import arm qwen3/head_k16_solo_o0_lamA0.5_4k: anchors (every close), stats, results, log (the second home until the publishing convention is settled; Phil 2026-10-08)

mini-beatrix-3/arm_refit/import/qwen3/head_k16_solo_o0_lamA0.5_4k/closes/close1_heads.pt

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mini-beatrix-3/arm_refit/import/qwen3/head_k16_solo_o0_lamA0.5_4k/closes/close2_heads.pt

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mini-beatrix-3/arm_refit/import/qwen3/head_k16_solo_o0_lamA0.5_4k/closes/close4_heads.pt

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mini-beatrix-3/arm_refit/import/qwen3/head_k16_solo_o0_lamA0.5_4k/frame.pt

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mini-beatrix-3/arm_refit/import/qwen3/head_k16_solo_o0_lamA0.5_4k/manifest.json

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+{
+ "tag": "qimp_head_k16_solo_o0_lamA0.5_4k",
+ "run": "head_k16_solo_o0_lamA0.5_4k",
+ "convention": "qwen3",
+ "member": "s15_qwen_import",
+ "final_anchor": "qimp_head_k16_solo_o0_lamA0.5_4k_close4_s15_qwen_import.safetensors",
+ "closes": [
+  "qimp_head_k16_solo_o0_lamA0.5_4k_close1_s15_qwen_import.safetensors",
+  "qimp_head_k16_solo_o0_lamA0.5_4k_close2_s15_qwen_import.safetensors",
+  "qimp_head_k16_solo_o0_lamA0.5_4k_close3_s15_qwen_import.safetensors",
+  "qimp_head_k16_solo_o0_lamA0.5_4k_close4_s15_qwen_import.safetensors"
+ ],
+ "finished": true,
+ "form": "head",
+ "base": "solo",
+ "steps": 4000,
+ "trunk_step": 245674,
+ "shipped": "2026-10-09 04:56 local",
+ "note": "every close's anchor ships (mids included); the final close's anchor is the run's s15_qwen_import.safetensors"
+}

mini-beatrix-3/arm_refit/import/qwen3/head_k16_solo_o0_lamA0.5_4k/results_close1.json

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"2": 0.7997624707221985, "3": 0.7227420628070831, "4": 0.6923268616199494, "5": 0.6619850504398346, "6": 0.6447226989269257, "7": 0.6415956115722656, "8": 0.6280227398872376, "9": 0.607658964395523, "10": 0.6062286484241486, "11": 0.5923085796833039, "12": 0.5768815708160401, "13": 0.5651397621631622, "14": 0.5595171290636063, "15": 0.5479971754550934, "16": 0.5371334058046341, "17": 0.5245769673585892, "18": 0.5169127225875855, "19": 0.5123837047815323, "20": 0.5088567757606506, "21": 0.5074784958362579, "22": 0.511789990067482, "23": 0.517900362610817, "24": 0.5252665823698044, "25": 0.5369225066900253, "26": 0.5469603645801544, "27": 0.5574021190404892, "28": 0.5685912841558456, "29": 0.5796865940093994, "30": 0.6020644390583039, "31": 0.6098966515064239}}, {"step": 950, "task": 0.6509240126609802, "mse": 0.650924026966095, "cos": 0.6315189029090107, "nce": null, "kl_a": 0.009327145926654339, "kl_off": 0.0003438216689391993, "sites": 1781, "mse_by_block": {"0": 0.8970135176181793, "1": 0.8668416321277619, "2": 0.8538446056842804, "3": 0.7760991656780243, "4": 0.7449785351753235, "5": 0.7147328531742096, "6": 0.6974606609344483, "7": 0.6946389234066009, "8": 0.6814126467704773, "9": 0.6596498286724091, "10": 0.6581987285614014, "11": 0.6445694160461426, "12": 0.6281324064731598, "13": 0.6173250722885132, "14": 0.6116898417472839, "15": 0.5995391321182251, "16": 0.5877990794181823, "17": 0.5746534204483033, "18": 0.5670946377515793, "19": 0.5629412662982941, "20": 0.5591903036832809, "21": 0.5592162990570069, "22": 0.5638523530960083, "23": 0.5692285627126694, "24": 0.5759268981218338, "25": 0.5875151598453522, "26": 0.5980824565887451, "27": 0.608426365852356, "28": 0.6201928722858429, "29": 0.6323347151279449, "30": 0.6563284265995025, "31": 0.6606590795516968}}, {"step": 1000, "task": 0.5965379416942597, "mse": 0.5965379424206912, "cos": 0.6364300262741744, "nce": null, "kl_a": 0.010108149629086256, "kl_off": 0.0003355730342445895, "sites": 1745, "mse_by_block": {"0": 0.8297554814815521, "1": 0.8138791298866273, "2": 0.8012812423706055, "3": 0.7249552881717682, "4": 0.6936116373538971, "5": 0.6623629522323609, "6": 0.6447363078594208, "7": 0.6418968522548676, "8": 0.6274956142902375, "9": 0.6070477759838104, "10": 0.6061387515068054, "11": 0.5912052714824676, "12": 0.575938161611557, "13": 0.5633061635494232, "14": 0.5576594281196594, "15": 0.5460592889785767, "16": 0.5346990251541137, "17": 0.5217861139774322, "18": 0.5137689423561096, "19": 0.5090767407417297, "20": 0.5053784394264221, "21": 0.503793231844902, "22": 0.5078873431682587, "23": 0.5138174802064895, "24": 0.5208846217393875, "25": 0.5324131095409393, "26": 0.5423260653018951, "27": 0.5530399644374847, "28": 0.5641335189342499, "29": 0.5751598179340363, "30": 0.598179988861084, "31": 0.6055404067039489}}], "steps_done": 1000, "train_seconds": 2673.4880452156067}], "heads_init_r2": {"0": 0.16174867038886775, "1": 0.18144206695995468, "2": 0.1927890229606053, "3": 0.2643327188681064, "4": 0.2898854644630974, "5": 0.31631487650151047, "6": 0.33441167279697936, "7": 0.3379067415824464, "8": 0.3511661404191423, "9": 0.3674100345336857, "10": 0.3698958768779591, "11": 0.38247324605916033, "12": 0.3966728499757246, "13": 0.4065470934351664, "14": 0.4123441987804549, "15": 0.4218679545784809, "16": 0.43167765229523336, "17": 0.44459887257609965, "18": 0.45167185191815284, "19": 0.45606631615337834, "20": 0.4580282994030226, "21": 0.4605857607949476, "22": 0.45486411063278753, "23": 0.4467583405571658, "24": 0.437666639944453, "25": 0.423029102042526, "26": 0.4110046290374846, "27": 0.3986201168853457, "28": 0.3853105651575647, "29": 0.3717248056599243, "30": 0.34531985403486165, "31": 0.33428251668799847}, "birth": {"web_delta": 0.0, "parity_armed": 0.0, "parity_masked": 0.0, "n_ref_sites": 13911}, "seconds": 3303.1232511997223, "log": ["[    0.3s] THE JOB: qimp_head_k16_solo_o0_lamA0.5_4k: the Qwen import arm s15_qwen_import (head form; the teacher Qwen3 0.6B base at depth 16) alone on the bare trunk; blocks all; 4000 steps, a close every 1000; lambda 2.0 off-domain, 0.5 on the caption rows; pure Adam lr 0.001; the compiled chain with recompute; card 30.5 GB with 30.4 GB free; host RSS 0.6 GB", "[   16.5s] mini-beatrix-3 @ 245,674: trunk loaded from /workspace/qarm/dl/mini-beatrix-3/checkpoints/step_00245674.safetensors and frozen (376.0M); alephllm 0.10.7 at /workspace/qarm/alephllm/geolip/alephllm; amoe-lora 0.2.11; torch 2.8.0+cu128", "[   17.2s] tokenizer /workspace/qarm/dl/qwen3_tokenizer (gpt2 spelling; vocab 151669; sha256 be75606093db2094): 'a taco truck' -> ['a', '\u0120taco', '\u0120truck']; sites [(1, 6, 7)]", "[   26.4s] the teacher: Qwen3 0.6B base (/workspace/qarm/dl/qwen_3_06b_base.safetensors, sha256 cd2a512003e2f9f3; 28 layers, width 1024; config /workspace/qarm/dl/qwen3_06b); depth 16 = the input of layer 16", "[   26.4s] the read's captions: 512 of each draw of /workspace/qarm/dl/coco_caps_2x2048.json (4,090 captions of both draws kept out of training)", "[   39.0s] caption pack (/workspace/qarm/dl/mini-beatrix-3/caption_pack/pack_v2, train): dff 121,153 rows, scf 42,080 rows, danbooru 603,026 rows, cc12m 1,242,176 rows, coco 19,227 rows; host RSS 4.2 GB", "[   43.4s] read rows draw1: 512 captions (0 unspellable or too long), rows (512, 99), 4,920 sites; Qwen's states at ['16', '28post'] (fp32; final-state size 132.0)", "[   47.4s] read rows draw2: 512 captions (0 unspellable or too long), rows (512, 151), 5,086 sites; Qwen's states at ['16', '28post'] (fp32; final-state size 131.5)", "[   47.5s] streams: web text; partners none (two web rows a quiet chunk); held-out sets ['captions', 'web'] x 8 batches", "[   59.3s] BIRTH: the member attached over the trunk: web rows read exactly as before; the hand-run trunk against the model's forward: armed 0.0e+00, masked 0.0e+00 (gates: 0.0)", "[   70.7s] standardization statistics from 13,911 reference sites on 8 batches (hers per block; Qwen's depth-16 states: size 61.7, sigma range 0.486..5.375); saved /workspace/qarm/out/anchors/qimp_head_k16_solo_o0_lamA0.5_4k_stats.pt", "[  209.1s] THE HEADS (linear, her standardized states -> Qwen's standardized depth-16 states, born as fp64 ridges, 138 s): held-out R2 per block 8: 0.351, 12: 0.397, 16: 0.432, 20: 0.458, 24: 0.438, 28: 0.385, 31: 0.334; 33.6M head parameters; saved /workspace/qarm/out/anchors/qimp_head_k16_solo_o0_lamA0.5_4k_frame.pt", "[  487.4s] CLOSE 0 (step 0): the import read on draw 1 (512 captions, 4,920 sites); per block: her reading against Qwen's final state, masked -> armed / against depth 16 masked -> armed; context (token means removed) masked -> armed", "[  487.4s]    block  8: final 0.426 -> 0.426 / depth 0.496 -> 0.496; context 0.285 -> 0.285; mse 0.866 cos 0.512", "[  487.4s]    block 12: final 0.470 -> 0.470 / depth 0.548 -> 0.548; context 0.331 -> 0.331; mse 0.827 cos 0.546", "[  487.4s]    block 16: final 0.508 -> 0.508 / depth 0.579 -> 0.579; context 0.372 -> 0.372; mse 0.785 cos 0.577", "[  487.4s]    block 18: final 0.514 -> 0.514 / depth 0.581 -> 0.581; context 0.386 -> 0.386; mse 0.762 cos 0.593", "[  487.4s]    block 20: final 0.526 -> 0.526 / depth 0.573 -> 0.573; context 0.399 -> 0.399; mse 0.759 cos 0.595", "[  487.4s]    block 24: final 0.562 -> 0.562 / depth 0.526 -> 0.526; context 0.466 -> 0.466; mse 0.792 cos 0.571", "[  487.4s]    block 28: final 0.540 -> 0.540 / depth 0.452 -> 0.452; context 0.448 -> 0.448; mse 0.852 cos 0.527", "[  487.4s]    block 31: final 0.475 -> 0.475 / depth 0.385 -> 0.385; context 0.385 -> 0.385; mse 0.900 cos 0.494", "[  487.4s]    draw 2 (the repeat), armed against the final state at 12/16/20/24/28: 0.471 / 0.508 / 0.529 / 0.567 / 0.546", "[  487.4s]    I1 the reach: the largest rise over her bare reading +0.000 at block 31 (draw 2 +0.000 at 31) against the bar +.10; I2 the context: +0.000 at block 31 against +.10; bits: captions +0.00000, web +0.00000 against +.012", "[  487.4s]    gate mean 0.047 / widest 0.047; compiled chain: 2 cache entries (limit 256), 0 limit warnings; docs drawn 256 (skipped {'test': 2, 'spelling': 0, 'empty': 0, 'short': 0}); card peak 6.9 GB; host RSS 9.1 GB", "[  487.4s] THE INSTRUMENT CHECK: her bare reading against Qwen's final state on draw 1 (this driver / e038's row): block 8 0.426 / 0.426, block 12 0.470 / 0.470, block 16 0.508 / 0.509, block 20 0.526 / 0.526, block 24 0.562 / 0.562, block 28 0.540 / 0.540; largest difference 0.001", "[  495.1s] step 1/4000: task 0.6398 (mse 0.640 cos 0.603); quiet A 0.00000 off 0.00000; 1,727 sites; 7.67 s/step; the job: 8.3 min spent, about 511.0 min of steps left; card peak 16.1 GB", "[  625.7s] step 50/4000: task 0.6273 (mse 0.627 cos 0.610); quiet A 0.00026 off 0.00021; 1,733 sites; 2.77 s/step; the job: 10.4 min spent, about 182.1 min of steps left; card peak 16.5 GB", "[  758.3s] step 100/4000: task 0.6158 (mse 0.616 cos 0.619); quiet A 0.00031 off 0.00024; 1,740 sites; 2.71 s/step; the job: 12.6 min spent, about 176.0 min of steps left; card peak 16.5 GB", "[  891.9s] step 150/4000: task 0.6094 (mse 0.609 cos 0.624); quiet A 0.00036 off 0.00026; 1,738 sites; 2.70 s/step; the job: 14.9 min spent, about 173.0 min of steps left; card peak 16.5 GB", "[ 1025.4s] step 200/4000: task 0.6108 (mse 0.611 cos 0.623); quiet A 0.00045 off 0.00026; 1,717 sites; 2.69 s/step; the job: 17.1 min spent, about 170.3 min of steps left; card peak 16.5 GB", "[ 1158.3s] step 250/4000: task 0.6036 (mse 0.604 cos 0.628); quiet A 0.00063 off 0.00027; 1,721 sites; 2.68 s/step; the job: 19.3 min spent, about 167.7 min of steps left; card peak 16.5 GB", "[ 1291.9s] step 300/4000: task 0.6169 (mse 0.617 cos 0.620); quiet A 0.00089 off 0.00027; 1,750 sites; 2.68 s/step; the job: 21.5 min spent, about 165.4 min of steps left; card peak 16.5 GB", "[ 1425.7s] step 350/4000: task 0.6125 (mse 0.612 cos 0.623); quiet A 0.00132 off 0.00028; 1,725 sites; 2.68 s/step; the job: 23.8 min spent, about 163.1 min of steps left; card peak 16.5 GB", "[ 1559.9s] step 400/4000: task 0.5999 (mse 0.600 cos 0.631); quiet A 0.00182 off 0.00027; 1,772 sites; 2.68 s/step; the job: 26.0 min spent, about 160.9 min of steps left; card peak 16.5 GB", "[ 1693.3s] step 450/4000: task 0.6049 (mse 0.605 cos 0.628); quiet A 0.00247 off 0.00028; 1,827 sites; 2.68 s/step; the job: 28.2 min spent, about 158.5 min of steps left; card peak 16.5 GB", "[ 1826.5s] step 500/4000: task 0.5969 (mse 0.597 cos 0.632); quiet A 0.00314 off 0.00027; 1,767 sites; 2.68 s/step; the job: 30.4 min spent, about 156.2 min of steps left; card peak 16.5 GB", "[ 1959.8s] step 550/4000: task 0.6923 (mse 0.692 cos 0.631); quiet A 0.00381 off 0.00029; 1,682 sites; 2.68 s/step; the job: 32.7 min spent, about 153.9 min of steps left; card peak 16.5 GB", "[ 2093.4s] step 600/4000: task 0.6422 (mse 0.642 cos 0.634); quiet A 0.00448 off 0.00032; 1,717 sites; 2.68 s/step; the job: 34.9 min spent, about 151.7 min of steps left; card peak 16.5 GB", "[ 2227.1s] step 650/4000: task 0.6041 (mse 0.604 cos 0.630); quiet A 0.00530 off 0.00029; 1,805 sites; 2.68 s/step; the job: 37.1 min spent, about 149.4 min of steps left; card peak 16.5 GB", "[ 2361.3s] step 700/4000: task 0.6353 (mse 0.635 cos 0.635); quiet A 0.00584 off 0.00030; 1,672 sites; 2.68 s/step; the job: 39.4 min spent, about 147.2 min of steps left; card peak 16.5 GB", "[ 2494.1s] step 750/4000: task 0.6805 (mse 0.681 cos 0.635); quiet A 0.00645 off 0.00032; 1,708 sites; 2.68 s/step; the job: 41.6 min spent, about 144.9 min of steps left; card peak 16.5 GB", "[ 2627.8s] step 800/4000: task 0.5901 (mse 0.590 cos 0.639); quiet A 0.00735 off 0.00032; 1,771 sites; 2.68 s/step; the job: 43.8 min spent, about 142.7 min of steps left; card peak 16.5 GB", "[ 2761.0s] step 850/4000: task 0.5960 (mse 0.596 cos 0.635); quiet A 0.00794 off 0.00031; 1,665 sites; 2.67 s/step; the job: 46.0 min spent, about 140.4 min of steps left; card peak 16.5 GB", "[ 2893.9s] step 900/4000: task 0.5985 (mse 0.598 cos 0.635); quiet A 0.00862 off 0.00033; 1,848 sites; 2.67 s/step; the job: 48.2 min spent, about 138.1 min of steps left; card peak 16.5 GB", "[ 3027.5s] step 950/4000: task 0.6509 (mse 0.651 cos 0.632); quiet A 0.00933 off 0.00034; 1,781 sites; 2.67 s/step; the job: 50.5 min spent, about 135.9 min of steps left; card peak 16.5 GB", "[ 3160.9s] step 1000/4000: task 0.5965 (mse 0.597 cos 0.636); quiet A 0.01011 off 0.00034; 1,745 sites; 2.67 s/step; the job: 52.7 min spent, about 133.7 min of steps left; card peak 16.5 GB", "[ 3161.3s] anchor saved: /workspace/qarm/out/anchors/qimp_head_k16_solo_o0_lamA0.5_4k_close1_s15_qwen_import.safetensors", "[ 3303.1s] CLOSE 1 (step 1000): the import read on draw 1 (512 captions, 4,920 sites); per block: her reading against Qwen's final state, masked -> armed / against depth 16 masked -> armed; context (token means removed) masked -> armed", "[ 3303.1s]    block  8: final 0.426 -> 0.425 / depth 0.496 -> 0.498; context 0.285 -> 0.288; mse 0.830 cos 0.540", "[ 3303.1s]    block 12: final 0.470 -> 0.470 / depth 0.548 -> 0.554; context 0.331 -> 0.332; mse 0.782 cos 0.579", "[ 3303.1s]    block 16: final 0.508 -> 0.510 / depth 0.579 -> 0.591; context 0.372 -> 0.372; mse 0.734 cos 0.613", "[ 3303.1s]    block 18: final 0.514 -> 0.518 / depth 0.581 -> 0.597; context 0.386 -> 0.385; mse 0.707 cos 0.631", "[ 3303.1s]    block 20: final 0.526 -> 0.530 / depth 0.573 -> 0.593; context 0.399 -> 0.401; mse 0.700 cos 0.636", "[ 3303.1s]    block 24: final 0.562 -> 0.570 / depth 0.526 -> 0.554; context 0.466 -> 0.474; mse 0.720 cos 0.622", "[ 3303.1s]    block 28: final 0.540 -> 0.558 / depth 0.452 -> 0.488; context 0.448 -> 0.464; mse 0.770 cos 0.587", "[ 3303.1s]    block 31: final 0.475 -> 0.500 / depth 0.385 -> 0.422; context 0.385 -> 0.408; mse 0.815 cos 0.558", "[ 3303.1s]    draw 2 (the repeat), armed against the final state at 12/16/20/24/28: 0.472 / 0.509 / 0.533 / 0.575 / 0.564", "[ 3303.1s]    I1 the reach: the largest rise over her bare reading +0.024 at block 31 (draw 2 +0.025 at 31) against the bar +.10; I2 the context: +0.023 at block 31 against +.10; bits: captions -0.03536, web +0.00001 against +.012", "[ 3303.1s]    gate mean 0.197 / widest 0.267; compiled chain: 5 cache entries (limit 256), 0 limit warnings; docs drawn 32,523 (skipped {'test': 44, 'spelling': 0, 'empty': 0, 'short': 0}); card peak 16.5 GB; host RSS 11.6 GB"]}

mini-beatrix-3/arm_refit/import/qwen3/head_k16_solo_o0_lamA0.5_4k/s15_qwen_import.safetensors

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mini-beatrix-3/arm_refit/import/qwen3/head_k16_solo_o0_lamA0.5_4k/stats.pt

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mini-beatrix-3/arm_refit/import/qwen3/head_k16_solo_o0_lamA0.5_4k/train.log

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+[    0.3s] THE JOB: qimp_head_k16_solo_o0_lamA0.5_4k: the Qwen import arm s15_qwen_import (head form; the teacher Qwen3 0.6B base at depth 16) alone on the bare trunk; blocks all; 4000 steps, a close every 1000; lambda 2.0 off-domain, 0.5 on the caption rows; pure Adam lr 0.001; the compiled chain with recompute; card 30.5 GB with 30.4 GB free; host RSS 0.6 GB
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+[   16.5s] mini-beatrix-3 @ 245,674: trunk loaded from /workspace/qarm/dl/mini-beatrix-3/checkpoints/step_00245674.safetensors and frozen (376.0M); alephllm 0.10.7 at /workspace/qarm/alephllm/geolip/alephllm; amoe-lora 0.2.11; torch 2.8.0+cu128
+[   17.2s] tokenizer /workspace/qarm/dl/qwen3_tokenizer (gpt2 spelling; vocab 151669; sha256 be75606093db2094): 'a taco truck' -> ['a', 'Ġtaco', 'Ġtruck']; sites [(1, 6, 7)]
+[   26.4s] the teacher: Qwen3 0.6B base (/workspace/qarm/dl/qwen_3_06b_base.safetensors, sha256 cd2a512003e2f9f3; 28 layers, width 1024; config /workspace/qarm/dl/qwen3_06b); depth 16 = the input of layer 16
+[   26.4s] the read's captions: 512 of each draw of /workspace/qarm/dl/coco_caps_2x2048.json (4,090 captions of both draws kept out of training)
+[   39.0s] caption pack (/workspace/qarm/dl/mini-beatrix-3/caption_pack/pack_v2, train): dff 121,153 rows, scf 42,080 rows, danbooru 603,026 rows, cc12m 1,242,176 rows, coco 19,227 rows; host RSS 4.2 GB
+[   43.4s] read rows draw1: 512 captions (0 unspellable or too long), rows (512, 99), 4,920 sites; Qwen's states at ['16', '28post'] (fp32; final-state size 132.0)
+[   47.4s] read rows draw2: 512 captions (0 unspellable or too long), rows (512, 151), 5,086 sites; Qwen's states at ['16', '28post'] (fp32; final-state size 131.5)
+[   47.5s] streams: web text; partners none (two web rows a quiet chunk); held-out sets ['captions', 'web'] x 8 batches
+[arms] attached 's15_qwen_import' for phase 'qwen_import': 13.69M params x 32 blocks, lambda 2.0, spec {'n_slots': 16, 'K': 16, 'D': 8, 'hidden': 256}, recompute on, compile on
+[   59.3s] BIRTH: the member attached over the trunk: web rows read exactly as before; the hand-run trunk against the model's forward: armed 0.0e+00, masked 0.0e+00 (gates: 0.0)
+[   70.7s] standardization statistics from 13,911 reference sites on 8 batches (hers per block; Qwen's depth-16 states: size 61.7, sigma range 0.486..5.375); saved /workspace/qarm/out/anchors/qimp_head_k16_solo_o0_lamA0.5_4k_stats.pt
+[  209.1s] THE HEADS (linear, her standardized states -> Qwen's standardized depth-16 states, born as fp64 ridges, 138 s): held-out R2 per block 8: 0.351, 12: 0.397, 16: 0.432, 20: 0.458, 24: 0.438, 28: 0.385, 31: 0.334; 33.6M head parameters; saved /workspace/qarm/out/anchors/qimp_head_k16_solo_o0_lamA0.5_4k_frame.pt
+[  487.4s] CLOSE 0 (step 0): the import read on draw 1 (512 captions, 4,920 sites); per block: her reading against Qwen's final state, masked -> armed / against depth 16 masked -> armed; context (token means removed) masked -> armed
+[  487.4s]    block  8: final 0.426 -> 0.426 / depth 0.496 -> 0.496; context 0.285 -> 0.285; mse 0.866 cos 0.512
+[  487.4s]    block 12: final 0.470 -> 0.470 / depth 0.548 -> 0.548; context 0.331 -> 0.331; mse 0.827 cos 0.546
+[  487.4s]    block 16: final 0.508 -> 0.508 / depth 0.579 -> 0.579; context 0.372 -> 0.372; mse 0.785 cos 0.577
+[  487.4s]    block 18: final 0.514 -> 0.514 / depth 0.581 -> 0.581; context 0.386 -> 0.386; mse 0.762 cos 0.593
+[  487.4s]    block 20: final 0.526 -> 0.526 / depth 0.573 -> 0.573; context 0.399 -> 0.399; mse 0.759 cos 0.595
+[  487.4s]    block 24: final 0.562 -> 0.562 / depth 0.526 -> 0.526; context 0.466 -> 0.466; mse 0.792 cos 0.571
+[  487.4s]    block 28: final 0.540 -> 0.540 / depth 0.452 -> 0.452; context 0.448 -> 0.448; mse 0.852 cos 0.527
+[  487.4s]    block 31: final 0.475 -> 0.475 / depth 0.385 -> 0.385; context 0.385 -> 0.385; mse 0.900 cos 0.494
+[  487.4s]    draw 2 (the repeat), armed against the final state at 12/16/20/24/28: 0.471 / 0.508 / 0.529 / 0.567 / 0.546
+[  487.4s]    I1 the reach: the largest rise over her bare reading +0.000 at block 31 (draw 2 +0.000 at 31) against the bar +.10; I2 the context: +0.000 at block 31 against +.10; bits: captions +0.00000, web +0.00000 against +.012
+[  487.4s]    gate mean 0.047 / widest 0.047; compiled chain: 2 cache entries (limit 256), 0 limit warnings; docs drawn 256 (skipped {'test': 2, 'spelling': 0, 'empty': 0, 'short': 0}); card peak 6.9 GB; host RSS 9.1 GB
+[  487.4s] THE INSTRUMENT CHECK: her bare reading against Qwen's final state on draw 1 (this driver / e038's row): block 8 0.426 / 0.426, block 12 0.470 / 0.470, block 16 0.508 / 0.509, block 20 0.526 / 0.526, block 24 0.562 / 0.562, block 28 0.540 / 0.540; largest difference 0.001
+[stream] opening 'fineweb-edu' (HuggingFaceFW/fineweb-edu) …
+[  495.1s] step 1/4000: task 0.6398 (mse 0.640 cos 0.603); quiet A 0.00000 off 0.00000; 1,727 sites; 7.67 s/step; the job: 8.3 min spent, about 511.0 min of steps left; card peak 16.1 GB
+[  625.7s] step 50/4000: task 0.6273 (mse 0.627 cos 0.610); quiet A 0.00026 off 0.00021; 1,733 sites; 2.77 s/step; the job: 10.4 min spent, about 182.1 min of steps left; card peak 16.5 GB
+[  758.3s] step 100/4000: task 0.6158 (mse 0.616 cos 0.619); quiet A 0.00031 off 0.00024; 1,740 sites; 2.71 s/step; the job: 12.6 min spent, about 176.0 min of steps left; card peak 16.5 GB
+[  891.9s] step 150/4000: task 0.6094 (mse 0.609 cos 0.624); quiet A 0.00036 off 0.00026; 1,738 sites; 2.70 s/step; the job: 14.9 min spent, about 173.0 min of steps left; card peak 16.5 GB
+[ 1025.4s] step 200/4000: task 0.6108 (mse 0.611 cos 0.623); quiet A 0.00045 off 0.00026; 1,717 sites; 2.69 s/step; the job: 17.1 min spent, about 170.3 min of steps left; card peak 16.5 GB
+[ 1158.3s] step 250/4000: task 0.6036 (mse 0.604 cos 0.628); quiet A 0.00063 off 0.00027; 1,721 sites; 2.68 s/step; the job: 19.3 min spent, about 167.7 min of steps left; card peak 16.5 GB
+[ 1291.9s] step 300/4000: task 0.6169 (mse 0.617 cos 0.620); quiet A 0.00089 off 0.00027; 1,750 sites; 2.68 s/step; the job: 21.5 min spent, about 165.4 min of steps left; card peak 16.5 GB
+[ 1425.7s] step 350/4000: task 0.6125 (mse 0.612 cos 0.623); quiet A 0.00132 off 0.00028; 1,725 sites; 2.68 s/step; the job: 23.8 min spent, about 163.1 min of steps left; card peak 16.5 GB
+[ 1559.9s] step 400/4000: task 0.5999 (mse 0.600 cos 0.631); quiet A 0.00182 off 0.00027; 1,772 sites; 2.68 s/step; the job: 26.0 min spent, about 160.9 min of steps left; card peak 16.5 GB
+[ 1693.3s] step 450/4000: task 0.6049 (mse 0.605 cos 0.628); quiet A 0.00247 off 0.00028; 1,827 sites; 2.68 s/step; the job: 28.2 min spent, about 158.5 min of steps left; card peak 16.5 GB
+[ 1826.5s] step 500/4000: task 0.5969 (mse 0.597 cos 0.632); quiet A 0.00314 off 0.00027; 1,767 sites; 2.68 s/step; the job: 30.4 min spent, about 156.2 min of steps left; card peak 16.5 GB
+[ 1959.8s] step 550/4000: task 0.6923 (mse 0.692 cos 0.631); quiet A 0.00381 off 0.00029; 1,682 sites; 2.68 s/step; the job: 32.7 min spent, about 153.9 min of steps left; card peak 16.5 GB
+[ 2093.4s] step 600/4000: task 0.6422 (mse 0.642 cos 0.634); quiet A 0.00448 off 0.00032; 1,717 sites; 2.68 s/step; the job: 34.9 min spent, about 151.7 min of steps left; card peak 16.5 GB
+[ 2227.1s] step 650/4000: task 0.6041 (mse 0.604 cos 0.630); quiet A 0.00530 off 0.00029; 1,805 sites; 2.68 s/step; the job: 37.1 min spent, about 149.4 min of steps left; card peak 16.5 GB
+[ 2361.3s] step 700/4000: task 0.6353 (mse 0.635 cos 0.635); quiet A 0.00584 off 0.00030; 1,672 sites; 2.68 s/step; the job: 39.4 min spent, about 147.2 min of steps left; card peak 16.5 GB
+[ 2494.1s] step 750/4000: task 0.6805 (mse 0.681 cos 0.635); quiet A 0.00645 off 0.00032; 1,708 sites; 2.68 s/step; the job: 41.6 min spent, about 144.9 min of steps left; card peak 16.5 GB
+[ 2627.8s] step 800/4000: task 0.5901 (mse 0.590 cos 0.639); quiet A 0.00735 off 0.00032; 1,771 sites; 2.68 s/step; the job: 43.8 min spent, about 142.7 min of steps left; card peak 16.5 GB
+[ 2761.0s] step 850/4000: task 0.5960 (mse 0.596 cos 0.635); quiet A 0.00794 off 0.00031; 1,665 sites; 2.67 s/step; the job: 46.0 min spent, about 140.4 min of steps left; card peak 16.5 GB
+[ 2893.9s] step 900/4000: task 0.5985 (mse 0.598 cos 0.635); quiet A 0.00862 off 0.00033; 1,848 sites; 2.67 s/step; the job: 48.2 min spent, about 138.1 min of steps left; card peak 16.5 GB
+[ 3027.5s] step 950/4000: task 0.6509 (mse 0.651 cos 0.632); quiet A 0.00933 off 0.00034; 1,781 sites; 2.67 s/step; the job: 50.5 min spent, about 135.9 min of steps left; card peak 16.5 GB
+[ 3160.9s] step 1000/4000: task 0.5965 (mse 0.597 cos 0.636); quiet A 0.01011 off 0.00034; 1,745 sites; 2.67 s/step; the job: 52.7 min spent, about 133.7 min of steps left; card peak 16.5 GB
+[ 3161.3s] anchor saved: /workspace/qarm/out/anchors/qimp_head_k16_solo_o0_lamA0.5_4k_close1_s15_qwen_import.safetensors
+[ 3303.1s] CLOSE 1 (step 1000): the import read on draw 1 (512 captions, 4,920 sites); per block: her reading against Qwen's final state, masked -> armed / against depth 16 masked -> armed; context (token means removed) masked -> armed
+[ 3303.1s]    block  8: final 0.426 -> 0.425 / depth 0.496 -> 0.498; context 0.285 -> 0.288; mse 0.830 cos 0.540
+[ 3303.1s]    block 12: final 0.470 -> 0.470 / depth 0.548 -> 0.554; context 0.331 -> 0.332; mse 0.782 cos 0.579
+[ 3303.1s]    block 16: final 0.508 -> 0.510 / depth 0.579 -> 0.591; context 0.372 -> 0.372; mse 0.734 cos 0.613
+[ 3303.1s]    block 18: final 0.514 -> 0.518 / depth 0.581 -> 0.597; context 0.386 -> 0.385; mse 0.707 cos 0.631
+[ 3303.1s]    block 20: final 0.526 -> 0.530 / depth 0.573 -> 0.593; context 0.399 -> 0.401; mse 0.700 cos 0.636
+[ 3303.1s]    block 24: final 0.562 -> 0.570 / depth 0.526 -> 0.554; context 0.466 -> 0.474; mse 0.720 cos 0.622
+[ 3303.1s]    block 28: final 0.540 -> 0.558 / depth 0.452 -> 0.488; context 0.448 -> 0.464; mse 0.770 cos 0.587
+[ 3303.1s]    block 31: final 0.475 -> 0.500 / depth 0.385 -> 0.422; context 0.385 -> 0.408; mse 0.815 cos 0.558
+[ 3303.1s]    draw 2 (the repeat), armed against the final state at 12/16/20/24/28: 0.472 / 0.509 / 0.533 / 0.575 / 0.564
+[ 3303.1s]    I1 the reach: the largest rise over her bare reading +0.024 at block 31 (draw 2 +0.025 at 31) against the bar +.10; I2 the context: +0.023 at block 31 against +.10; bits: captions -0.03536, web +0.00001 against +.012
+[ 3303.1s]    gate mean 0.197 / widest 0.267; compiled chain: 5 cache entries (limit 256), 0 limit warnings; docs drawn 32,523 (skipped {'test': 44, 'spelling': 0, 'empty': 0, 'short': 0}); card peak 16.5 GB; host RSS 11.6 GB
+[ 3436.7s] step 1050/4000: task 0.5823 (mse 0.582 cos 0.644); quiet A 0.01058 off 0.00034; 1,763 sites; 2.67 s/step; the job: 57.3 min spent, about 131.4 min of steps left; card peak 16.5 GB
+[ 3570.5s] step 1100/4000: task 0.5781 (mse 0.578 cos 0.647); quiet A 0.01102 off 0.00035; 1,731 sites; 2.67 s/step; the job: 59.5 min spent, about 129.2 min of steps left; card peak 16.5 GB
+[ 3703.5s] step 1150/4000: task 0.5748 (mse 0.575 cos 0.650); quiet A 0.01170 off 0.00034; 1,714 sites; 2.67 s/step; the job: 61.7 min spent, about 127.0 min of steps left; card peak 16.5 GB
+[ 3836.9s] step 1200/4000: task 0.5809 (mse 0.581 cos 0.646); quiet A 0.01231 off 0.00036; 1,724 sites; 2.67 s/step; the job: 63.9 min spent, about 124.7 min of steps left; card peak 16.5 GB
+[ 3970.7s] step 1250/4000: task 0.5832 (mse 0.583 cos 0.644); quiet A 0.01303 off 0.00036; 1,695 sites; 2.67 s/step; the job: 66.2 min spent, about 122.5 min of steps left; card peak 16.5 GB
+[ 4104.1s] step 1300/4000: task 0.5826 (mse 0.583 cos 0.645); quiet A 0.01338 off 0.00036; 1,701 sites; 2.67 s/step; the job: 68.4 min spent, about 120.3 min of steps left; card peak 16.5 GB
+[ 4238.0s] step 1350/4000: task 0.6279 (mse 0.628 cos 0.643); quiet A 0.01415 off 0.00040; 1,710 sites; 2.67 s/step; the job: 70.6 min spent, about 118.1 min of steps left; card peak 16.5 GB
+[ 4371.8s] step 1400/4000: task 0.5713 (mse 0.571 cos 0.652); quiet A 0.01472 off 0.00037; 1,767 sites; 2.67 s/step; the job: 72.9 min spent, about 115.8 min of steps left; card peak 16.5 GB
+[ 4505.7s] step 1450/4000: task 0.6264 (mse 0.626 cos 0.647); quiet A 0.01539 off 0.00039; 1,719 sites; 2.67 s/step; the job: 75.1 min spent, about 113.6 min of steps left; card peak 16.5 GB
+[ 4638.7s] step 1500/4000: task 0.5849 (mse 0.585 cos 0.644); quiet A 0.01594 off 0.00041; 1,670 sites; 2.67 s/step; the job: 77.3 min spent, about 111.4 min of steps left; card peak 16.5 GB
+[ 4772.4s] step 1550/4000: task 0.6181 (mse 0.618 cos 0.654); quiet A 0.01620 off 0.00044; 1,703 sites; 2.67 s/step; the job: 79.5 min spent, about 109.1 min of steps left; card peak 16.5 GB
+[ 4906.1s] step 1600/4000: task 0.6484 (mse 0.648 cos 0.654); quiet A 0.01680 off 0.00038; 1,705 sites; 2.67 s/step; the job: 81.8 min spent, about 106.9 min of steps left; card peak 16.5 GB
+[ 5039.9s] step 1650/4000: task 0.6096 (mse 0.610 cos 0.653); quiet A 0.01762 off 0.00039; 1,780 sites; 2.67 s/step; the job: 84.0 min spent, about 104.7 min of steps left; card peak 16.5 GB
+[ 5173.4s] step 1700/4000: task 0.5749 (mse 0.575 cos 0.651); quiet A 0.01790 off 0.00042; 1,733 sites; 2.67 s/step; the job: 86.2 min spent, about 102.5 min of steps left; card peak 16.5 GB
+[ 5306.8s] step 1750/4000: task 0.5724 (mse 0.572 cos 0.653); quiet A 0.01827 off 0.00041; 1,704 sites; 2.67 s/step; the job: 88.4 min spent, about 100.2 min of steps left; card peak 16.5 GB
+[ 5440.3s] step 1800/4000: task 0.5690 (mse 0.569 cos 0.656); quiet A 0.01879 off 0.00044; 1,777 sites; 2.67 s/step; the job: 90.7 min spent, about 98.0 min of steps left; card peak 16.5 GB
+[ 5573.9s] step 1850/4000: task 0.5650 (mse 0.565 cos 0.656); quiet A 0.01937 off 0.00042; 1,728 sites; 2.67 s/step; the job: 92.9 min spent, about 95.8 min of steps left; card peak 16.5 GB
+[ 5707.6s] step 1900/4000: task 0.6114 (mse 0.611 cos 0.655); quiet A 0.01976 off 0.00041; 1,836 sites; 2.67 s/step; the job: 95.1 min spent, about 93.5 min of steps left; card peak 16.5 GB
+[ 5841.4s] step 1950/4000: task 0.6473 (mse 0.647 cos 0.660); quiet A 0.01996 off 0.00044; 1,742 sites; 2.67 s/step; the job: 97.4 min spent, about 91.3 min of steps left; card peak 16.5 GB
+[ 5975.0s] step 2000/4000: task 0.5689 (mse 0.569 cos 0.656); quiet A 0.02013 off 0.00045; 1,747 sites; 2.67 s/step; the job: 99.6 min spent, about 89.1 min of steps left; card peak 16.5 GB
+[ 5975.4s] anchor saved: /workspace/qarm/out/anchors/qimp_head_k16_solo_o0_lamA0.5_4k_close2_s15_qwen_import.safetensors
+[ 6117.3s] CLOSE 2 (step 2000): the import read on draw 1 (512 captions, 4,920 sites); per block: her reading against Qwen's final state, masked -> armed / against depth 16 masked -> armed; context (token means removed) masked -> armed
+[ 6117.3s]    block  8: final 0.426 -> 0.430 / depth 0.496 -> 0.505; context 0.285 -> 0.295; mse 0.819 cos 0.547
+[ 6117.3s]    block 12: final 0.470 -> 0.472 / depth 0.548 -> 0.559; context 0.331 -> 0.338; mse 0.766 cos 0.588
+[ 6117.3s]    block 16: final 0.508 -> 0.510 / depth 0.579 -> 0.601; context 0.372 -> 0.376; mse 0.716 cos 0.624
+[ 6117.3s]    block 18: final 0.514 -> 0.517 / depth 0.581 -> 0.606; context 0.386 -> 0.387; mse 0.691 cos 0.641
+[ 6117.3s]    block 20: final 0.526 -> 0.530 / depth 0.573 -> 0.606; context 0.399 -> 0.403; mse 0.681 cos 0.648
+[ 6117.3s]    block 24: final 0.562 -> 0.566 / depth 0.526 -> 0.579; context 0.466 -> 0.468; mse 0.690 cos 0.641
+[ 6117.3s]    block 28: final 0.540 -> 0.565 / depth 0.452 -> 0.530; context 0.448 -> 0.467; mse 0.727 cos 0.616
+[ 6117.3s]    block 31: final 0.475 -> 0.513 / depth 0.385 -> 0.466; context 0.385 -> 0.414; mse 0.767 cos 0.591
+[ 6117.3s]    draw 2 (the repeat), armed against the final state at 12/16/20/24/28: 0.474 / 0.510 / 0.533 / 0.571 / 0.570
+[ 6117.3s]    I1 the reach: the largest rise over her bare reading +0.038 at block 30 (draw 2 +0.036 at 31) against the bar +.10; I2 the context: +0.031 at block 30 against +.10; bits: captions -0.03972, web +0.00013 against +.012
+[ 6117.3s]    gate mean 0.462 / widest 0.663; compiled chain: 5 cache entries (limit 256), 0 limit warnings; docs drawn 64,564 (skipped {'test': 97, 'spelling': 1, 'empty': 0, 'short': 0}); card peak 16.5 GB; host RSS 11.6 GB
+[ 6251.1s] step 2050/4000: task 0.5669 (mse 0.567 cos 0.657); quiet A 0.02065 off 0.00044; 1,734 sites; 2.67 s/step; the job: 104.2 min spent, about 86.9 min of steps left; card peak 16.5 GB
+[ 6385.1s] step 2100/4000: task 0.5583 (mse 0.558 cos 0.661); quiet A 0.02095 off 0.00044; 1,756 sites; 2.68 s/step; the job: 106.4 min spent, about 84.6 min of steps left; card peak 16.5 GB
+[ 6518.6s] step 2150/4000: task 0.6001 (mse 0.600 cos 0.662); quiet A 0.02119 off 0.00048; 1,723 sites; 2.68 s/step; the job: 108.6 min spent, about 82.4 min of steps left; card peak 16.5 GB
+[ 6652.0s] step 2200/4000: task 0.5594 (mse 0.559 cos 0.660); quiet A 0.02206 off 0.00042; 1,763 sites; 2.67 s/step; the job: 110.9 min spent, about 80.2 min of steps left; card peak 16.5 GB
+[ 6786.1s] step 2250/4000: task 0.5654 (mse 0.565 cos 0.658); quiet A 0.02248 off 0.00044; 1,785 sites; 2.67 s/step; the job: 113.1 min spent, about 78.0 min of steps left; card peak 16.5 GB
+[ 6919.7s] step 2300/4000: task 0.5588 (mse 0.559 cos 0.661); quiet A 0.02238 off 0.00040; 1,715 sites; 2.67 s/step; the job: 115.3 min spent, about 75.7 min of steps left; card peak 16.5 GB
+[ 7052.9s] step 2350/4000: task 0.5561 (mse 0.556 cos 0.664); quiet A 0.02274 off 0.00042; 1,777 sites; 2.67 s/step; the job: 117.5 min spent, about 73.5 min of steps left; card peak 16.5 GB
+[ 7185.7s] step 2400/4000: task 0.6409 (mse 0.641 cos 0.662); quiet A 0.02280 off 0.00043; 1,727 sites; 2.67 s/step; the job: 119.8 min spent, about 71.3 min of steps left; card peak 16.5 GB
+[ 7319.1s] step 2450/4000: task 0.5954 (mse 0.595 cos 0.664); quiet A 0.02336 off 0.00047; 1,691 sites; 2.67 s/step; the job: 122.0 min spent, about 69.0 min of steps left; card peak 16.5 GB
+[ 7452.8s] step 2500/4000: task 0.5976 (mse 0.598 cos 0.666); quiet A 0.02333 off 0.00043; 1,777 sites; 2.67 s/step; the job: 124.2 min spent, about 66.8 min of steps left; card peak 16.5 GB
+[ 7587.0s] step 2550/4000: task 0.5550 (mse 0.555 cos 0.664); quiet A 0.02368 off 0.00044; 1,752 sites; 2.67 s/step; the job: 126.4 min spent, about 64.6 min of steps left; card peak 16.5 GB
+[ 7720.6s] step 2600/4000: task 0.5522 (mse 0.552 cos 0.665); quiet A 0.02423 off 0.00047; 1,701 sites; 2.67 s/step; the job: 128.7 min spent, about 62.4 min of steps left; card peak 16.5 GB
+[ 7854.0s] step 2650/4000: task 0.5549 (mse 0.555 cos 0.665); quiet A 0.02380 off 0.00049; 1,679 sites; 2.67 s/step; the job: 130.9 min spent, about 60.1 min of steps left; card peak 16.5 GB
+[ 7987.7s] step 2700/4000: task 0.5474 (mse 0.547 cos 0.669); quiet A 0.02459 off 0.00044; 1,735 sites; 2.67 s/step; the job: 133.1 min spent, about 57.9 min of steps left; card peak 16.5 GB
+[ 8122.1s] step 2750/4000: task 0.5438 (mse 0.544 cos 0.672); quiet A 0.02468 off 0.00043; 1,720 sites; 2.67 s/step; the job: 135.4 min spent, about 55.7 min of steps left; card peak 16.5 GB
+[ 8256.0s] step 2800/4000: task 0.5496 (mse 0.550 cos 0.668); quiet A 0.02488 off 0.00047; 1,742 sites; 2.67 s/step; the job: 137.6 min spent, about 53.5 min of steps left; card peak 16.5 GB
+[ 8389.6s] step 2850/4000: task 0.6237 (mse 0.624 cos 0.672); quiet A 0.02460 off 0.00042; 1,777 sites; 2.67 s/step; the job: 139.8 min spent, about 51.2 min of steps left; card peak 16.5 GB
+[ 8525.0s] step 2900/4000: task 0.5505 (mse 0.550 cos 0.667); quiet A 0.02590 off 0.00044; 1,742 sites; 2.68 s/step; the job: 142.1 min spent, about 49.0 min of steps left; card peak 16.7 GB
+[ 8659.7s] step 2950/4000: task 0.5648 (mse 0.565 cos 0.660); quiet A 0.02786 off 0.00057; 1,745 sites; 2.68 s/step; the job: 144.3 min spent, about 46.8 min of steps left; card peak 16.7 GB
+[ 8793.8s] step 3000/4000: task 0.5508 (mse 0.551 cos 0.667); quiet A 0.02691 off 0.00045; 1,727 sites; 2.68 s/step; the job: 146.6 min spent, about 44.6 min of steps left; card peak 16.7 GB
+[ 8794.2s] anchor saved: /workspace/qarm/out/anchors/qimp_head_k16_solo_o0_lamA0.5_4k_close3_s15_qwen_import.safetensors
+[ 8936.1s] CLOSE 3 (step 3000): the import read on draw 1 (512 captions, 4,920 sites); per block: her reading against Qwen's final state, masked -> armed / against depth 16 masked -> armed; context (token means removed) masked -> armed
+[ 8936.1s]    block  8: final 0.426 -> 0.433 / depth 0.496 -> 0.509; context 0.285 -> 0.299; mse 0.796 cos 0.564
+[ 8936.1s]    block 12: final 0.470 -> 0.472 / depth 0.548 -> 0.563; context 0.331 -> 0.340; mse 0.745 cos 0.602
+[ 8936.1s]    block 16: final 0.508 -> 0.508 / depth 0.579 -> 0.604; context 0.372 -> 0.376; mse 0.696 cos 0.637
+[ 8936.1s]    block 18: final 0.514 -> 0.517 / depth 0.581 -> 0.611; context 0.386 -> 0.388; mse 0.671 cos 0.653
+[ 8936.1s]    block 20: final 0.526 -> 0.528 / depth 0.573 -> 0.613; context 0.399 -> 0.405; mse 0.661 cos 0.660
+[ 8936.1s]    block 24: final 0.562 -> 0.563 / depth 0.526 -> 0.592; context 0.466 -> 0.461; mse 0.668 cos 0.656
+[ 8936.1s]    block 28: final 0.540 -> 0.564 / depth 0.452 -> 0.551; context 0.448 -> 0.464; mse 0.696 cos 0.636
+[ 8936.1s]    block 31: final 0.475 -> 0.517 / depth 0.385 -> 0.490; context 0.385 -> 0.415; mse 0.735 cos 0.613
+[ 8936.1s]    draw 2 (the repeat), armed against the final state at 12/16/20/24/28: 0.477 / 0.509 / 0.533 / 0.567 / 0.569
+[ 8936.1s]    I1 the reach: the largest rise over her bare reading +0.042 at block 30 (draw 2 +0.041 at 31) against the bar +.10; I2 the context: +0.034 at block 30 against +.10; bits: captions -0.04480, web +0.00011 against +.012
+[ 8936.1s]    gate mean 0.650 / widest 0.858; compiled chain: 5 cache entries (limit 256), 0 limit warnings; docs drawn 96,501 (skipped {'test': 156, 'spelling': 1, 'empty': 0, 'short': 0}); card peak 16.7 GB; host RSS 11.6 GB
+[ 9069.3s] step 3050/4000: task 0.6796 (mse 0.680 cos 0.672); quiet A 0.02632 off 0.00047; 1,714 sites; 2.66 s/step; the job: 151.2 min spent, about 42.3 min of steps left; card peak 16.7 GB
+[ 9203.0s] step 3100/4000: task 0.5478 (mse 0.548 cos 0.670); quiet A 0.02638 off 0.00054; 1,799 sites; 2.67 s/step; the job: 153.4 min spent, about 40.1 min of steps left; card peak 16.7 GB
+[ 9336.5s] step 3150/4000: task 0.5498 (mse 0.550 cos 0.668); quiet A 0.02639 off 0.00043; 1,689 sites; 2.67 s/step; the job: 155.6 min spent, about 37.9 min of steps left; card peak 16.7 GB
+[ 9470.4s] step 3200/4000: task 0.5398 (mse 0.540 cos 0.674); quiet A 0.02659 off 0.00045; 1,761 sites; 2.67 s/step; the job: 157.8 min spent, about 35.7 min of steps left; card peak 16.7 GB
+[ 9604.2s] step 3250/4000: task 0.5383 (mse 0.538 cos 0.675); quiet A 0.02604 off 0.00051; 1,727 sites; 2.67 s/step; the job: 160.1 min spent, about 33.4 min of steps left; card peak 16.7 GB
+[ 9737.1s] step 3300/4000: task 0.5346 (mse 0.535 cos 0.679); quiet A 0.02611 off 0.00048; 1,696 sites; 2.67 s/step; the job: 162.3 min spent, about 31.2 min of steps left; card peak 16.7 GB
+[ 9870.9s] step 3350/4000: task 0.5499 (mse 0.550 cos 0.669); quiet A 0.02713 off 0.00045; 1,789 sites; 2.67 s/step; the job: 164.5 min spent, about 29.0 min of steps left; card peak 16.7 GB
+[10004.6s] step 3400/4000: task 0.5828 (mse 0.583 cos 0.673); quiet A 0.02666 off 0.00044; 1,775 sites; 2.67 s/step; the job: 166.7 min spent, about 26.7 min of steps left; card peak 16.7 GB
+[10138.1s] step 3450/4000: task 0.5327 (mse 0.533 cos 0.680); quiet A 0.02684 off 0.00047; 1,703 sites; 2.67 s/step; the job: 169.0 min spent, about 24.5 min of steps left; card peak 16.7 GB
+[10270.9s] step 3500/4000: task 0.5386 (mse 0.539 cos 0.676); quiet A 0.02652 off 0.00046; 1,727 sites; 2.67 s/step; the job: 171.2 min spent, about 22.3 min of steps left; card peak 16.7 GB
+[10404.7s] step 3550/4000: task 0.5375 (mse 0.537 cos 0.676); quiet A 0.02699 off 0.00043; 1,780 sites; 2.67 s/step; the job: 173.4 min spent, about 20.1 min of steps left; card peak 16.7 GB
+[10538.4s] step 3600/4000: task 0.6186 (mse 0.619 cos 0.676); quiet A 0.02690 off 0.00041; 1,768 sites; 2.67 s/step; the job: 175.6 min spent, about 17.8 min of steps left; card peak 16.7 GB
+[10672.2s] step 3650/4000: task 0.5742 (mse 0.574 cos 0.679); quiet A 0.02719 off 0.00044; 1,692 sites; 2.67 s/step; the job: 177.9 min spent, about 15.6 min of steps left; card peak 16.7 GB
+[10806.1s] step 3700/4000: task 0.5709 (mse 0.571 cos 0.681); quiet A 0.02725 off 0.00045; 1,708 sites; 2.67 s/step; the job: 180.1 min spent, about 13.4 min of steps left; card peak 16.7 GB
+[10939.7s] step 3750/4000: task 0.5284 (mse 0.528 cos 0.683); quiet A 0.02704 off 0.00043; 1,801 sites; 2.67 s/step; the job: 182.3 min spent, about 11.1 min of steps left; card peak 16.7 GB
+[11073.5s] step 3800/4000: task 0.5588 (mse 0.559 cos 0.684); quiet A 0.02731 off 0.00043; 1,764 sites; 2.67 s/step; the job: 184.6 min spent, about 8.9 min of steps left; card peak 16.7 GB
+[11207.1s] step 3850/4000: task 0.5334 (mse 0.533 cos 0.679); quiet A 0.02782 off 0.00042; 1,735 sites; 2.67 s/step; the job: 186.8 min spent, about 6.7 min of steps left; card peak 16.7 GB
+[11341.1s] step 3900/4000: task 0.5364 (mse 0.536 cos 0.678); quiet A 0.02813 off 0.00046; 1,665 sites; 2.67 s/step; the job: 189.0 min spent, about 4.5 min of steps left; card peak 16.7 GB
+[11474.4s] step 3950/4000: task 0.5764 (mse 0.576 cos 0.679); quiet A 0.02743 off 0.00044; 1,752 sites; 2.67 s/step; the job: 191.2 min spent, about 2.2 min of steps left; card peak 16.7 GB
+[11607.9s] step 4000/4000: task 0.5713 (mse 0.571 cos 0.682); quiet A 0.02795 off 0.00047; 1,728 sites; 2.67 s/step; the job: 193.5 min spent, about 0.0 min of steps left; card peak 16.7 GB
+[11608.2s] anchor saved: /workspace/qarm/out/anchors/qimp_head_k16_solo_o0_lamA0.5_4k_close4_s15_qwen_import.safetensors
+[11750.1s] CLOSE 4 (step 4000): the import read on draw 1 (512 captions, 4,920 sites); per block: her reading against Qwen's final state, masked -> armed / against depth 16 masked -> armed; context (token means removed) masked -> armed
+[11750.1s]    block  8: final 0.426 -> 0.437 / depth 0.496 -> 0.513; context 0.285 -> 0.304; mse 0.783 cos 0.573
+[11750.1s]    block 12: final 0.470 -> 0.474 / depth 0.548 -> 0.568; context 0.331 -> 0.340; mse 0.730 cos 0.612
+[11750.1s]    block 16: final 0.508 -> 0.508 / depth 0.579 -> 0.610; context 0.372 -> 0.377; mse 0.679 cos 0.647
+[11750.1s]    block 18: final 0.514 -> 0.516 / depth 0.581 -> 0.616; context 0.386 -> 0.387; mse 0.655 cos 0.664
+[11750.1s]    block 20: final 0.526 -> 0.527 / depth 0.573 -> 0.617; context 0.399 -> 0.404; mse 0.644 cos 0.670
+[11750.1s]    block 24: final 0.562 -> 0.561 / depth 0.526 -> 0.601; context 0.466 -> 0.457; mse 0.649 cos 0.667
+[11750.1s]    block 28: final 0.540 -> 0.564 / depth 0.452 -> 0.564; context 0.448 -> 0.463; mse 0.675 cos 0.650
+[11750.1s]    block 31: final 0.475 -> 0.521 / depth 0.385 -> 0.506; context 0.385 -> 0.416; mse 0.709 cos 0.630
+[11750.1s]    draw 2 (the repeat), armed against the final state at 12/16/20/24/28: 0.478 / 0.509 / 0.532 / 0.566 / 0.570
+[11750.1s]    I1 the reach: the largest rise over her bare reading +0.046 at block 31 (draw 2 +0.045 at 31) against the bar +.10; I2 the context: +0.035 at block 30 against +.10; bits: captions -0.05624, web +0.00001 against +.012
+[11750.1s]    gate mean 0.767 / widest 0.933; compiled chain: 5 cache entries (limit 256), 0 limit warnings; docs drawn 128,688 (skipped {'test': 203, 'spelling': 1, 'empty': 0, 'short': 0}); card peak 16.7 GB; host RSS 11.6 GB
+[11750.1s] DONE qimp_head_k16_solo_o0_lamA0.5_4k: 4000 steps in 178.2 min of steps (2.67 s/step); 4 closes; 11750 s in all; card peak 16.7 GB; host RSS 11.6 GB; compiled chain: 5 cache entries (limit 256), 0 limit warnings