22 step 150/600 (0.10 s/step) | free pred 0.97 step 0.99 | content pred 0.99 step 1.00 | vel pred 0.87 step 0.93 | ring_pred pred 0.99 step 1.00 | yoked_pred pred 0.98 step 0.99 | ring_err pred 0.79 step 0.93 | yoked_err pred 0.79 step 0.92 | shuf_err pred 0.88 step 0.90 | rand_err pred 0.95 step 0.98 | frozen_err pred 0.78 step 0.92
156
+ 20:16:27 step 200/600 (0.10 s/step) | free pred 0.97 step 0.99 | content pred 0.99 step 1.00 | vel pred 0.89 step 0.93 | ring_pred pred 0.99 step 1.00 | yoked_pred pred 0.99 step 1.00 | ring_err pred 0.77 step 0.94 | yoked_err pred 0.83 step 0.96 | shuf_err pred 0.79 step 0.89 | rand_err pred 0.95 step 0.97 | frozen_err pred 0.77 step 0.94
157
+ 20:16:31 step 250/600 (0.10 s/step) | free pred 0.99 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.90 step 0.94 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.80 step 0.96 | yoked_err pred 0.86 step 0.96 | shuf_err pred 0.89 step 0.93 | rand_err pred 0.99 step 0.99 | frozen_err pred 0.82 step 0.97
158
+ 20:16:35 step 300/600 (0.10 s/step) | free pred 1.00 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.89 step 0.93 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.81 step 0.97 | yoked_err pred 0.89 step 0.98 | shuf_err pred 0.87 step 0.91 | rand_err pred 0.99 step 0.99 | frozen_err pred 0.82 step 0.97
159
+ 20:16:40 step 350/600 (0.09 s/step) | free pred 0.99 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.90 step 0.94 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.81 step 0.96 | yoked_err pred 0.92 step 0.98 | shuf_err pred 0.88 step 0.94 | rand_err pred 0.99 step 1.00 | frozen_err pred 0.62 step 0.99
160
+ 20:16:45 step 400/600 (0.09 s/step) | free pred 1.00 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.90 step 0.95 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.83 step 0.98 | yoked_err pred 0.93 step 0.99 | shuf_err pred 0.89 step 0.93 | rand_err pred 1.00 step 1.00 | frozen_err pred 0.63 step 1.00
161
+ 20:16:50 step 450/600 (0.09 s/step) | free pred 0.99 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.93 step 0.96 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.86 step 0.99 | yoked_err pred 0.93 step 0.99 | shuf_err pred 0.87 step 0.95 | rand_err pred 1.00 step 1.00 | frozen_err pred 0.61 step 1.00
162
+ 20:16:54 step 500/600 (0.10 s/step) | free pred 1.00 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.93 step 0.96 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.81 step 0.98 | yoked_err pred 0.94 step 0.99 | shuf_err pred 0.92 step 0.95 | rand_err pred 0.99 step 1.00 | frozen_err pred 0.61 step 1.00
163
+ 20:16:59 step 550/600 (0.10 s/step) | free pred 1.00 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.94 step 0.95 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.80 step 0.98 | yoked_err pred 0.96 step 1.00 | shuf_err pred 0.89 step 0.94 | rand_err pred 0.99 step 1.00 | frozen_err pred 0.63 step 1.00
164
+ 20:17:05 step 600/600 (0.10 s/step) | free pred 1.00 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.93 step 0.97 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.80 step 0.99 | yoked_err pred 0.94 step 0.99 | shuf_err pred 0.89 step 0.94 | rand_err pred 1.00 step 1.00 | frozen_err pred 0.62 step 1.00
165
+ 20:17:08 saved /workspace/runs/ring/qwen3-14b/gains/g0.2/s0_8 in 61 s
166
+ 20:17:20 Qwen/Qwen3-14B: d 5120, 40 layers, inject at 20, read at 28 | 26184 atoms | 80 minds | cuda
167
+ 20:17:22 calibrated in 2 s: residual norm at injection 137.5 | typical content 8.79
168
+ 20:17:26 step 50/600 (0.13 s/step) | free pred 0.95 step 0.97 | content pred 0.99 step 0.99 | vel pred 0.89 step 0.89 | ring_pred pred 0.98 step 0.99 | yoked_pred pred 0.97 step 0.98 | ring_err pred 0.87 step 0.91 | yoked_err pred 0.84 step 0.89 | shuf_err pred 0.86 step 0.90 | rand_err pred 0.93 step 0.96 | frozen_err pred 0.84 step 0.89
169
+ 20:17:31 step 100/600 (0.11 s/step) | free pred 0.60 step 0.57 | content pred 0.86 step 0.86 | vel pred 0.59 step 0.53 | ring_pred pred 0.85 step 0.84 | yoked_pred pred 0.84 step 0.84 | ring_err pred 0.50 step 0.51 | yoked_err pred 0.52 step 0.52 | shuf_err pred 0.63 step 0.62 | rand_err pred 0.67 step 0.64 | frozen_err pred 0.53 step 0.55
170
+ 20:17:35 step 150/600 (0.10 s/step) | free pred 0.96 step 0.99 | content pred 0.99 step 1.00 | vel pred 0.86 step 0.93 | ring_pred pred 0.99 step 1.00 | yoked_pred pred 0.98 step 0.99 | ring_err pred 0.79 step 0.93 | yoked_err pred 0.80 step 0.93 | shuf_err pred 0.86 step 0.90 | rand_err pred 0.95 step 0.98 | frozen_err pred 0.76 step 0.94
171
+ 20:17:39 step 200/600 (0.10 s/step) | free pred 0.97 step 0.99 | content pred 0.99 step 1.00 | vel pred 0.86 step 0.90 | ring_pred pred 0.99 step 1.00 | yoked_pred pred 0.98 step 0.99 | ring_err pred 0.76 step 0.94 | yoked_err pred 0.83 step 0.95 | shuf_err pred 0.83 step 0.87 | rand_err pred 0.94 step 0.98 | frozen_err pred 0.74 step 0.92
172
+ 20:17:44 step 250/600 (0.10 s/step) | free pred 0.99 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.90 step 0.92 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.82 step 0.98 | yoked_err pred 0.88 step 0.97 | shuf_err pred 0.88 step 0.94 | rand_err pred 0.98 step 1.00 | frozen_err pred 0.81 step 0.97
173
+ 20:17:48 step 300/600 (0.10 s/step) | free pred 1.00 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.90 step 0.93 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.81 step 0.98 | yoked_err pred 0.91 step 0.99 | shuf_err pred 0.89 step 0.92 | rand_err pred 0.99 step 1.00 | frozen_err pred 0.79 step 0.97
174
+ 20:17:53 step 350/600 (0.09 s/step) | free pred 1.00 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.91 step 0.94 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.84 step 0.98 | yoked_err pred 0.92 step 0.99 | shuf_err pred 0.88 step 0.94 | rand_err pred 0.99 step 1.00 | frozen_err pred 0.59 step 0.99
175
+ 20:17:57 step 400/600 (0.09 s/step) | free pred 1.00 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.92 step 0.95 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.79 step 0.97 | yoked_err pred 0.93 step 0.99 | shuf_err pred 0.87 step 0.92 | rand_err pred 1.00 step 1.00 | frozen_err pred 0.59 step 1.00
176
+ 20:18:02 step 450/600 (0.09 s/step) | free pred 1.00 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.95 step 0.95 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.83 step 0.99 | yoked_err pred 0.92 step 0.99 | shuf_err pred 0.90 step 0.95 | rand_err pred 0.99 step 1.00 | frozen_err pred 0.59 step 1.00
177
+ 20:18:07 step 500/600 (0.09 s/step) | free pred 1.00 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.94 step 0.97 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.81 step 0.99 | yoked_err pred 0.93 step 0.99 | shuf_err pred 0.90 step 0.96 | rand_err pred 0.99 step 1.00 | frozen_err pred 0.59 step 1.00
178
+ 20:18:12 step 550/600 (0.10 s/step) | free pred 1.00 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.94 step 0.97 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.81 step 0.98 | yoked_err pred 0.94 step 0.99 | shuf_err pred 0.91 step 0.95 | rand_err pred 0.99 step 1.00 | frozen_err pred 0.60 step 1.00
179
+ 20:18:17 step 600/600 (0.10 s/step) | free pred 1.00 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.95 step 0.96 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.80 step 0.98 | yoked_err pred 0.94 step 0.99 | shuf_err pred 0.90 step 0.94 | rand_err pred 1.00 step 1.00 | frozen_err pred 0.59 step 1.00
180
+ 20:18:20 saved /workspace/runs/ring/qwen3-14b/gains/g0.2/s8_8 in 61 s
qwen3-4b/log.txt CHANGED
@@ -28,3 +28,63 @@
28
  19:05:26 step 550/600 (0.12 s/step) | free pred 0.79 step 0.76 | content pred 0.83 step 0.82 | vel pred 0.78 step 0.75 | ring_pred pred 0.85 step 0.82 | yoked_pred pred 0.86 step 0.82 | ring_err pred 0.72 step 0.69 | yoked_err pred 0.73 step 0.70 | shuf_err pred 0.75 step 0.72 | rand_err pred 0.79 step 0.75 | frozen_err pred 0.61 step 0.74
29
  19:05:33 step 600/600 (0.12 s/step) | free pred 0.91 step 0.89 | content pred 0.94 step 0.94 | vel pred 0.88 step 0.85 | ring_pred pred 0.95 step 0.92 | yoked_pred pred 0.95 step 0.92 | ring_err pred 0.84 step 0.87 | yoked_err pred 0.84 step 0.86 | shuf_err pred 0.85 step 0.83 | rand_err pred 0.91 step 0.88 | frozen_err pred 0.73 step 0.89
30
  19:05:38 saved /workspace/runs/ring/qwen3-4b/main/s0_24 in 77 s
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
28
  19:05:26 step 550/600 (0.12 s/step) | free pred 0.79 step 0.76 | content pred 0.83 step 0.82 | vel pred 0.78 step 0.75 | ring_pred pred 0.85 step 0.82 | yoked_pred pred 0.86 step 0.82 | ring_err pred 0.72 step 0.69 | yoked_err pred 0.73 step 0.70 | shuf_err pred 0.75 step 0.72 | rand_err pred 0.79 step 0.75 | frozen_err pred 0.61 step 0.74
29
  19:05:33 step 600/600 (0.12 s/step) | free pred 0.91 step 0.89 | content pred 0.94 step 0.94 | vel pred 0.88 step 0.85 | ring_pred pred 0.95 step 0.92 | yoked_pred pred 0.95 step 0.92 | ring_err pred 0.84 step 0.87 | yoked_err pred 0.84 step 0.86 | shuf_err pred 0.85 step 0.83 | rand_err pred 0.91 step 0.88 | frozen_err pred 0.73 step 0.89
30
  19:05:38 saved /workspace/runs/ring/qwen3-4b/main/s0_24 in 77 s
31
+ 19:41:29 Qwen/Qwen3-4B: d 2560, 36 layers, inject at 18, read at 25 | 26285 atoms | 160 minds | cuda
32
+ 19:41:32 calibrated in 2 s: residual norm at injection 56.0 | typical content 3.88
33
+ 19:41:36 step 50/600 (0.13 s/step) | free pred 0.80 step 0.74 | content pred 0.82 step 0.78 | vel pred 0.82 step 0.75 | ring_pred pred 0.82 step 0.76 | yoked_pred pred 0.82 step 0.75 | ring_err pred 0.79 step 0.73 | yoked_err pred 0.79 step 0.72 | shuf_err pred 0.79 step 0.74 | rand_err pred 0.80 step 0.73 | frozen_err pred 0.79 step 0.72
34
+ 19:41:40 step 100/600 (0.11 s/step) | free pred 0.84 step 0.77 | content pred 0.85 step 0.81 | vel pred 0.85 step 0.77 | ring_pred pred 0.86 step 0.79 | yoked_pred pred 0.87 step 0.79 | ring_err pred 0.82 step 0.75 | yoked_err pred 0.84 step 0.76 | shuf_err pred 0.83 step 0.79 | rand_err pred 0.85 step 0.78 | frozen_err pred 0.83 step 0.76
35
+ 19:41:44 step 150/600 (0.10 s/step) | free pred 0.86 step 0.82 | content pred 0.86 step 0.85 | vel pred 0.86 step 0.83 | ring_pred pred 0.85 step 0.81 | yoked_pred pred 0.85 step 0.80 | ring_err pred 0.85 step 0.83 | yoked_err pred 0.85 step 0.82 | shuf_err pred 0.85 step 0.81 | rand_err pred 0.85 step 0.81 | frozen_err pred 0.85 step 0.82
36
+ 19:41:48 step 200/600 (0.10 s/step) | free pred 0.84 step 0.81 | content pred 0.84 step 0.85 | vel pred 0.84 step 0.83 | ring_pred pred 0.85 step 0.81 | yoked_pred pred 0.85 step 0.81 | ring_err pred 0.83 step 0.82 | yoked_err pred 0.83 step 0.81 | shuf_err pred 0.84 step 0.80 | rand_err pred 0.85 step 0.82 | frozen_err pred 0.82 step 0.81
37
+ 19:41:53 step 250/600 (0.09 s/step) | free pred 0.78 step 0.65 | content pred 0.78 step 0.66 | vel pred 0.78 step 0.64 | ring_pred pred 0.81 step 0.65 | yoked_pred pred 0.81 step 0.66 | ring_err pred 0.76 step 0.62 | yoked_err pred 0.76 step 0.63 | shuf_err pred 0.77 step 0.63 | rand_err pred 0.78 step 0.64 | frozen_err pred 0.76 step 0.63
38
+ 19:41:57 step 300/600 (0.09 s/step) | free pred 0.79 step 0.59 | content pred 0.82 step 0.63 | vel pred 0.80 step 0.60 | ring_pred pred 0.85 step 0.66 | yoked_pred pred 0.84 step 0.64 | ring_err pred 0.76 step 0.57 | yoked_err pred 0.76 step 0.56 | shuf_err pred 0.78 step 0.58 | rand_err pred 0.80 step 0.61 | frozen_err pred 0.77 step 0.55
39
+ 19:42:01 step 350/600 (0.09 s/step) | free pred 0.84 step 0.62 | content pred 0.85 step 0.67 | vel pred 0.84 step 0.63 | ring_pred pred 0.87 step 0.64 | yoked_pred pred 0.87 step 0.64 | ring_err pred 0.83 step 0.61 | yoked_err pred 0.82 step 0.60 | shuf_err pred 0.82 step 0.60 | rand_err pred 0.85 step 0.63 | frozen_err pred 0.79 step 0.59
40
+ 19:42:06 step 400/600 (0.09 s/step) | free pred 0.87 step 0.84 | content pred 0.88 step 0.86 | vel pred 0.87 step 0.85 | ring_pred pred 0.90 step 0.86 | yoked_pred pred 0.90 step 0.87 | ring_err pred 0.83 step 0.80 | yoked_err pred 0.83 step 0.78 | shuf_err pred 0.83 step 0.78 | rand_err pred 0.87 step 0.85 | frozen_err pred 0.79 step 0.79
41
+ 19:42:10 step 450/600 (0.09 s/step) | free pred 0.89 step 0.87 | content pred 0.90 step 0.89 | vel pred 0.88 step 0.90 | ring_pred pred 0.90 step 0.88 | yoked_pred pred 0.90 step 0.87 | ring_err pred 0.88 step 0.86 | yoked_err pred 0.88 step 0.87 | shuf_err pred 0.88 step 0.85 | rand_err pred 0.89 step 0.87 | frozen_err pred 0.83 step 0.83
42
+ 19:42:15 step 500/600 (0.09 s/step) | free pred 0.87 step 0.78 | content pred 0.89 step 0.85 | vel pred 0.87 step 0.78 | ring_pred pred 0.90 step 0.84 | yoked_pred pred 0.89 step 0.84 | ring_err pred 0.85 step 0.74 | yoked_err pred 0.84 step 0.74 | shuf_err pred 0.85 step 0.77 | rand_err pred 0.88 step 0.78 | frozen_err pred 0.77 step 0.76
43
+ 19:42:20 step 550/600 (0.09 s/step) | free pred 0.73 step 0.68 | content pred 0.74 step 0.71 | vel pred 0.74 step 0.69 | ring_pred pred 0.75 step 0.68 | yoked_pred pred 0.75 step 0.69 | ring_err pred 0.73 step 0.65 | yoked_err pred 0.72 step 0.66 | shuf_err pred 0.74 step 0.68 | rand_err pred 0.74 step 0.68 | frozen_err pred 0.59 step 0.67
44
+ 19:42:26 step 600/600 (0.09 s/step) | free pred 0.87 step 0.80 | content pred 0.87 step 0.82 | vel pred 0.87 step 0.84 | ring_pred pred 0.88 step 0.83 | yoked_pred pred 0.88 step 0.83 | ring_err pred 0.85 step 0.79 | yoked_err pred 0.85 step 0.79 | shuf_err pred 0.86 step 0.79 | rand_err pred 0.86 step 0.80 | frozen_err pred 0.75 step 0.79
45
+ 19:42:29 saved /workspace/runs/ring/qwen3-4b/gains/g0.025/s0_16 in 60 s
46
+ 19:42:38 Qwen/Qwen3-4B: d 2560, 36 layers, inject at 18, read at 25 | 26285 atoms | 160 minds | cuda
47
+ 19:42:40 calibrated in 2 s: residual norm at injection 56.0 | typical content 3.88
48
+ 19:42:44 step 50/600 (0.13 s/step) | free pred 0.83 step 0.80 | content pred 0.85 step 0.86 | vel pred 0.85 step 0.83 | ring_pred pred 0.86 step 0.85 | yoked_pred pred 0.85 step 0.85 | ring_err pred 0.81 step 0.78 | yoked_err pred 0.81 step 0.78 | shuf_err pred 0.81 step 0.79 | rand_err pred 0.82 step 0.78 | frozen_err pred 0.80 step 0.78
49
+ 19:42:48 step 100/600 (0.11 s/step) | free pred 0.85 step 0.84 | content pred 0.87 step 0.89 | vel pred 0.86 step 0.85 | ring_pred pred 0.87 step 0.85 | yoked_pred pred 0.86 step 0.84 | ring_err pred 0.82 step 0.79 | yoked_err pred 0.82 step 0.79 | shuf_err pred 0.83 step 0.82 | rand_err pred 0.86 step 0.84 | frozen_err pred 0.83 step 0.79
50
+ 19:42:53 step 150/600 (0.10 s/step) | free pred 0.84 step 0.86 | content pred 0.87 step 0.91 | vel pred 0.86 step 0.87 | ring_pred pred 0.88 step 0.88 | yoked_pred pred 0.88 step 0.87 | ring_err pred 0.85 step 0.87 | yoked_err pred 0.85 step 0.87 | shuf_err pred 0.84 step 0.84 | rand_err pred 0.85 step 0.84 | frozen_err pred 0.84 step 0.88
51
+ 19:42:57 step 200/600 (0.10 s/step) | free pred 0.83 step 0.86 | content pred 0.84 step 0.89 | vel pred 0.82 step 0.86 | ring_pred pred 0.86 step 0.87 | yoked_pred pred 0.85 step 0.87 | ring_err pred 0.81 step 0.86 | yoked_err pred 0.82 step 0.86 | shuf_err pred 0.82 step 0.84 | rand_err pred 0.84 step 0.86 | frozen_err pred 0.81 step 0.85
52
+ 19:43:01 step 250/600 (0.09 s/step) | free pred 0.81 step 0.71 | content pred 0.81 step 0.77 | vel pred 0.78 step 0.70 | ring_pred pred 0.83 step 0.73 | yoked_pred pred 0.84 step 0.72 | ring_err pred 0.74 step 0.68 | yoked_err pred 0.75 step 0.68 | shuf_err pred 0.78 step 0.66 | rand_err pred 0.79 step 0.68 | frozen_err pred 0.74 step 0.68
53
+ 19:43:05 step 300/600 (0.09 s/step) | free pred 0.84 step 0.68 | content pred 0.86 step 0.74 | vel pred 0.82 step 0.67 | ring_pred pred 0.88 step 0.73 | yoked_pred pred 0.89 step 0.74 | ring_err pred 0.76 step 0.59 | yoked_err pred 0.77 step 0.60 | shuf_err pred 0.80 step 0.64 | rand_err pred 0.84 step 0.67 | frozen_err pred 0.74 step 0.60
54
+ 19:43:10 step 350/600 (0.09 s/step) | free pred 0.85 step 0.70 | content pred 0.86 step 0.78 | vel pred 0.84 step 0.73 | ring_pred pred 0.91 step 0.74 | yoked_pred pred 0.90 step 0.74 | ring_err pred 0.82 step 0.66 | yoked_err pred 0.83 step 0.65 | shuf_err pred 0.81 step 0.68 | rand_err pred 0.85 step 0.70 | frozen_err pred 0.75 step 0.67
55
+ 19:43:14 step 400/600 (0.09 s/step) | free pred 0.91 step 0.89 | content pred 0.92 step 0.93 | vel pred 0.88 step 0.90 | ring_pred pred 0.93 step 0.93 | yoked_pred pred 0.93 step 0.94 | ring_err pred 0.85 step 0.84 | yoked_err pred 0.85 step 0.84 | shuf_err pred 0.87 step 0.86 | rand_err pred 0.91 step 0.89 | frozen_err pred 0.79 step 0.85
56
+ 19:43:19 step 450/600 (0.09 s/step) | free pred 0.90 step 0.89 | content pred 0.90 step 0.93 | vel pred 0.89 step 0.93 | ring_pred pred 0.92 step 0.93 | yoked_pred pred 0.92 step 0.92 | ring_err pred 0.88 step 0.90 | yoked_err pred 0.87 step 0.89 | shuf_err pred 0.87 step 0.87 | rand_err pred 0.90 step 0.90 | frozen_err pred 0.81 step 0.88
57
+ 19:43:24 step 500/600 (0.09 s/step) | free pred 0.89 step 0.87 | content pred 0.90 step 0.89 | vel pred 0.88 step 0.86 | ring_pred pred 0.90 step 0.88 | yoked_pred pred 0.90 step 0.88 | ring_err pred 0.84 step 0.78 | yoked_err pred 0.85 step 0.79 | shuf_err pred 0.86 step 0.81 | rand_err pred 0.89 step 0.85 | frozen_err pred 0.76 step 0.82
58
+ 19:43:29 step 550/600 (0.09 s/step) | free pred 0.75 step 0.71 | content pred 0.79 step 0.75 | vel pred 0.76 step 0.74 | ring_pred pred 0.79 step 0.76 | yoked_pred pred 0.80 step 0.76 | ring_err pred 0.72 step 0.68 | yoked_err pred 0.72 step 0.66 | shuf_err pred 0.75 step 0.70 | rand_err pred 0.75 step 0.71 | frozen_err pred 0.57 step 0.69
59
+ 19:43:34 step 600/600 (0.09 s/step) | free pred 0.88 step 0.84 | content pred 0.90 step 0.88 | vel pred 0.88 step 0.84 | ring_pred pred 0.91 step 0.87 | yoked_pred pred 0.91 step 0.88 | ring_err pred 0.85 step 0.81 | yoked_err pred 0.85 step 0.82 | shuf_err pred 0.85 step 0.81 | rand_err pred 0.87 step 0.84 | frozen_err pred 0.76 step 0.82
60
+ 19:43:38 saved /workspace/runs/ring/qwen3-4b/gains/g0.05/s0_16 in 60 s
61
+ 19:43:46 Qwen/Qwen3-4B: d 2560, 36 layers, inject at 18, read at 25 | 26285 atoms | 160 minds | cuda
62
+ 19:43:48 calibrated in 2 s: residual norm at injection 56.0 | typical content 3.88
63
+ 19:43:52 step 50/600 (0.13 s/step) | free pred 0.93 step 0.93 | content pred 0.96 step 0.97 | vel pred 0.91 step 0.92 | ring_pred pred 0.96 step 0.97 | yoked_pred pred 0.95 step 0.96 | ring_err pred 0.88 step 0.90 | yoked_err pred 0.86 step 0.88 | shuf_err pred 0.86 step 0.86 | rand_err pred 0.88 step 0.87 | frozen_err pred 0.88 step 0.90
64
+ 19:43:57 step 100/600 (0.11 s/step) | free pred 0.93 step 0.95 | content pred 0.96 step 0.97 | vel pred 0.90 step 0.92 | ring_pred pred 0.96 step 0.97 | yoked_pred pred 0.95 step 0.96 | ring_err pred 0.86 step 0.91 | yoked_err pred 0.84 step 0.90 | shuf_err pred 0.83 step 0.89 | rand_err pred 0.90 step 0.92 | frozen_err pred 0.87 step 0.92
65
+ 19:44:01 step 150/600 (0.10 s/step) | free pred 0.95 step 0.98 | content pred 0.98 step 1.00 | vel pred 0.91 step 0.93 | ring_pred pred 0.97 step 0.99 | yoked_pred pred 0.97 step 0.98 | ring_err pred 0.83 step 0.93 | yoked_err pred 0.85 step 0.93 | shuf_err pred 0.87 step 0.91 | rand_err pred 0.93 step 0.96 | frozen_err pred 0.85 step 0.94
66
+ 19:44:05 step 200/600 (0.10 s/step) | free pred 0.93 step 0.96 | content pred 0.95 step 0.98 | vel pred 0.87 step 0.90 | ring_pred pred 0.96 step 0.99 | yoked_pred pred 0.96 step 0.99 | ring_err pred 0.77 step 0.92 | yoked_err pred 0.76 step 0.92 | shuf_err pred 0.80 step 0.88 | rand_err pred 0.92 step 0.94 | frozen_err pred 0.78 step 0.93
67
+ 19:44:09 step 250/600 (0.09 s/step) | free pred 0.90 step 0.92 | content pred 0.96 step 0.98 | vel pred 0.84 step 0.88 | ring_pred pred 0.97 step 0.98 | yoked_pred pred 0.97 step 0.97 | ring_err pred 0.71 step 0.84 | yoked_err pred 0.75 step 0.85 | shuf_err pred 0.81 step 0.85 | rand_err pred 0.86 step 0.88 | frozen_err pred 0.67 step 0.83
68
+ 19:44:14 step 300/600 (0.09 s/step) | free pred 0.92 step 0.92 | content pred 0.96 step 0.97 | vel pred 0.85 step 0.85 | ring_pred pred 0.96 step 0.95 | yoked_pred pred 0.96 step 0.95 | ring_err pred 0.69 step 0.80 | yoked_err pred 0.76 step 0.85 | shuf_err pred 0.79 step 0.83 | rand_err pred 0.90 step 0.88 | frozen_err pred 0.70 step 0.84
69
+ 19:44:18 step 350/600 (0.09 s/step) | free pred 0.94 step 0.92 | content pred 0.97 step 0.97 | vel pred 0.88 step 0.90 | ring_pred pred 0.97 step 0.96 | yoked_pred pred 0.96 step 0.95 | ring_err pred 0.74 step 0.87 | yoked_err pred 0.79 step 0.88 | shuf_err pred 0.81 step 0.86 | rand_err pred 0.90 step 0.89 | frozen_err pred 0.66 step 0.91
70
+ 19:44:23 step 400/600 (0.09 s/step) | free pred 0.97 step 0.99 | content pred 0.99 step 0.99 | vel pred 0.91 step 0.94 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 0.99 step 0.99 | ring_err pred 0.79 step 0.95 | yoked_err pred 0.84 step 0.96 | shuf_err pred 0.84 step 0.92 | rand_err pred 0.95 step 0.97 | frozen_err pred 0.65 step 0.97
71
+ 19:44:27 step 450/600 (0.09 s/step) | free pred 0.95 step 0.98 | content pred 0.98 step 0.99 | vel pred 0.88 step 0.93 | ring_pred pred 0.98 step 0.99 | yoked_pred pred 0.98 step 0.99 | ring_err pred 0.76 step 0.96 | yoked_err pred 0.81 step 0.97 | shuf_err pred 0.82 step 0.93 | rand_err pred 0.93 step 0.96 | frozen_err pred 0.68 step 0.97
72
+ 19:44:32 step 500/600 (0.09 s/step) | free pred 0.94 step 0.96 | content pred 0.97 step 0.99 | vel pred 0.90 step 0.93 | ring_pred pred 0.96 step 0.98 | yoked_pred pred 0.96 step 0.97 | ring_err pred 0.79 step 0.91 | yoked_err pred 0.84 step 0.92 | shuf_err pred 0.86 step 0.89 | rand_err pred 0.92 step 0.94 | frozen_err pred 0.65 step 0.92
73
+ 19:44:37 step 550/600 (0.09 s/step) | free pred 0.86 step 0.84 | content pred 0.92 step 0.92 | vel pred 0.85 step 0.86 | ring_pred pred 0.93 step 0.92 | yoked_pred pred 0.93 step 0.92 | ring_err pred 0.73 step 0.77 | yoked_err pred 0.76 step 0.82 | shuf_err pred 0.82 step 0.83 | rand_err pred 0.87 step 0.85 | frozen_err pred 0.62 step 0.85
74
+ 19:44:43 step 600/600 (0.09 s/step) | free pred 0.93 step 0.94 | content pred 0.97 step 0.98 | vel pred 0.89 step 0.91 | ring_pred pred 0.97 step 0.98 | yoked_pred pred 0.98 step 0.98 | ring_err pred 0.78 step 0.89 | yoked_err pred 0.86 step 0.94 | shuf_err pred 0.86 step 0.90 | rand_err pred 0.93 step 0.93 | frozen_err pred 0.68 step 0.96
75
+ 19:44:46 saved /workspace/runs/ring/qwen3-4b/gains/g0.2/s0_16 in 60 s
76
+ 19:44:54 Qwen/Qwen3-4B: d 2560, 36 layers, inject at 18, read at 25 | 26285 atoms | 160 minds | cuda
77
+ 19:44:56 calibrated in 2 s: residual norm at injection 56.0 | typical content 3.88
78
+ 19:45:01 step 50/600 (0.13 s/step) | free pred 0.98 step 0.98 | content pred 0.99 step 0.99 | vel pred 0.93 step 0.93 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 0.99 step 0.99 | ring_err pred 0.91 step 0.93 | yoked_err pred 0.88 step 0.90 | shuf_err pred 0.85 step 0.85 | rand_err pred 0.93 step 0.93 | frozen_err pred 0.91 step 0.93
79
+ 19:45:05 step 100/600 (0.11 s/step) | free pred 0.97 step 0.98 | content pred 1.00 step 1.00 | vel pred 0.91 step 0.94 | ring_pred pred 0.99 step 1.00 | yoked_pred pred 0.99 step 0.99 | ring_err pred 0.84 step 0.91 | yoked_err pred 0.82 step 0.89 | shuf_err pred 0.86 step 0.90 | rand_err pred 0.93 step 0.94 | frozen_err pred 0.85 step 0.90
80
+ 19:45:09 step 150/600 (0.10 s/step) | free pred 0.98 step 0.99 | content pred 1.00 step 1.00 | vel pred 0.93 step 0.97 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 0.99 step 1.00 | ring_err pred 0.83 step 0.94 | yoked_err pred 0.85 step 0.93 | shuf_err pred 0.88 step 0.91 | rand_err pred 0.95 step 0.96 | frozen_err pred 0.85 step 0.95
81
+ 19:45:13 step 200/600 (0.09 s/step) | free pred 0.96 step 0.98 | content pred 0.99 step 0.99 | vel pred 0.84 step 0.88 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 0.98 step 0.99 | ring_err pred 0.80 step 0.93 | yoked_err pred 0.81 step 0.92 | shuf_err pred 0.82 step 0.89 | rand_err pred 0.91 step 0.94 | frozen_err pred 0.81 step 0.92
82
+ 19:45:18 step 250/600 (0.09 s/step) | free pred 0.97 step 0.99 | content pred 0.98 step 1.00 | vel pred 0.88 step 0.95 | ring_pred pred 0.99 step 1.00 | yoked_pred pred 0.98 step 0.99 | ring_err pred 0.75 step 0.91 | yoked_err pred 0.81 step 0.92 | shuf_err pred 0.82 step 0.90 | rand_err pred 0.93 step 0.96 | frozen_err pred 0.76 step 0.92
83
+ 19:45:22 step 300/600 (0.09 s/step) | free pred 0.97 step 0.97 | content pred 0.99 step 1.00 | vel pred 0.90 step 0.95 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 0.99 step 1.00 | ring_err pred 0.77 step 0.93 | yoked_err pred 0.83 step 0.93 | shuf_err pred 0.83 step 0.89 | rand_err pred 0.91 step 0.92 | frozen_err pred 0.78 step 0.92
84
+ 19:45:26 step 350/600 (0.09 s/step) | free pred 0.98 step 0.98 | content pred 1.00 step 1.00 | vel pred 0.89 step 0.94 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 0.99 step 0.99 | ring_err pred 0.78 step 0.94 | yoked_err pred 0.87 step 0.95 | shuf_err pred 0.82 step 0.89 | rand_err pred 0.94 step 0.95 | frozen_err pred 0.67 step 0.98
85
+ 19:45:31 step 400/600 (0.09 s/step) | free pred 0.99 step 0.99 | content pred 1.00 step 1.00 | vel pred 0.91 step 0.95 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 0.99 step 1.00 | ring_err pred 0.80 step 0.96 | yoked_err pred 0.89 step 0.96 | shuf_err pred 0.88 step 0.92 | rand_err pred 0.96 step 0.97 | frozen_err pred 0.67 step 0.99
86
+ 19:45:35 step 450/600 (0.09 s/step) | free pred 0.98 step 0.99 | content pred 0.99 step 1.00 | vel pred 0.89 step 0.95 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 0.99 step 1.00 | ring_err pred 0.76 step 0.95 | yoked_err pred 0.88 step 0.97 | shuf_err pred 0.84 step 0.93 | rand_err pred 0.95 step 0.97 | frozen_err pred 0.66 step 0.99
87
+ 19:45:40 step 500/600 (0.09 s/step) | free pred 0.99 step 0.99 | content pred 1.00 step 1.00 | vel pred 0.89 step 0.95 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.74 step 0.94 | yoked_err pred 0.90 step 0.96 | shuf_err pred 0.85 step 0.91 | rand_err pred 0.96 step 0.97 | frozen_err pred 0.67 step 0.99
88
+ 19:45:45 step 550/600 (0.09 s/step) | free pred 0.96 step 0.97 | content pred 0.99 step 0.99 | vel pred 0.88 step 0.91 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 0.99 step 0.99 | ring_err pred 0.74 step 0.90 | yoked_err pred 0.89 step 0.94 | shuf_err pred 0.83 step 0.89 | rand_err pred 0.93 step 0.93 | frozen_err pred 0.64 step 0.96
89
+ 19:45:51 step 600/600 (0.09 s/step) | free pred 0.99 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.91 step 0.95 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.77 step 0.94 | yoked_err pred 0.91 step 0.97 | shuf_err pred 0.84 step 0.92 | rand_err pred 0.96 step 0.97 | frozen_err pred 0.66 step 0.98
90
+ 19:45:54 saved /workspace/runs/ring/qwen3-4b/gains/g0.4/s0_16 in 60 s
qwen3-8b/log.txt CHANGED
@@ -43,3 +43,63 @@
43
  19:15:38 step 550/600 (0.09 s/step) | free pred 0.93 step 0.83 | content pred 0.93 step 0.86 | vel pred 0.93 step 0.81 | ring_pred pred 0.95 step 0.86 | yoked_pred pred 0.95 step 0.86 | ring_err pred 0.90 step 0.82 | yoked_err pred 0.90 step 0.81 | shuf_err pred 0.90 step 0.76 | rand_err pred 0.92 step 0.82 | frozen_err pred 0.84 step 0.76
44
  19:15:43 step 600/600 (0.09 s/step) | free pred 0.94 step 0.92 | content pred 0.94 step 0.96 | vel pred 0.93 step 0.92 | ring_pred pred 0.95 step 0.94 | yoked_pred pred 0.95 step 0.94 | ring_err pred 0.93 step 0.89 | yoked_err pred 0.92 step 0.89 | shuf_err pred 0.92 step 0.89 | rand_err pred 0.94 step 0.92 | frozen_err pred 0.85 step 0.88
45
  19:15:47 saved /workspace/runs/ring/qwen3-8b/main/s12_12 in 59 s
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
43
  19:15:38 step 550/600 (0.09 s/step) | free pred 0.93 step 0.83 | content pred 0.93 step 0.86 | vel pred 0.93 step 0.81 | ring_pred pred 0.95 step 0.86 | yoked_pred pred 0.95 step 0.86 | ring_err pred 0.90 step 0.82 | yoked_err pred 0.90 step 0.81 | shuf_err pred 0.90 step 0.76 | rand_err pred 0.92 step 0.82 | frozen_err pred 0.84 step 0.76
44
  19:15:43 step 600/600 (0.09 s/step) | free pred 0.94 step 0.92 | content pred 0.94 step 0.96 | vel pred 0.93 step 0.92 | ring_pred pred 0.95 step 0.94 | yoked_pred pred 0.95 step 0.94 | ring_err pred 0.93 step 0.89 | yoked_err pred 0.92 step 0.89 | shuf_err pred 0.92 step 0.89 | rand_err pred 0.94 step 0.92 | frozen_err pred 0.85 step 0.88
45
  19:15:47 saved /workspace/runs/ring/qwen3-8b/main/s12_12 in 59 s
46
+ 19:50:19 Qwen/Qwen3-8B: d 4096, 36 layers, inject at 18, read at 25 | 26337 atoms | 160 minds | cuda
47
+ 19:50:21 calibrated in 3 s: residual norm at injection 90.8 | typical content 4.89
48
+ 19:50:26 step 50/600 (0.15 s/step) | free pred 0.74 step 0.70 | content pred 0.77 step 0.72 | vel pred 0.76 step 0.71 | ring_pred pred 0.75 step 0.72 | yoked_pred pred 0.75 step 0.72 | ring_err pred 0.74 step 0.69 | yoked_err pred 0.74 step 0.70 | shuf_err pred 0.73 step 0.69 | rand_err pred 0.74 step 0.71 | frozen_err pred 0.75 step 0.69
49
+ 19:50:31 step 100/600 (0.12 s/step) | free pred 0.82 step 0.74 | content pred 0.84 step 0.78 | vel pred 0.84 step 0.75 | ring_pred pred 0.85 step 0.75 | yoked_pred pred 0.84 step 0.74 | ring_err pred 0.81 step 0.70 | yoked_err pred 0.81 step 0.71 | shuf_err pred 0.82 step 0.74 | rand_err pred 0.83 step 0.73 | frozen_err pred 0.80 step 0.70
50
+ 19:50:36 step 150/600 (0.11 s/step) | free pred 0.81 step 0.74 | content pred 0.81 step 0.76 | vel pred 0.82 step 0.76 | ring_pred pred 0.83 step 0.74 | yoked_pred pred 0.83 step 0.75 | ring_err pred 0.80 step 0.73 | yoked_err pred 0.80 step 0.74 | shuf_err pred 0.81 step 0.72 | rand_err pred 0.81 step 0.75 | frozen_err pred 0.81 step 0.74
51
+ 19:50:40 step 200/600 (0.11 s/step) | free pred 0.88 step 0.87 | content pred 0.89 step 0.88 | vel pred 0.89 step 0.88 | ring_pred pred 0.90 step 0.88 | yoked_pred pred 0.90 step 0.88 | ring_err pred 0.88 step 0.87 | yoked_err pred 0.88 step 0.86 | shuf_err pred 0.88 step 0.85 | rand_err pred 0.88 step 0.88 | frozen_err pred 0.88 step 0.86
52
+ 19:50:45 step 250/600 (0.11 s/step) | free pred 0.84 step 0.75 | content pred 0.85 step 0.80 | vel pred 0.84 step 0.75 | ring_pred pred 0.87 step 0.78 | yoked_pred pred 0.86 step 0.77 | ring_err pred 0.81 step 0.73 | yoked_err pred 0.81 step 0.73 | shuf_err pred 0.84 step 0.74 | rand_err pred 0.83 step 0.75 | frozen_err pred 0.82 step 0.73
53
+ 19:50:50 step 300/600 (0.11 s/step) | free pred 0.91 step 0.81 | content pred 0.92 step 0.84 | vel pred 0.91 step 0.83 | ring_pred pred 0.91 step 0.82 | yoked_pred pred 0.91 step 0.82 | ring_err pred 0.89 step 0.79 | yoked_err pred 0.89 step 0.79 | shuf_err pred 0.90 step 0.80 | rand_err pred 0.90 step 0.81 | frozen_err pred 0.90 step 0.79
54
+ 19:50:56 step 350/600 (0.11 s/step) | free pred 0.93 step 0.88 | content pred 0.93 step 0.89 | vel pred 0.93 step 0.87 | ring_pred pred 0.93 step 0.88 | yoked_pred pred 0.93 step 0.88 | ring_err pred 0.92 step 0.87 | yoked_err pred 0.93 step 0.88 | shuf_err pred 0.93 step 0.86 | rand_err pred 0.93 step 0.88 | frozen_err pred 0.91 step 0.87
55
+ 19:51:01 step 400/600 (0.11 s/step) | free pred 0.92 step 0.86 | content pred 0.92 step 0.88 | vel pred 0.91 step 0.88 | ring_pred pred 0.92 step 0.87 | yoked_pred pred 0.92 step 0.87 | ring_err pred 0.90 step 0.86 | yoked_err pred 0.90 step 0.85 | shuf_err pred 0.90 step 0.85 | rand_err pred 0.91 step 0.86 | frozen_err pred 0.87 step 0.85
56
+ 19:51:07 step 450/600 (0.11 s/step) | free pred 0.92 step 0.89 | content pred 0.92 step 0.91 | vel pred 0.92 step 0.89 | ring_pred pred 0.92 step 0.89 | yoked_pred pred 0.93 step 0.89 | ring_err pred 0.91 step 0.88 | yoked_err pred 0.91 step 0.88 | shuf_err pred 0.91 step 0.89 | rand_err pred 0.92 step 0.89 | frozen_err pred 0.86 step 0.89
57
+ 19:51:13 step 500/600 (0.11 s/step) | free pred 0.76 step 0.31 | content pred 0.75 step 0.32 | vel pred 0.75 step 0.31 | ring_pred pred 0.76 step 0.31 | yoked_pred pred 0.76 step 0.31 | ring_err pred 0.76 step 0.29 | yoked_err pred 0.75 step 0.29 | shuf_err pred 0.74 step 0.29 | rand_err pred 0.78 step 0.31 | frozen_err pred 0.79 step 0.30
58
+ 19:51:19 step 550/600 (0.11 s/step) | free pred 0.91 step 0.78 | content pred 0.92 step 0.77 | vel pred 0.91 step 0.77 | ring_pred pred 0.92 step 0.80 | yoked_pred pred 0.92 step 0.80 | ring_err pred 0.92 step 0.78 | yoked_err pred 0.92 step 0.78 | shuf_err pred 0.91 step 0.76 | rand_err pred 0.92 step 0.77 | frozen_err pred 0.86 step 0.78
59
+ 19:51:25 step 600/600 (0.11 s/step) | free pred 0.94 step 0.83 | content pred 0.94 step 0.86 | vel pred 0.94 step 0.84 | ring_pred pred 0.94 step 0.85 | yoked_pred pred 0.94 step 0.85 | ring_err pred 0.93 step 0.83 | yoked_err pred 0.94 step 0.83 | shuf_err pred 0.93 step 0.83 | rand_err pred 0.94 step 0.83 | frozen_err pred 0.88 step 0.83
60
+ 19:51:29 saved /workspace/runs/ring/qwen3-8b/gains/g0.0125/s0_16 in 71 s
61
+ 19:51:39 Qwen/Qwen3-8B: d 4096, 36 layers, inject at 18, read at 25 | 26337 atoms | 160 minds | cuda
62
+ 19:51:42 calibrated in 3 s: residual norm at injection 90.8 | typical content 4.89
63
+ 19:51:47 step 50/600 (0.15 s/step) | free pred 0.77 step 0.74 | content pred 0.80 step 0.77 | vel pred 0.78 step 0.73 | ring_pred pred 0.81 step 0.78 | yoked_pred pred 0.80 step 0.76 | ring_err pred 0.76 step 0.70 | yoked_err pred 0.75 step 0.70 | shuf_err pred 0.76 step 0.72 | rand_err pred 0.77 step 0.72 | frozen_err pred 0.76 step 0.70
64
+ 19:51:52 step 100/600 (0.12 s/step) | free pred 0.83 step 0.79 | content pred 0.85 step 0.85 | vel pred 0.85 step 0.79 | ring_pred pred 0.85 step 0.79 | yoked_pred pred 0.85 step 0.80 | ring_err pred 0.80 step 0.75 | yoked_err pred 0.81 step 0.76 | shuf_err pred 0.82 step 0.78 | rand_err pred 0.82 step 0.77 | frozen_err pred 0.80 step 0.75
65
+ 19:51:57 step 150/600 (0.11 s/step) | free pred 0.81 step 0.77 | content pred 0.83 step 0.81 | vel pred 0.82 step 0.77 | ring_pred pred 0.85 step 0.79 | yoked_pred pred 0.84 step 0.77 | ring_err pred 0.81 step 0.76 | yoked_err pred 0.80 step 0.76 | shuf_err pred 0.80 step 0.75 | rand_err pred 0.82 step 0.78 | frozen_err pred 0.79 step 0.75
66
+ 19:52:02 step 200/600 (0.11 s/step) | free pred 0.90 step 0.89 | content pred 0.91 step 0.90 | vel pred 0.88 step 0.89 | ring_pred pred 0.91 step 0.90 | yoked_pred pred 0.91 step 0.90 | ring_err pred 0.87 step 0.87 | yoked_err pred 0.87 step 0.87 | shuf_err pred 0.88 step 0.87 | rand_err pred 0.90 step 0.88 | frozen_err pred 0.86 step 0.86
67
+ 19:52:06 step 250/600 (0.11 s/step) | free pred 0.84 step 0.78 | content pred 0.87 step 0.85 | vel pred 0.85 step 0.81 | ring_pred pred 0.88 step 0.81 | yoked_pred pred 0.87 step 0.80 | ring_err pred 0.81 step 0.76 | yoked_err pred 0.81 step 0.76 | shuf_err pred 0.82 step 0.76 | rand_err pred 0.84 step 0.78 | frozen_err pred 0.80 step 0.76
68
+ 19:52:12 step 300/600 (0.11 s/step) | free pred 0.91 step 0.84 | content pred 0.92 step 0.87 | vel pred 0.92 step 0.87 | ring_pred pred 0.93 step 0.87 | yoked_pred pred 0.92 step 0.87 | ring_err pred 0.89 step 0.81 | yoked_err pred 0.90 step 0.82 | shuf_err pred 0.90 step 0.83 | rand_err pred 0.91 step 0.84 | frozen_err pred 0.90 step 0.81
69
+ 19:52:17 step 350/600 (0.11 s/step) | free pred 0.94 step 0.88 | content pred 0.94 step 0.91 | vel pred 0.94 step 0.90 | ring_pred pred 0.95 step 0.91 | yoked_pred pred 0.95 step 0.90 | ring_err pred 0.93 step 0.88 | yoked_err pred 0.92 step 0.87 | shuf_err pred 0.93 step 0.87 | rand_err pred 0.93 step 0.89 | frozen_err pred 0.91 step 0.86
70
+ 19:52:22 step 400/600 (0.11 s/step) | free pred 0.93 step 0.89 | content pred 0.93 step 0.93 | vel pred 0.92 step 0.90 | ring_pred pred 0.94 step 0.90 | yoked_pred pred 0.93 step 0.90 | ring_err pred 0.91 step 0.87 | yoked_err pred 0.90 step 0.87 | shuf_err pred 0.91 step 0.88 | rand_err pred 0.93 step 0.90 | frozen_err pred 0.87 step 0.88
71
+ 19:52:28 step 450/600 (0.11 s/step) | free pred 0.92 step 0.92 | content pred 0.93 step 0.94 | vel pred 0.91 step 0.91 | ring_pred pred 0.94 step 0.92 | yoked_pred pred 0.94 step 0.92 | ring_err pred 0.91 step 0.90 | yoked_err pred 0.90 step 0.90 | shuf_err pred 0.92 step 0.91 | rand_err pred 0.92 step 0.91 | frozen_err pred 0.85 step 0.91
72
+ 19:52:34 step 500/600 (0.11 s/step) | free pred 0.79 step 0.33 | content pred 0.77 step 0.35 | vel pred 0.74 step 0.34 | ring_pred pred 0.80 step 0.34 | yoked_pred pred 0.79 step 0.34 | ring_err pred 0.77 step 0.31 | yoked_err pred 0.78 step 0.30 | shuf_err pred 0.74 step 0.32 | rand_err pred 0.76 step 0.32 | frozen_err pred 0.76 step 0.31
73
+ 19:52:40 step 550/600 (0.11 s/step) | free pred 0.92 step 0.79 | content pred 0.93 step 0.81 | vel pred 0.92 step 0.77 | ring_pred pred 0.93 step 0.84 | yoked_pred pred 0.93 step 0.83 | ring_err pred 0.91 step 0.79 | yoked_err pred 0.92 step 0.79 | shuf_err pred 0.91 step 0.76 | rand_err pred 0.92 step 0.79 | frozen_err pred 0.86 step 0.77
74
+ 19:52:47 step 600/600 (0.11 s/step) | free pred 0.94 step 0.86 | content pred 0.94 step 0.91 | vel pred 0.94 step 0.87 | ring_pred pred 0.95 step 0.88 | yoked_pred pred 0.95 step 0.88 | ring_err pred 0.93 step 0.86 | yoked_err pred 0.94 step 0.85 | shuf_err pred 0.93 step 0.86 | rand_err pred 0.94 step 0.86 | frozen_err pred 0.88 step 0.86
75
+ 19:52:51 saved /workspace/runs/ring/qwen3-8b/gains/g0.025/s0_16 in 71 s
76
+ 19:53:01 Qwen/Qwen3-8B: d 4096, 36 layers, inject at 18, read at 25 | 26337 atoms | 160 minds | cuda
77
+ 19:53:03 calibrated in 3 s: residual norm at injection 90.8 | typical content 4.89
78
+ 19:53:08 step 50/600 (0.15 s/step) | free pred 0.91 step 0.93 | content pred 0.96 step 0.97 | vel pred 0.89 step 0.91 | ring_pred pred 0.96 step 0.97 | yoked_pred pred 0.95 step 0.96 | ring_err pred 0.82 step 0.86 | yoked_err pred 0.80 step 0.83 | shuf_err pred 0.86 step 0.87 | rand_err pred 0.90 step 0.92 | frozen_err pred 0.82 step 0.86
79
+ 19:53:13 step 100/600 (0.12 s/step) | free pred 0.91 step 0.92 | content pred 0.97 step 0.97 | vel pred 0.89 step 0.90 | ring_pred pred 0.97 step 0.96 | yoked_pred pred 0.96 step 0.96 | ring_err pred 0.82 step 0.89 | yoked_err pred 0.81 step 0.87 | shuf_err pred 0.88 step 0.89 | rand_err pred 0.90 step 0.90 | frozen_err pred 0.82 step 0.89
80
+ 19:53:18 step 150/600 (0.11 s/step) | free pred 0.92 step 0.93 | content pred 0.97 step 0.98 | vel pred 0.87 step 0.88 | ring_pred pred 0.96 step 0.96 | yoked_pred pred 0.96 step 0.96 | ring_err pred 0.79 step 0.87 | yoked_err pred 0.79 step 0.85 | shuf_err pred 0.84 step 0.88 | rand_err pred 0.92 step 0.92 | frozen_err pred 0.79 step 0.87
81
+ 19:53:23 step 200/600 (0.11 s/step) | free pred 0.96 step 0.97 | content pred 0.98 step 0.99 | vel pred 0.90 step 0.93 | ring_pred pred 0.98 step 0.98 | yoked_pred pred 0.97 step 0.98 | ring_err pred 0.82 step 0.91 | yoked_err pred 0.82 step 0.90 | shuf_err pred 0.85 step 0.89 | rand_err pred 0.94 step 0.95 | frozen_err pred 0.82 step 0.94
82
+ 19:53:28 step 250/600 (0.11 s/step) | free pred 0.88 step 0.92 | content pred 0.91 step 0.96 | vel pred 0.86 step 0.85 | ring_pred pred 0.95 step 0.92 | yoked_pred pred 0.95 step 0.92 | ring_err pred 0.76 step 0.87 | yoked_err pred 0.78 step 0.88 | shuf_err pred 0.81 step 0.84 | rand_err pred 0.86 step 0.89 | frozen_err pred 0.78 step 0.86
83
+ 19:53:33 step 300/600 (0.11 s/step) | free pred 0.95 step 0.95 | content pred 0.95 step 0.97 | vel pred 0.93 step 0.95 | ring_pred pred 0.98 step 0.98 | yoked_pred pred 0.98 step 0.98 | ring_err pred 0.84 step 0.91 | yoked_err pred 0.86 step 0.91 | shuf_err pred 0.87 step 0.89 | rand_err pred 0.95 step 0.94 | frozen_err pred 0.85 step 0.92
84
+ 19:53:38 step 350/600 (0.11 s/step) | free pred 0.97 step 0.97 | content pred 0.98 step 1.00 | vel pred 0.94 step 0.92 | ring_pred pred 0.98 step 0.98 | yoked_pred pred 0.98 step 0.98 | ring_err pred 0.89 step 0.94 | yoked_err pred 0.90 step 0.94 | shuf_err pred 0.90 step 0.91 | rand_err pred 0.96 step 0.96 | frozen_err pred 0.79 step 0.95
85
+ 19:53:44 step 400/600 (0.11 s/step) | free pred 0.96 step 0.96 | content pred 0.99 step 0.99 | vel pred 0.94 step 0.92 | ring_pred pred 0.98 step 0.98 | yoked_pred pred 0.98 step 0.99 | ring_err pred 0.88 step 0.94 | yoked_err pred 0.89 step 0.94 | shuf_err pred 0.88 step 0.91 | rand_err pred 0.95 step 0.96 | frozen_err pred 0.81 step 0.96
86
+ 19:53:50 step 450/600 (0.11 s/step) | free pred 0.97 step 0.98 | content pred 0.97 step 0.99 | vel pred 0.94 step 0.93 | ring_pred pred 0.98 step 0.99 | yoked_pred pred 0.98 step 0.98 | ring_err pred 0.87 step 0.96 | yoked_err pred 0.88 step 0.95 | shuf_err pred 0.90 step 0.94 | rand_err pred 0.97 step 0.98 | frozen_err pred 0.81 step 0.96
87
+ 19:53:56 step 500/600 (0.11 s/step) | free pred 0.80 step 0.47 | content pred 0.83 step 0.66 | vel pred 0.76 step 0.61 | ring_pred pred 0.90 step 0.52 | yoked_pred pred 0.89 step 0.53 | ring_err pred 0.67 step 0.40 | yoked_err pred 0.67 step 0.40 | shuf_err pred 0.70 step 0.43 | rand_err pred 0.78 step 0.46 | frozen_err pred 0.71 step 0.48
88
+ 19:54:02 step 550/600 (0.11 s/step) | free pred 0.93 step 0.90 | content pred 0.92 step 0.91 | vel pred 0.91 step 0.81 | ring_pred pred 0.97 step 0.93 | yoked_pred pred 0.97 step 0.93 | ring_err pred 0.84 step 0.80 | yoked_err pred 0.84 step 0.80 | shuf_err pred 0.86 step 0.82 | rand_err pred 0.92 step 0.87 | frozen_err pred 0.80 step 0.78
89
+ 19:54:08 step 600/600 (0.11 s/step) | free pred 0.96 step 0.97 | content pred 0.98 step 0.99 | vel pred 0.92 step 0.94 | ring_pred pred 0.98 step 0.99 | yoked_pred pred 0.98 step 0.99 | ring_err pred 0.87 step 0.93 | yoked_err pred 0.90 step 0.94 | shuf_err pred 0.91 step 0.93 | rand_err pred 0.96 step 0.97 | frozen_err pred 0.80 step 0.94
90
+ 19:54:12 saved /workspace/runs/ring/qwen3-8b/gains/g0.1/s0_16 in 71 s
91
+ 19:54:23 Qwen/Qwen3-8B: d 4096, 36 layers, inject at 18, read at 25 | 26337 atoms | 160 minds | cuda
92
+ 19:54:25 calibrated in 3 s: residual norm at injection 90.8 | typical content 4.89
93
+ 19:54:30 step 50/600 (0.15 s/step) | free pred 0.98 step 0.98 | content pred 0.99 step 0.99 | vel pred 0.93 step 0.93 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 0.98 step 0.99 | ring_err pred 0.89 step 0.92 | yoked_err pred 0.88 step 0.91 | shuf_err pred 0.89 step 0.90 | rand_err pred 0.96 step 0.96 | frozen_err pred 0.88 step 0.92
94
+ 19:54:35 step 100/600 (0.12 s/step) | free pred 0.98 step 0.98 | content pred 0.99 step 0.99 | vel pred 0.91 step 0.91 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 0.99 step 0.99 | ring_err pred 0.84 step 0.91 | yoked_err pred 0.83 step 0.90 | shuf_err pred 0.91 step 0.92 | rand_err pred 0.97 step 0.97 | frozen_err pred 0.84 step 0.92
95
+ 19:54:40 step 150/600 (0.12 s/step) | free pred 0.98 step 0.98 | content pred 0.99 step 1.00 | vel pred 0.90 step 0.92 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 0.99 step 0.99 | ring_err pred 0.84 step 0.93 | yoked_err pred 0.83 step 0.92 | shuf_err pred 0.88 step 0.90 | rand_err pred 0.96 step 0.97 | frozen_err pred 0.82 step 0.93
96
+ 19:54:45 step 200/600 (0.11 s/step) | free pred 0.99 step 0.99 | content pred 1.00 step 1.00 | vel pred 0.91 step 0.94 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 0.99 step 1.00 | ring_err pred 0.84 step 0.96 | yoked_err pred 0.85 step 0.95 | shuf_err pred 0.86 step 0.89 | rand_err pred 0.98 step 0.99 | frozen_err pred 0.82 step 0.94
97
+ 19:54:50 step 250/600 (0.11 s/step) | free pred 0.93 step 0.98 | content pred 0.96 step 0.98 | vel pred 0.86 step 0.87 | ring_pred pred 0.98 step 0.99 | yoked_pred pred 0.97 step 0.98 | ring_err pred 0.75 step 0.90 | yoked_err pred 0.75 step 0.91 | shuf_err pred 0.80 step 0.87 | rand_err pred 0.91 step 0.94 | frozen_err pred 0.77 step 0.91
98
+ 19:54:55 step 300/600 (0.11 s/step) | free pred 0.97 step 0.98 | content pred 0.98 step 0.99 | vel pred 0.91 step 0.92 | ring_pred pred 0.99 step 0.99 | yoked_pred pred 0.99 step 0.99 | ring_err pred 0.80 step 0.96 | yoked_err pred 0.82 step 0.95 | shuf_err pred 0.84 step 0.90 | rand_err pred 0.95 step 0.97 | frozen_err pred 0.79 step 0.96
99
+ 19:55:01 step 350/600 (0.11 s/step) | free pred 0.99 step 0.99 | content pred 1.00 step 1.00 | vel pred 0.94 step 0.95 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.82 step 0.96 | yoked_err pred 0.87 step 0.97 | shuf_err pred 0.89 step 0.93 | rand_err pred 0.98 step 0.99 | frozen_err pred 0.68 step 0.99
100
+ 19:55:06 step 400/600 (0.11 s/step) | free pred 0.99 step 0.99 | content pred 1.00 step 1.00 | vel pred 0.93 step 0.94 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.84 step 0.97 | yoked_err pred 0.89 step 0.98 | shuf_err pred 0.89 step 0.93 | rand_err pred 0.99 step 0.99 | frozen_err pred 0.66 step 0.99
101
+ 19:55:12 step 450/600 (0.11 s/step) | free pred 0.98 step 1.00 | content pred 1.00 step 1.00 | vel pred 0.92 step 0.95 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.81 step 0.98 | yoked_err pred 0.88 step 0.98 | shuf_err pred 0.87 step 0.93 | rand_err pred 0.98 step 0.99 | frozen_err pred 0.68 step 0.99
102
+ 19:55:18 step 500/600 (0.11 s/step) | free pred 0.88 step 0.68 | content pred 0.91 step 0.83 | vel pred 0.81 step 0.84 | ring_pred pred 0.96 step 0.75 | yoked_pred pred 0.96 step 0.75 | ring_err pred 0.63 step 0.56 | yoked_err pred 0.62 step 0.58 | shuf_err pred 0.68 step 0.60 | rand_err pred 0.85 step 0.69 | frozen_err pred 0.63 step 0.70
103
+ 19:55:25 step 550/600 (0.11 s/step) | free pred 0.94 step 0.95 | content pred 0.95 step 0.96 | vel pred 0.83 step 0.78 | ring_pred pred 0.99 step 0.98 | yoked_pred pred 0.99 step 0.98 | ring_err pred 0.70 step 0.83 | yoked_err pred 0.74 step 0.85 | shuf_err pred 0.81 step 0.86 | rand_err pred 0.94 step 0.94 | frozen_err pred 0.66 step 0.83
104
+ 19:55:31 step 600/600 (0.11 s/step) | free pred 0.98 step 1.00 | content pred 0.99 step 1.00 | vel pred 0.90 step 0.96 | ring_pred pred 1.00 step 1.00 | yoked_pred pred 1.00 step 1.00 | ring_err pred 0.81 step 0.97 | yoked_err pred 0.87 step 0.98 | shuf_err pred 0.88 step 0.94 | rand_err pred 0.98 step 0.99 | frozen_err pred 0.69 step 0.99
105
+ 19:55:35 saved /workspace/runs/ring/qwen3-8b/gains/g0.2/s0_16 in 72 s