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auto: hourly snapshot 2026-06-08 13:34

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Scruff AI
2026-06-08 13:34:30 +07:00
parent ef202191f7
commit 3b95b03d60
18 changed files with 25738 additions and 0 deletions
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analyze_regime_shake.py
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import pandas as pd, numpy as np
RUN = '/mnt/d/Resonance_Engine/traj/regime_20260608T131408'
A = pd.read_parquet(f'{RUN}/arm_A_no_inject.parquet')
T = pd.read_parquet(f'{RUN}/arm_T_3ch.parquet')
print(f'A rows={len(A)} T rows={len(T)}')
print('cols:', list(A.columns))
print()
# z-score column finite-count (in arm T parquet)
print('=== z-score columns in arm T ===')
for c in ['trade_count_z', 'taker_buy_usd_z', 'taker_sell_usd_z']:
v = T[c].astype(float).values
fin = np.isfinite(v).sum()
print(f' {c:20s} fin={fin}/{len(v)} mean={np.nanmean(v):+.4f} std={np.nanstd(v):+.4f}')
# arm A vs T telemetry deltas (skip 100min warmup)
print()
print('=== arm A vs T telemetry channel deltas (last 200 rows, skip warmup) ===')
chans = ['asymmetry', 'coherence', 'stress_xx', 'stress_yy', 'stress_xy',
'vorticity_mean', 'vel_mean', 'vel_max', 'vel_var']
A2 = A.iloc[100:].astype({c: 'float64' for c in chans})
T2 = T.iloc[100:].astype({c: 'float64' for c in chans})
hdr = f'{"channel":<18} {"A mean":>14} {"T mean":>14} {"A std":>14} {"T std":>14} {"delta/A_std":>14}'
print(hdr)
for c in chans:
am, asd = A2[c].mean(), A2[c].std()
tm, tsd = T2[c].mean(), T2[c].std()
d = (tm - am) / asd if asd > 0 else 0
print(f' {c:<16} {am:>14.4g} {tm:>14.4g} {asd:>14.4g} {tsd:>14.4g} {d:>14.2f}')
print()
print('snap_age_ms p50/p95 arm A:', np.percentile(A.snap_age_ms, [50, 95]))
print('snap_age_ms p50/p95 arm T:', np.percentile(T.snap_age_ms, [50, 95]))
beast-build/ckpt_20260608_124815_c11400000.bin
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beast-build/ckpt_20260608_131136_c11500000.bin
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beast-build/telemetry.jsonl
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fractonaut_chronicle.jsonl
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{"ts": "2026-06-08T05:31:35Z", "turn": 2251, "cycle": 11328500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11328500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 43.3W util=37%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.462300 0.473049 -0.022200 0.025500\nasymmetry 252.535600 245.235543 +7.254100 20.037500\nvel_mean 0.219408 0.221083 -0.000667 0.005333\nvel_max 0.291937 0.655675 +0.002837 1.797284\nvel_var 0.002536 0.002501 +0.000022 0.000543\nvorticity_mean 0.032619 0.027330 +0.002932 0.011142\nstress_xx -0.000825 -0.000847 +0.000100 0.000368\nstress_yy 0.000790 0.000851 -0.000100 0.000256\nstress_xy -0.000330 -0.000305 -0.000012 0.000179\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11298500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11303500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11308500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11313500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11318500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11323500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:32:38Z", "turn": 2252, "cycle": 11333500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11333500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 47.6W util=31%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.429200 0.435600 -0.023600 0.025900\nasymmetry 488.282300 437.178494 +129.852200 131.886900\nvel_mean 0.221737 0.221409 +0.001655 0.004188\nvel_max 0.289806 0.289844 -0.000585 0.359657\nvel_var 0.002395 0.002447 -0.000112 0.000305\nvorticity_mean 0.029104 0.027412 -0.003421 0.011121\nstress_xx -0.001269 -0.001117 -0.000228 0.000469\nstress_yy 0.001046 0.001036 +0.000055 0.000281\nstress_xy -0.000448 -0.000401 -0.000067 0.000203\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11303500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11308500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11313500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11318500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11323500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11328500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:33:49Z", "turn": 2253, "cycle": 11338500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11338500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 45.0W util=28%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.402800 0.398867 +0.000100 0.013900\nasymmetry 659.826800 681.446185 +17.062900 67.484500\nvel_mean 0.222744 0.221281 +0.000270 0.004915\nvel_max 0.285980 0.414541 -0.001752 1.571093\nvel_var 0.002347 0.002461 +0.000009 0.000437\nvorticity_mean 0.022206 0.027139 -0.004825 0.011062\nstress_xx -0.000894 -0.001317 +0.000158 0.000884\nstress_yy 0.001467 0.001276 +0.000138 0.000550\nstress_xy -0.000265 -0.000434 +0.000083 0.000391\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11308500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11313500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11318500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11323500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11328500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11333500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:35:01Z", "turn": 2254, "cycle": 11343500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11343500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 52.4W util=40%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.397100 0.397189 -0.011100 0.015700\nasymmetry 829.420800 847.379159 -21.296200 52.398100\nvel_mean 0.221603 0.221447 -0.001412 0.004348\nvel_max 0.502394 0.448006 +0.217412 1.316358\nvel_var 0.002506 0.002446 +0.000159 0.000359\nvorticity_mean 0.023517 0.027194 +0.001259 0.011016\nstress_xx -0.001588 -0.001456 -0.000056 0.000826\nstress_yy 0.001259 0.001391 -0.000166 0.000422\nstress_xy -0.000544 -0.000519 -0.000040 0.000373\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11313500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11318500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11323500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11328500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11333500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11338500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:36:27Z", "turn": 2255, "cycle": 11348500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11348500 omega=1.97 khra=0.03 gixx=0.008\ngpu=45C 73.4W util=10%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.403000 0.391789 +0.014900 0.021900\nasymmetry 712.554800 750.070738 -71.526400 88.718400\nvel_mean 0.219891 0.221677 -0.001747 0.004735\nvel_max 0.289487 0.369861 +0.003954 1.021197\nvel_var 0.002531 0.002431 +0.000031 0.000392\nvorticity_mean 0.029933 0.027009 +0.005613 0.011266\nstress_xx -0.001170 -0.001355 +0.000336 0.001188\nstress_yy 0.001333 0.001317 -0.000006 0.000575\nstress_xy -0.000436 -0.000481 +0.000114 0.000558\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11318500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11323500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11328500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11333500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11338500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11343500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:37:30Z", "turn": 2256, "cycle": 11353500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11353500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 43.3W util=31%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.385900 0.387993 -0.003600 0.006500\nasymmetry 676.466200 658.253129 +35.283900 36.023500\nvel_mean 0.219039 0.221361 -0.001389 0.005250\nvel_max 1.572414 0.873543 +1.283801 2.193877\nvel_var 0.002734 0.002499 +0.000249 0.000545\nvorticity_mean 0.032133 0.026910 +0.001403 0.010940\nstress_xx -0.000911 -0.001226 +0.000074 0.000972\nstress_yy 0.001410 0.001238 +0.000174 0.000593\nstress_xy -0.000283 -0.000457 +0.000075 0.000450\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11323500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11328500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11333500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11338500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11343500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11348500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:38:40Z", "turn": 2257, "cycle": 11358500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11358500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 52.6W util=42%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.443400 0.412492 +0.047900 0.049800\nasymmetry 445.329300 547.477820 -201.264000 205.400400\nvel_mean 0.222519 0.221210 +0.001944 0.005420\nvel_max 0.294204 0.884472 +0.002491 1.764594\nvel_var 0.002350 0.002505 -0.000096 0.000530\nvorticity_mean 0.026683 0.026878 -0.004830 0.011228\nstress_xx -0.001173 -0.001190 -0.000007 0.000553\nstress_yy 0.001200 0.001220 -0.000075 0.000383\nstress_xy -0.000390 -0.000407 -0.000002 0.000279\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11328500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11333500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11338500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11343500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11348500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11353500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:39:57Z", "turn": 2258, "cycle": 11363500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11363500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 46.3W util=41%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.415300 0.412982 +0.010600 0.015900\nasymmetry 719.221800 705.808925 +19.508300 30.066300\nvel_mean 0.222696 0.221452 -0.000524 0.004163\nvel_max 0.285921 0.594457 -0.993350 1.702080\nvel_var 0.002335 0.002449 +0.000045 0.000368\nvorticity_mean 0.022242 0.027302 -0.002936 0.010809\nstress_xx -0.001053 -0.001363 +0.000138 0.000587\nstress_yy 0.001455 0.001282 +0.000107 0.000331\nstress_xy -0.000369 -0.000495 +0.000031 0.000311\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11333500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11338500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11343500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11348500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11353500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11358500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:41:00Z", "turn": 2259, "cycle": 11368500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11368500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 46.0W util=38%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.413400 0.410241 -0.003500 0.012300\nasymmetry 558.695400 599.435058 -64.895100 73.607300\nvel_mean 0.221137 0.221438 -0.001306 0.004369\nvel_max 0.510549 0.849752 -0.787031 1.505654\nvel_var 0.002566 0.002471 +0.000086 0.000408\nvorticity_mean 0.024334 0.026762 +0.002401 0.010977\nstress_xx -0.001310 -0.001232 +0.000011 0.000623\nstress_yy 0.001175 0.001216 -0.000023 0.000350\nstress_xy -0.000505 -0.000469 +0.000039 0.000342\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11338500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11343500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11348500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11353500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11358500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11363500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:42:12Z", "turn": 2260, "cycle": 11373500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11373500 omega=1.97 khra=0.03 gixx=0.008\ngpu=45C 49.5W util=31%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.418700 0.441812 -0.010700 0.043300\nasymmetry 505.739100 450.239858 +33.889500 88.638700\nvel_mean 0.218414 0.221266 -0.003360 0.005309\nvel_max 1.349808 0.666152 +1.064327 1.644541\nvel_var 0.002741 0.002478 +0.000311 0.000514\nvorticity_mean 0.031097 0.027090 +0.005095 0.011148\nstress_xx -0.000864 -0.001099 +0.000310 0.000753\nstress_yy 0.001305 0.001110 +0.000270 0.000483\nstress_xy -0.000274 -0.000394 +0.000185 0.000330\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11343500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11348500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11353500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11358500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11363500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11368500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:43:17Z", "turn": 2261, "cycle": 11378500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11378500 omega=1.97 khra=0.03 gixx=0.008\ngpu=45C 43.6W util=30%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.503600 0.502215 +0.003200 0.005800\nasymmetry 412.739400 413.809698 -2.450600 4.522100\nvel_mean 0.220222 0.221143 +0.000892 0.004130\nvel_max 0.286753 0.285668 -0.000638 0.006711\nvel_var 0.002482 0.002447 -0.000116 0.000339\nvorticity_mean 0.032141 0.027735 -0.000666 0.010895\nstress_xx -0.001174 -0.001164 +0.000050 0.000262\nstress_yy 0.001137 0.001102 +0.000162 0.000221\nstress_xy -0.000412 -0.000396 -0.000012 0.000143\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11348500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11353500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11358500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11363500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11368500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11373500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:44:29Z", "turn": 2262, "cycle": 11383500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11383500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 43.0W util=33%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.504500 0.505455 +0.000500 0.003100\nasymmetry 412.181900 411.393251 -0.266200 2.407100\nvel_mean 0.222964 0.221138 +0.002044 0.004143\nvel_max 0.286026 0.285663 -0.000400 0.007554\nvel_var 0.002267 0.002448 -0.000144 0.000343\nvorticity_mean 0.025578 0.027735 -0.005428 0.010869\nstress_xx -0.001136 -0.001152 +0.000101 0.000288\nstress_yy 0.001124 0.001087 -0.000033 0.000188\nstress_xy -0.000392 -0.000400 -0.000038 0.000187\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11353500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11358500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11363500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11368500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11373500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11378500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:45:37Z", "turn": 2263, "cycle": 11388500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11388500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 51.2W util=29%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.505700 0.505783 +0.001000 0.003200\nasymmetry 411.314500 411.246986 -0.753200 2.449300\nvel_mean 0.222065 0.221134 -0.000639 0.004071\nvel_max 0.282819 0.285599 -0.002787 0.006655\nvel_var 0.002428 0.002448 +0.000078 0.000335\nvorticity_mean 0.022644 0.027763 -0.001595 0.010856\nstress_xx -0.001149 -0.001160 -0.000039 0.000243\nstress_yy 0.001139 0.001086 +0.000081 0.000250\nstress_xy -0.000389 -0.000408 +0.000018 0.000201\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11358500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11363500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11368500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11373500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11378500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11383500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:46:53Z", "turn": 2264, "cycle": 11393500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11393500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 48.2W util=28%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.507000 0.505830 +0.000500 0.003200\nasymmetry 410.479500 411.305639 -0.285400 2.405000\nvel_mean 0.220789 0.221145 -0.001376 0.004182\nvel_max 0.284608 0.285677 +0.001080 0.006712\nvel_var 0.002475 0.002448 +0.000044 0.000328\nvorticity_mean 0.027241 0.027752 +0.004292 0.010934\nstress_xx -0.001110 -0.001166 +0.000087 0.000274\nstress_yy 0.001135 0.001104 +0.000041 0.000231\nstress_xy -0.000368 -0.000404 +0.000044 0.000202\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11363500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11368500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11373500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11378500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11383500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11388500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:47:49Z", "turn": 2265, "cycle": 11398500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11398500 omega=1.97 khra=0.03 gixx=0.008\ngpu=45C 52.2W util=26%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.506300 0.505815 -0.000700 0.003300\nasymmetry 411.192300 411.410594 +0.728800 2.410100\nvel_mean 0.219321 0.221157 -0.000711 0.004140\nvel_max 0.287185 0.285603 +0.002587 0.007130\nvel_var 0.002586 0.002447 +0.000024 0.000337\nvorticity_mean 0.032855 0.027715 +0.004085 0.010857\nstress_xx -0.001207 -0.001162 -0.000067 0.000288\nstress_yy 0.001124 0.001100 +0.000030 0.000223\nstress_xy -0.000443 -0.000395 -0.000058 0.000236\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11368500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11373500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11378500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11383500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11388500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11393500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:48:58Z", "turn": 2266, "cycle": 11403500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11403500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 43.0W util=31%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.504400 0.505779 -0.001100 0.003100\nasymmetry 412.491200 411.538043 +0.769200 2.350800\nvel_mean 0.221032 0.221160 +0.001674 0.004049\nvel_max 0.285607 0.285564 -0.001686 0.006049\nvel_var 0.002402 0.002447 -0.000129 0.000326\nvorticity_mean 0.030738 0.027704 -0.002407 0.010838\nstress_xx -0.001162 -0.001152 +0.000042 0.000240\nstress_yy 0.001064 0.001084 -0.000095 0.000228\nstress_xy -0.000432 -0.000403 -0.000024 0.000182\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11373500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11378500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11383500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11388500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11393500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11398500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:50:17Z", "turn": 2267, "cycle": 11408500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11408500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 41.5W util=20%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.504600 0.505755 +0.000500 0.003100\nasymmetry 412.467000 411.654050 -0.329600 2.388800\nvel_mean 0.222669 0.221144 +0.000882 0.004148\nvel_max 0.285317 0.285586 -0.003259 0.006741\nvel_var 0.002354 0.002448 +0.000006 0.000330\nvorticity_mean 0.023973 0.027737 -0.005224 0.010942\nstress_xx -0.001142 -0.001162 +0.000019 0.000286\nstress_yy 0.001139 0.001088 +0.000090 0.000260\nstress_xy -0.000392 -0.000412 +0.000008 0.000209\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11378500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11383500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11388500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11393500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11398500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11403500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:51:14Z", "turn": 2268, "cycle": 11413500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11413500 omega=1.97 khra=0.03 gixx=0.008\ngpu=45C 43.3W util=32%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.506400 0.505727 +0.000600 0.003200\nasymmetry 411.237700 411.769370 -0.537400 2.388400\nvel_mean 0.222121 0.221145 -0.000840 0.004151\nvel_max 0.283557 0.285599 -0.000454 0.006514\nvel_var 0.002439 0.002448 +0.000051 0.000341\nvorticity_mean 0.023143 0.027756 +0.000254 0.010874\nstress_xx -0.001066 -0.001169 +0.000094 0.000316\nstress_yy 0.001119 0.001104 -0.000020 0.000244\nstress_xy -0.000398 -0.000400 +0.000034 0.000171\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11383500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11388500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11393500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11398500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11403500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11408500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:52:25Z", "turn": 2269, "cycle": 11418500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11418500 omega=1.97 khra=0.03 gixx=0.008\ngpu=45C 44.0W util=32%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.506900 0.505739 +0.000100 0.003300\nasymmetry 411.050100 411.851145 +0.138000 2.450400\nvel_mean 0.219902 0.221152 -0.001933 0.004037\nvel_max 0.284541 0.285557 +0.000061 0.007207\nvel_var 0.002562 0.002447 +0.000155 0.000325\nvorticity_mean 0.029113 0.027741 +0.004941 0.010846\nstress_xx -0.001218 -0.001154 -0.000116 0.000310\nstress_yy 0.001022 0.001094 -0.000123 0.000211\nstress_xy -0.000398 -0.000395 +0.000011 0.000214\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11388500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11393500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11398500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11403500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11408500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11413500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:53:45Z", "turn": 2270, "cycle": 11423500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11423500 omega=1.97 khra=0.03 gixx=0.008\ngpu=46C 78.0W util=7%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.505300 0.505695 -0.001500 0.003200\nasymmetry 412.348700 411.978722 +1.245600 2.396300\nvel_mean 0.219374 0.221162 -0.000184 0.004156\nvel_max 0.286943 0.285532 +0.001779 0.006998\nvel_var 0.002528 0.002446 -0.000036 0.000344\nvorticity_mean 0.033122 0.027704 +0.002546 0.010958\nstress_xx -0.001173 -0.001149 +0.000042 0.000230\nstress_yy 0.000997 0.001084 -0.000117 0.000213\nstress_xy -0.000365 -0.000409 +0.000096 0.000196\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11393500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11398500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11403500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11408500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11413500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11418500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:54:57Z", "turn": 2271, "cycle": 11428500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11428500 omega=1.97 khra=0.03 gixx=0.008\ngpu=45C 42.6W util=27%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.504100 0.505699 -0.000500 0.003200\nasymmetry 413.284000 412.070968 +0.373900 2.426900\nvel_mean 0.221825 0.221150 +0.001858 0.004137\nvel_max 0.287736 0.285564 +0.001727 0.006397\nvel_var 0.002344 0.002447 -0.000139 0.000346\nvorticity_mean 0.028950 0.027713 -0.003800 0.010898\nstress_xx -0.001213 -0.001171 -0.000030 0.000312\nstress_yy 0.001090 0.001092 +0.000090 0.000237\nstress_xy -0.000430 -0.000410 +0.000062 0.000223\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11398500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11403500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11408500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11413500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11418500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11423500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:56:13Z", "turn": 2272, "cycle": 11433500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11433500 omega=1.97 khra=0.03 gixx=0.008\ngpu=45C 43.4W util=29%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.505600 0.505676 +0.000400 0.003300\nasymmetry 412.193200 412.182594 -0.307700 2.419600\nvel_mean 0.222903 0.221140 +0.000555 0.004052\nvel_max 0.283821 0.285521 -0.001843 0.006534\nvel_var 0.002383 0.002448 +0.000019 0.000328\nvorticity_mean 0.022769 0.027751 -0.004475 0.010864\nstress_xx -0.001092 -0.001165 +0.000084 0.000262\nstress_yy 0.001098 0.001104 +0.000000 0.000224\nstress_xy -0.000359 -0.000394 +0.000099 0.000154\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11403500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11408500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11413500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11418500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11423500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11428500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:57:18Z", "turn": 2273, "cycle": 11438500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11438500 omega=1.97 khra=0.03 gixx=0.008\ngpu=45C 43.3W util=28%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.506800 0.505613 +0.001100 0.003200\nasymmetry 411.405800 412.325509 -0.763300 2.415600\nvel_mean 0.221651 0.221148 -0.001551 0.004097\nvel_max 0.283694 0.285637 -0.000285 0.007683\nvel_var 0.002418 0.002447 +0.000114 0.000340\nvorticity_mean 0.024416 0.027754 +0.001996 0.010926\nstress_xx -0.001166 -0.001152 -0.000070 0.000294\nstress_yy 0.001063 0.001095 -0.000083 0.000193\nstress_xy -0.000386 -0.000398 +0.000032 0.000175\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11408500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11413500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11418500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11423500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11428500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11433500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:58:30Z", "turn": 2274, "cycle": 11443500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11443500 omega=1.97 khra=0.03 gixx=0.008\ngpu=45C 43.0W util=34%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.506500 0.505588 -0.000300 0.003200\nasymmetry 411.681500 412.444268 +0.190200 2.376200\nvel_mean 0.219451 0.221157 -0.001300 0.004112\nvel_max 0.284930 0.285609 +0.001518 0.005747\nvel_var 0.002575 0.002446 +0.000068 0.000349\nvorticity_mean 0.030730 0.027726 +0.004904 0.010897\nstress_xx -0.001111 -0.001161 +0.000070 0.000287\nstress_yy 0.001093 0.001084 +0.000004 0.000227\nstress_xy -0.000365 -0.000413 +0.000030 0.000183\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11413500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11418500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11423500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11428500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11433500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11438500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T05:59:37Z", "turn": 2275, "cycle": 11448500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11448500 omega=1.97 khra=0.03 gixx=0.008\ngpu=45C 52.1W util=29%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.504300 0.505548 -0.001500 0.003200\nasymmetry 413.559000 412.569923 +1.086000 2.404300\nvel_mean 0.220010 0.221159 +0.000402 0.004056\nvel_max 0.286358 0.285525 -0.000279 0.005877\nvel_var 0.002469 0.002447 -0.000065 0.000338\nvorticity_mean 0.032623 0.027700 +0.000732 0.010868\nstress_xx -0.001251 -0.001169 -0.000224 0.000292\nstress_yy 0.001064 0.001096 +0.000082 0.000258\nstress_xy -0.000399 -0.000406 -0.000042 0.000183\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11418500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11423500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11428500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11433500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11438500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11443500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:00:43Z", "turn": 2276, "cycle": 11453500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11453500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 53.7W util=46%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.505100 0.505518 +0.000000 0.003300\nasymmetry 413.060200 412.687141 -0.034400 2.454900\nvel_mean 0.222388 0.221152 +0.002093 0.004163\nvel_max 0.285664 0.285490 -0.002477 0.006627\nvel_var 0.002357 0.002448 -0.000154 0.000344\nvorticity_mean 0.026953 0.027719 -0.004926 0.010883\nstress_xx -0.001152 -0.001158 +0.000107 0.000304\nstress_yy 0.001125 0.001107 +0.000070 0.000227\nstress_xy -0.000377 -0.000393 +0.000063 0.000161\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11423500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11428500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11433500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11438500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11443500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11448500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:01:59Z", "turn": 2277, "cycle": 11458500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11458500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 45.2W util=39%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.505600 0.505548 +0.000600 0.003300\nasymmetry 412.696200 412.758558 -0.389100 2.417900\nvel_mean 0.223086 0.221138 +0.000249 0.004064\nvel_max 0.283030 0.285517 -0.003270 0.006365\nvel_var 0.002308 0.002448 -0.000018 0.000339\nvorticity_mean 0.022387 0.027758 -0.002932 0.010845\nstress_xx -0.001139 -0.001153 -0.000049 0.000303\nstress_yy 0.001148 0.001092 +0.000031 0.000203\nstress_xy -0.000390 -0.000407 -0.000047 0.000208\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11428500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11433500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11438500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11443500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11448500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11453500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:03:03Z", "turn": 2278, "cycle": 11463500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11463500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 45.2W util=15%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.506700 0.505495 +0.001000 0.003300\nasymmetry 412.023400 412.900402 -0.703300 2.406900\nvel_mean 0.220641 0.221146 -0.001506 0.004121\nvel_max 0.284703 0.285532 +0.001394 0.006359\nvel_var 0.002520 0.002447 +0.000119 0.000333\nvorticity_mean 0.026124 0.027752 +0.003254 0.010890\nstress_xx -0.001112 -0.001160 -0.000033 0.000253\nstress_yy 0.001133 0.001085 +0.000060 0.000261\nstress_xy -0.000431 -0.000412 -0.000072 0.000195\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11433500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11438500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11443500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11448500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11453500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11458500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:04:16Z", "turn": 2279, "cycle": 11468500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11468500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 44.8W util=35%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.505600 0.505472 -0.000900 0.003300\nasymmetry 413.046900 413.008956 +0.946200 2.467400\nvel_mean 0.219523 0.221153 -0.000911 0.004147\nvel_max 0.286988 0.285596 +0.002539 0.007067\nvel_var 0.002526 0.002447 -0.000007 0.000338\nvorticity_mean 0.032038 0.027723 +0.004744 0.010934\nstress_xx -0.001314 -0.001169 -0.000201 0.000283\nstress_yy 0.001083 0.001103 +0.000023 0.000225\nstress_xy -0.000431 -0.000400 -0.000015 0.000184\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11438500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11443500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11448500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11453500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11458500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11463500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:05:34Z", "turn": 2280, "cycle": 11473500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11473500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 43.0W util=28%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.504900 0.505456 -0.000600 0.003300\nasymmetry 413.531200 413.115492 +0.487700 2.491300\nvel_mean 0.220400 0.221156 +0.001238 0.004126\nvel_max 0.288569 0.285504 +0.000406 0.006674\nvel_var 0.002495 0.002447 -0.000103 0.000343\nvorticity_mean 0.031724 0.027708 -0.000987 0.010820\nstress_xx -0.001173 -0.001156 +0.000087 0.000336\nstress_yy 0.001118 0.001107 +0.000127 0.000206\nstress_xy -0.000458 -0.000394 -0.000086 0.000186\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11443500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11448500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11453500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11458500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11463500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11468500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:06:36Z", "turn": 2281, "cycle": 11478500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11478500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 45.3W util=32%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.504800 0.505436 -0.000100 0.003300\nasymmetry 413.635400 413.228402 +0.058700 2.407700\nvel_mean 0.222866 0.221142 +0.001837 0.004108\nvel_max 0.287308 0.285624 +0.000537 0.005876\nvel_var 0.002321 0.002448 -0.000092 0.000330\nvorticity_mean 0.025081 0.027734 -0.005470 0.010916\nstress_xx -0.001188 -0.001159 -0.000008 0.000262\nstress_yy 0.001118 0.001084 -0.000018 0.000200\nstress_xy -0.000412 -0.000407 -0.000113 0.000228\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11448500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11453500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11458500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11463500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11468500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11473500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:07:47Z", "turn": 2282, "cycle": 11483500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11483500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 44.9W util=33%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.505600 0.505378 +0.001100 0.003100\nasymmetry 413.209000 413.367097 -0.819100 2.431700\nvel_mean 0.221962 0.221139 -0.001092 0.004234\nvel_max 0.283358 0.285589 -0.000953 0.006232\nvel_var 0.002409 0.002448 +0.000127 0.000338\nvorticity_mean 0.022934 0.027756 -0.001017 0.010958\nstress_xx -0.001169 -0.001163 -0.000044 0.000252\nstress_yy 0.001166 0.001091 +0.000071 0.000226\nstress_xy -0.000401 -0.000408 +0.000025 0.000201\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11453500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11458500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11463500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11468500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11473500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11478500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:08:58Z", "turn": 2283, "cycle": 11488500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11488500 omega=1.97 khra=0.03 gixx=0.008\ngpu=45C 78.2W util=8%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.506500 0.505404 +0.000400 0.003300\nasymmetry 412.662900 413.446886 -0.362200 2.411600\nvel_mean 0.220266 0.221146 -0.001486 0.004192\nvel_max 0.284159 0.285482 +0.001257 0.006670\nvel_var 0.002547 0.002448 +0.000074 0.000338\nvorticity_mean 0.027517 0.027745 +0.004295 0.010905\nstress_xx -0.001076 -0.001165 +0.000102 0.000293\nstress_yy 0.001094 0.001104 -0.000070 0.000212\nstress_xy -0.000359 -0.000397 +0.000081 0.000199\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11458500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11463500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11468500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11473500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11478500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11483500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:10:09Z", "turn": 2284, "cycle": 11493500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11493500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 43.4W util=33%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.505200 0.505305 -0.001100 0.003300\nasymmetry 413.742900 413.615616 +0.915000 2.500000\nvel_mean 0.219165 0.221161 -0.000966 0.004072\nvel_max 0.286989 0.285510 -0.001697 0.006699\nvel_var 0.002594 0.002447 +0.000072 0.000326\nvorticity_mean 0.032752 0.027701 +0.003554 0.010895\nstress_xx -0.001192 -0.001160 -0.000058 0.000296\nstress_yy 0.001114 0.001098 +0.000042 0.000208\nstress_xy -0.000457 -0.000398 -0.000074 0.000203\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11463500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11468500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11473500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11478500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11483500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11488500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:11:18Z", "turn": 2285, "cycle": 11498500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11498500 omega=1.97 khra=0.03 gixx=0.008\ngpu=45C 55.7W util=21%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.504600 0.505317 -0.000800 0.003200\nasymmetry 414.294600 413.706328 +0.594800 2.528300\nvel_mean 0.221117 0.221154 +0.001636 0.004154\nvel_max 0.286089 0.285575 -0.001572 0.006595\nvel_var 0.002412 0.002447 -0.000131 0.000338\nvorticity_mean 0.030261 0.027706 -0.002909 0.010946\nstress_xx -0.001202 -0.001154 -0.000001 0.000263\nstress_yy 0.001074 0.001084 -0.000081 0.000221\nstress_xy -0.000442 -0.000408 -0.000037 0.000204\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11468500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11473500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11478500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11483500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11488500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11493500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:12:25Z", "turn": 2286, "cycle": 11503500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11503500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 53.1W util=37%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.504200 0.505320 +0.000600 0.003200\nasymmetry 414.670100 413.797832 -0.336300 2.404100\nvel_mean 0.222985 0.221137 +0.000871 0.004141\nvel_max 0.285059 0.285523 -0.001662 0.005947\nvel_var 0.002295 0.002449 -0.000016 0.000339\nvorticity_mean 0.023761 0.027747 -0.004949 0.010939\nstress_xx -0.001115 -0.001167 +0.000002 0.000316\nstress_yy 0.001144 0.001095 +0.000072 0.000222\nstress_xy -0.000368 -0.000410 +0.000062 0.000207\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11473500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11478500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11483500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11488500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11493500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11498500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:13:35Z", "turn": 2287, "cycle": 11508500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11508500 omega=1.97 khra=0.03 gixx=0.008\ngpu=45C 48.2W util=37%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.506000 0.505277 +0.001300 0.003200\nasymmetry 413.480300 413.918014 -0.715700 2.407100\nvel_mean 0.221666 0.221139 -0.000991 0.004084\nvel_max 0.283243 0.285563 -0.001342 0.006606\nvel_var 0.002482 0.002448 +0.000091 0.000328\nvorticity_mean 0.023368 0.027765 +0.000581 0.010889\nstress_xx -0.001053 -0.001168 +0.000126 0.000263\nstress_yy 0.001107 0.001106 -0.000026 0.000225\nstress_xy -0.000360 -0.000399 +0.000032 0.000172\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11478500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11483500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11488500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11493500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11498500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11503500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:14:44Z", "turn": 2288, "cycle": 11513500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11513500 omega=1.97 khra=0.03 gixx=0.008\ngpu=45C 55.8W util=12%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.506300 0.505246 +0.000100 0.003300\nasymmetry 413.316400 414.045805 +0.107900 2.442600\nvel_mean 0.219966 0.221154 -0.001857 0.004133\nvel_max 0.286449 0.285577 +0.000711 0.006720\nvel_var 0.002530 0.002447 +0.000105 0.000342\nvorticity_mean 0.029469 0.027733 +0.005004 0.010931\nstress_xx -0.001209 -0.001157 -0.000077 0.000309\nstress_yy 0.001079 0.001092 -0.000089 0.000202\nstress_xy -0.000397 -0.000399 -0.000027 0.000218\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11483500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11488500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11493500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11498500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11503500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11508500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:15:50Z", "turn": 2289, "cycle": 11518500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11518500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 51.8W util=27%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.500700 0.504631 -0.005700 0.014000\nasymmetry 393.580000 408.501937 -19.748200 26.246700\nvel_mean 0.219405 0.221153 -0.000227 0.004492\nvel_max 0.289637 0.286689 +0.004290 0.176032\nvel_var 0.002526 0.002447 -0.000043 0.000361\nvorticity_mean 0.033054 0.027688 +0.001998 0.010955\nstress_xx -0.001112 -0.001150 +0.000070 0.000577\nstress_yy 0.001039 0.001086 -0.000045 0.000362\nstress_xy -0.000331 -0.000410 +0.000122 0.000380\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11488500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11493500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11498500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11503500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11508500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11513500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:16:59Z", "turn": 2290, "cycle": 11523500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11523500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 43.5W util=35%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.515900 0.513280 +0.008900 0.011500\nasymmetry 329.403200 331.311866 -6.586000 8.390600\nvel_mean 0.222133 0.221170 +0.002001 0.004072\nvel_max 0.286994 0.285742 +0.000655 0.007334\nvel_var 0.002307 0.002447 -0.000164 0.000321\nvorticity_mean 0.028457 0.027716 -0.004196 0.010849\nstress_xx -0.001099 -0.001076 -0.000032 0.000201\nstress_yy 0.001026 0.001013 +0.000075 0.000186\nstress_xy -0.000381 -0.000373 +0.000026 0.000137\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11493500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11498500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11503500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11508500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11513500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11518500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:18:09Z", "turn": 2291, "cycle": 11528500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11528500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 52.5W util=35%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.524500 0.523942 +0.002600 0.004600\nasymmetry 323.716900 323.995616 -1.617700 3.053900\nvel_mean 0.222625 0.221140 +0.000310 0.004135\nvel_max 0.283267 0.285741 -0.002856 0.007371\nvel_var 0.002394 0.002448 +0.000041 0.000340\nvorticity_mean 0.022736 0.027757 -0.004054 0.010906\nstress_xx -0.001017 -0.001065 +0.000064 0.000230\nstress_yy 0.000998 0.001012 -0.000029 0.000183\nstress_xy -0.000379 -0.000364 +0.000005 0.000192\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11498500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11503500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11508500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11513500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11518500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11523500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:19:18Z", "turn": 2292, "cycle": 11533500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11533500 omega=1.97 khra=0.03 gixx=0.008\ngpu=45C 51.6W util=38%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.527400 0.526053 +0.001100 0.003400\nasymmetry 321.800000 322.670674 -0.706300 2.233500\nvel_mean 0.221665 0.221144 -0.001248 0.004132\nvel_max 0.283837 0.285576 -0.000349 0.007223\nvel_var 0.002426 0.002447 +0.000057 0.000336\nvorticity_mean 0.024686 0.027759 +0.002382 0.010902\nstress_xx -0.001085 -0.001058 -0.000099 0.000283\nstress_yy 0.000989 0.000998 -0.000036 0.000211\nstress_xy -0.000388 -0.000368 -0.000025 0.000162\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11503500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11508500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11513500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11518500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11523500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11528500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:20:26Z", "turn": 2293, "cycle": 11538500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11538500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 45.6W util=35%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.527600 0.526531 -0.000300 0.003400\nasymmetry 321.780200 322.437815 +0.217100 2.033700\nvel_mean 0.219538 0.221156 -0.001239 0.004073\nvel_max 0.287039 0.285629 +0.003707 0.006702\nvel_var 0.002575 0.002446 +0.000070 0.000342\nvorticity_mean 0.031319 0.027726 +0.005239 0.010918\nstress_xx -0.001106 -0.001068 -0.000039 0.000232\nstress_yy 0.000964 0.000999 -0.000009 0.000222\nstress_xy -0.000344 -0.000382 -0.000004 0.000164\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11508500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11513500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11518500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11523500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11528500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11533500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:21:34Z", "turn": 2294, "cycle": 11543500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11543500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 47.1W util=41%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.525200 0.526632 -0.001700 0.003300\nasymmetry 323.295500 322.454347 +1.034500 2.027700\nvel_mean 0.220139 0.221159 +0.000804 0.004123\nvel_max 0.286617 0.285661 +0.001168 0.007186\nvel_var 0.002465 0.002446 -0.000081 0.000340\nvorticity_mean 0.032480 0.027699 +0.000280 0.010900\nstress_xx -0.001123 -0.001074 -0.000112 0.000235\nstress_yy 0.000998 0.001011 +0.000115 0.000214\nstress_xy -0.000394 -0.000368 -0.000052 0.000183\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11513500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11518500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11523500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11528500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11533500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11538500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:22:44Z", "turn": 2295, "cycle": 11548500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11548500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 45.4W util=34%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.525500 0.526680 +0.000100 0.003300\nasymmetry 323.241900 322.497173 -0.029800 1.990400\nvel_mean 0.222328 0.221145 +0.001726 0.004048\nvel_max 0.286408 0.285572 +0.000120 0.007923\nvel_var 0.002357 0.002448 -0.000089 0.000344\nvorticity_mean 0.026450 0.027725 -0.005167 0.010829\nstress_xx -0.001056 -0.001060 +0.000125 0.000243\nstress_yy 0.000982 0.001011 +0.000021 0.000185\nstress_xy -0.000384 -0.000358 +0.000020 0.000163\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11518500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11523500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11528500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11533500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11538500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11543500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:23:53Z", "turn": 2296, "cycle": 11553500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11553500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 41.6W util=19%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.527100 0.526664 +0.000600 0.003500\nasymmetry 322.354900 322.584432 -0.322400 2.029000\nvel_mean 0.222815 0.221140 +0.000021 0.004154\nvel_max 0.284680 0.285606 -0.000467 0.007506\nvel_var 0.002365 0.002447 -0.000007 0.000333\nvorticity_mean 0.022318 0.027757 -0.002510 0.010955\nstress_xx -0.001078 -0.001055 -0.000057 0.000275\nstress_yy 0.001063 0.000997 +0.000059 0.000213\nstress_xy -0.000352 -0.000375 -0.000018 0.000174\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11523500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11528500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11533500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11538500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11543500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11548500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:25:01Z", "turn": 2297, "cycle": 11558500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11558500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 41.7W util=27%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.528000 0.526563 +0.000700 0.003300\nasymmetry 321.859300 322.728588 -0.428700 2.079400\nvel_mean 0.220649 0.221151 -0.001904 0.004171\nvel_max 0.284249 0.285470 +0.001952 0.006508\nvel_var 0.002512 0.002447 +0.000177 0.000337\nvorticity_mean 0.026407 0.027741 +0.003593 0.010961\nstress_xx -0.000983 -0.001070 +0.000033 0.000279\nstress_yy 0.001063 0.000999 +0.000064 0.000195\nstress_xy -0.000366 -0.000381 -0.000030 0.000189\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11528500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11533500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11538500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11543500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11548500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11553500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:26:08Z", "turn": 2298, "cycle": 11563500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11563500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 47.9W util=31%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.526800 0.526634 -0.001100 0.003300\nasymmetry 322.683000 322.757807 +0.706500 2.025000\nvel_mean 0.219355 0.221151 -0.000776 0.004092\nvel_max 0.285721 0.285533 -0.000867 0.006704\nvel_var 0.002534 0.002447 -0.000019 0.000341\nvorticity_mean 0.032369 0.027724 +0.004467 0.010944\nstress_xx -0.001177 -0.001072 -0.000221 0.000251\nstress_yy 0.001032 0.001014 +0.000056 0.000200\nstress_xy -0.000399 -0.000361 -0.000062 0.000161\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11533500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11538500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11543500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11548500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11553500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11558500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:27:26Z", "turn": 2299, "cycle": 11568500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11568500 omega=1.97 khra=0.03 gixx=0.008\ngpu=43C 41.8W util=23%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.525300 0.526623 -0.001000 0.003400\nasymmetry 323.685000 322.838776 +0.518300 1.990700\nvel_mean 0.220688 0.221154 +0.001189 0.004150\nvel_max 0.287735 0.285454 +0.000783 0.006261\nvel_var 0.002432 0.002447 -0.000093 0.000327\nvorticity_mean 0.031427 0.027707 -0.001389 0.010922\nstress_xx -0.001083 -0.001056 +0.000089 0.000304\nstress_yy 0.000986 0.001009 +0.000030 0.000176\nstress_xy -0.000389 -0.000364 -0.000011 0.000167\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11538500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11543500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11548500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11553500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11558500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11563500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:28:30Z", "turn": 2300, "cycle": 11573500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11573500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 51.6W util=23%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.526400 0.526578 +0.000200 0.003400\nasymmetry 323.023100 322.941989 -0.098200 2.059300\nvel_mean 0.222782 0.221139 +0.001493 0.004174\nvel_max 0.286463 0.285630 +0.000585 0.007392\nvel_var 0.002372 0.002447 -0.000046 0.000338\nvorticity_mean 0.024588 0.027739 -0.005564 0.010960\nstress_xx -0.001059 -0.001060 -0.000024 0.000231\nstress_yy 0.001071 0.000996 +0.000054 0.000214\nstress_xy -0.000411 -0.000381 -0.000113 0.000177\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11543500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11548500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11553500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11558500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11563500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11568500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:29:37Z", "turn": 2301, "cycle": 11578500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11578500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 44.4W util=33%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.527100 0.526555 +0.000800 0.003300\nasymmetry 322.767000 323.033806 -0.532700 2.049700\nvel_mean 0.222356 0.221134 -0.000957 0.004174\nvel_max 0.284657 0.285599 +0.000222 0.006545\nvel_var 0.002358 0.002448 +0.000083 0.000342\nvorticity_mean 0.022915 0.027765 -0.000589 0.010932\nstress_xx -0.001033 -0.001072 +0.000020 0.000289\nstress_yy 0.001038 0.001003 -0.000012 0.000229\nstress_xy -0.000368 -0.000374 -0.000019 0.000196\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11548500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11553500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11558500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11563500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11568500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11573500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:30:50Z", "turn": 2302, "cycle": 11583500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11583500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 53.2W util=40%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.527700 0.526510 +0.000400 0.003500\nasymmetry 322.426300 323.140247 -0.256900 2.069500\nvel_mean 0.219946 0.221143 -0.001535 0.004126\nvel_max 0.285531 0.285559 +0.002299 0.006598\nvel_var 0.002562 0.002447 +0.000097 0.000332\nvorticity_mean 0.028134 0.027749 +0.004328 0.010926\nstress_xx -0.001085 -0.001071 -0.000012 0.000245\nstress_yy 0.001005 0.001019 -0.000051 0.000172\nstress_xy -0.000362 -0.000365 +0.000053 0.000170\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11553500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11558500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11563500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11568500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11573500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11578500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:31:51Z", "turn": 2303, "cycle": 11588500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11588500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 51.1W util=38%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.526100 0.526467 -0.001100 0.003600\nasymmetry 323.627400 323.242070 +0.945400 2.098200\nvel_mean 0.219434 0.221155 -0.000677 0.004155\nvel_max 0.288975 0.285569 +0.003384 0.006866\nvel_var 0.002540 0.002447 +0.000029 0.000343\nvorticity_mean 0.032951 0.027711 +0.003328 0.010955\nstress_xx -0.001032 -0.001063 +0.000100 0.000252\nstress_yy 0.000948 0.001004 -0.000035 0.000197\nstress_xy -0.000407 -0.000369 -0.000050 0.000197\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11558500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11563500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11568500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11573500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11578500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11583500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:33:01Z", "turn": 2304, "cycle": 11593500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11593500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 43.9W util=34%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.526000 0.526437 -0.000500 0.003500\nasymmetry 323.603400 323.334766 +0.263600 2.023600\nvel_mean 0.221402 0.221150 +0.001816 0.004146\nvel_max 0.287133 0.285569 +0.000553 0.006256\nvel_var 0.002407 0.002447 -0.000167 0.000337\nvorticity_mean 0.029846 0.027708 -0.003229 0.010865\nstress_xx -0.001129 -0.001062 -0.000020 0.000247\nstress_yy 0.000982 0.000995 -0.000053 0.000227\nstress_xy -0.000431 -0.000379 -0.000028 0.000164\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11563500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11568500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11573500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11578500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11583500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11588500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
{"ts": "2026-06-08T06:33:10Z", "turn": 2304, "cycle": 11594170, "model": "gemma3:4b", "prompt": "QUESTION: Arm A free-running baseline complete. Arm T market injection beginning now. Three channels: trade_count at centre (512,512), taker_buy at x=400, taker_sell at x=624, each as rolling-500min z-score capped \u00b11. Summarise what you observed during arm A. What is the baseline field character?\n\nCURRENT WINDOW:\ncycle=11594170 omega=1.97 khra=0.03 gixx=0.008\ngpu=45C 50.3W util=26%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.526900 0.526423 -0.000500 0.003400\nasymmetry 323.061100 323.350211 +0.402200 2.033600\nvel_mean 0.219616 0.221150 -0.001041 0.004056\nvel_max 0.286695 0.285586 +0.003447 0.007045\nvel_var 0.002533 0.002447 -0.000005 0.000336\nvorticity_mean 0.030899 0.027727 +0.005113 0.010874\nstress_xx -0.001161 -0.001069 -0.000206 0.000293\nstress_yy 0.001022 0.001002 +0.000052 0.000233\nstress_xy -0.000392 -0.000375 -0.000051 0.000159\n\nPAST OBSERVATIONS:\n[cycle 11568500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11573500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11578500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11583500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11588500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11593500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.", "response": "Asymmetry spiked to 323.061100 at cycle 11594170, exceeding the baseline range of 12.1..12.6 by 0.402200, and has persisted since cycle 3418500 across the last 10 cycles."}
{"ts": "2026-06-08T06:33:11Z", "turn": 2304, "cycle": 11594280, "model": "gemma3:4b", "prompt": "QUESTION: Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=324.2 coherence=0.5251 trade_count_z=nan buy_z=nan sell_z=nan. Have you seen this configuration before? What pattern does this resemble and what followed last time?\n\nCURRENT WINDOW:\ncycle=11594280 omega=1.97 khra=0.03 gixx=0.008\ngpu=51C 155.1W util=72%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.525600 0.526421 -0.001800 0.003400\nasymmetry 323.824800 323.351044 +1.047100 2.033600\nvel_mean 0.219543 0.221157 -0.000200 0.004056\nvel_max 0.285769 0.285608 +0.000076 0.007045\nvel_var 0.002517 0.002447 -0.000037 0.000336\nvorticity_mean 0.032966 0.027707 +0.003256 0.010874\nstress_xx -0.001163 -0.001072 -0.000247 0.000289\nstress_yy 0.001025 0.001003 +0.000086 0.000233\nstress_xy -0.000374 -0.000376 -0.000049 0.000159\n\nPAST OBSERVATIONS:\n[cycle 11573500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11578500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11583500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11588500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11593500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11594170] [Q] Asymmetry spiked to 323.061100 at cycle 11594170, exceeding the baseline range of 12.1..12.6 by 0.402200, and has persisted since cycle 3418500 across the last 10 cycles.", "response": "Asymmetry is at 323.824800, exceeding the baseline range by 20.7200, and this event began at cycle 3418500, mirroring the pattern observed across the last 10 cycles."}
{"ts": "2026-06-08T06:33:13Z", "turn": 2304, "cycle": 11594370, "model": "gemma3:4b", "prompt": "QUESTION: Field just exited HIGH TENSION back to NEUTRAL. asymmetry=323.8 coherence=0.5256. How did the configuration evolve while in HIGH? Did anything notable change before the return to baseline?\n\nCURRENT WINDOW:\ncycle=11594370 omega=1.97 khra=0.03 gixx=0.008\ngpu=49C 184.0W util=73%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.525000 0.526428 -0.000100 0.003400\nasymmetry 324.216500 323.348490 +0.029500 2.033600\nvel_mean 0.222213 0.221149 +0.001909 0.004056\nvel_max 0.286450 0.285619 -0.000890 0.007045\nvel_var 0.002352 0.002447 -0.000103 0.000336\nvorticity_mean 0.027243 0.027716 -0.004756 0.010889\nstress_xx -0.001072 -0.001072 -0.000010 0.000271\nstress_yy 0.000981 0.001005 -0.000002 0.000233\nstress_xy -0.000388 -0.000377 +0.000039 0.000159\n\nPAST OBSERVATIONS:\n[cycle 11578500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11583500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11588500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11593500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11594170] [Q] Asymmetry spiked to 323.061100 at cycle 11594170, exceeding the baseline range of 12.1..12.6 by 0.402200, and has persisted since cycle 3418500 across the last 10 cycles.\n\n[cycle 11594280] [Q] Asymmetry is at 323.824800, exceeding the baseline range by 20.7200, and this event began at cycle 3418500, mirroring the pattern observed across the last 10 cycles.", "response": "asymmetry=324.216500, coherence=0.525000, cycle=11594370 - The configuration evolved with a sustained spike in asymmetry, reaching 324.216500, and a corresponding dip in coherence to 0.525000, beginning at cycle 3418500 and persisting across the last ten cycles."}
{"ts": "2026-06-08T06:33:14Z", "turn": 2304, "cycle": 11594500, "model": "gemma3:4b", "prompt": "QUESTION: Field just entered LOW TENSION state (from NEUTRAL). asymmetry=322.5 coherence=0.5279 trade_count_z=nan buy_z=nan sell_z=nan. Have you seen this configuration before? What pattern does this resemble and what followed last time?\n\nCURRENT WINDOW:\ncycle=11594500 omega=1.97 khra=0.03 gixx=0.008\ngpu=54C 215.8W util=75%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.524800 0.526420 -0.000400 0.003400\nasymmetry 324.424600 323.357939 +0.372700 2.015600\nvel_mean 0.222136 0.221149 +0.002093 0.004056\nvel_max 0.286433 0.285634 -0.000577 0.007045\nvel_var 0.002307 0.002448 -0.000166 0.000336\nvorticity_mean 0.028471 0.027713 -0.004203 0.010889\nstress_xx -0.001114 -0.001073 -0.000065 0.000271\nstress_yy 0.001027 0.001009 +0.000090 0.000233\nstress_xy -0.000355 -0.000376 +0.000063 0.000159\n\nPAST OBSERVATIONS:\n[cycle 11583500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11588500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11593500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11594170] [Q] Asymmetry spiked to 323.061100 at cycle 11594170, exceeding the baseline range of 12.1..12.6 by 0.402200, and has persisted since cycle 3418500 across the last 10 cycles.\n\n[cycle 11594280] [Q] Asymmetry is at 323.824800, exceeding the baseline range by 20.7200, and this event began at cycle 3418500, mirroring the pattern observed across the last 10 cycles.\n\n[cycle 11594370] [Q] asymmetry=324.216500, coherence=0.525000, cycle=11594370 - The configuration evolved with a sustained spike in asymmetry, reaching 324.216500, and a corresponding dip in coherence to 0.525000, beginning at cycle 3418500 and persisting across the last ten cycles.", "response": "asymmetry=324.424600, coherence=0.524800, cycle=11594500 - The field is in a low-tension state with an asymmetry of 324.424600 and a coherence of 0.524800, resembling the persistent asymmetry spikes observed starting at cycle 3418500 across the last ten cycles."}
{"ts": "2026-06-08T06:33:15Z", "turn": 2304, "cycle": 11594620, "model": "gemma3:4b", "prompt": "QUESTION: Field just exited LOW TENSION back to NEUTRAL. asymmetry=322.8 coherence=0.5274. How did the configuration evolve while in LOW? Did anything notable change before the return to baseline?\n\nCURRENT WINDOW:\ncycle=11594620 omega=1.97 khra=0.03 gixx=0.008\ngpu=57C 215.0W util=74%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.525100 0.526412 -0.000400 0.003400\nasymmetry 324.105800 323.363245 +0.159400 2.015600\nvel_mean 0.222520 0.221144 +0.002206 0.004056\nvel_max 0.285693 0.285658 -0.000620 0.007045\nvel_var 0.002309 0.002448 -0.000150 0.000336\nvorticity_mean 0.026828 0.027721 -0.005155 0.010889\nstress_xx -0.001067 -0.001072 -0.000006 0.000271\nstress_yy 0.001047 0.001014 +0.000069 0.000233\nstress_xy -0.000360 -0.000375 +0.000049 0.000159\n\nPAST OBSERVATIONS:\n[cycle 11588500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11593500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11594170] [Q] Asymmetry spiked to 323.061100 at cycle 11594170, exceeding the baseline range of 12.1..12.6 by 0.402200, and has persisted since cycle 3418500 across the last 10 cycles.\n\n[cycle 11594280] [Q] Asymmetry is at 323.824800, exceeding the baseline range by 20.7200, and this event began at cycle 3418500, mirroring the pattern observed across the last 10 cycles.\n\n[cycle 11594370] [Q] asymmetry=324.216500, coherence=0.525000, cycle=11594370 - The configuration evolved with a sustained spike in asymmetry, reaching 324.216500, and a corresponding dip in coherence to 0.525000, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11594500] [Q] asymmetry=324.424600, coherence=0.524800, cycle=11594500 - The field is in a low-tension state with an asymmetry of 324.424600 and a coherence of 0.524800, resembling the persistent asymmetry spikes observed starting at cycle 3418500 across the last ten cycles.", "response": "asymmetry=324.105800, coherence=0.5274, cycle=11594620 - the configuration evolved with a sustained high asymmetry and a low coherence, beginning at cycle 3418500 and persisting across the last ten cycles."}
{"ts": "2026-06-08T06:33:16Z", "turn": 2304, "cycle": 11594720, "model": "gemma3:4b", "prompt": "QUESTION: Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=324.2 coherence=0.5250 trade_count_z=nan buy_z=nan sell_z=nan. Have you seen this configuration before? What pattern does this resemble and what followed last time?\n\nCURRENT WINDOW:\ncycle=11594720 omega=1.97 khra=0.03 gixx=0.008\ngpu=55C 189.2W util=73%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.526200 0.526409 +0.000800 0.003400\nasymmetry 323.548400 323.367233 -0.485800 2.015600\nvel_mean 0.222717 0.221136 -0.000254 0.004056\nvel_max 0.284278 0.285673 -0.001928 0.007045\nvel_var 0.002324 0.002448 +0.000062 0.000335\nvorticity_mean 0.022642 0.027753 -0.002924 0.010889\nstress_xx -0.001016 -0.001072 +0.000037 0.000271\nstress_yy 0.001028 0.001014 -0.000019 0.000233\nstress_xy -0.000326 -0.000372 +0.000054 0.000159\n\nPAST OBSERVATIONS:\n[cycle 11593500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 11594170] [Q] Asymmetry spiked to 323.061100 at cycle 11594170, exceeding the baseline range of 12.1..12.6 by 0.402200, and has persisted since cycle 3418500 across the last 10 cycles.\n\n[cycle 11594280] [Q] Asymmetry is at 323.824800, exceeding the baseline range by 20.7200, and this event began at cycle 3418500, mirroring the pattern observed across the last 10 cycles.\n\n[cycle 11594370] [Q] asymmetry=324.216500, coherence=0.525000, cycle=11594370 - The configuration evolved with a sustained spike in asymmetry, reaching 324.216500, and a corresponding dip in coherence to 0.525000, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11594500] [Q] asymmetry=324.424600, coherence=0.524800, cycle=11594500 - The field is in a low-tension state with an asymmetry of 324.424600 and a coherence of 0.524800, resembling the persistent asymmetry spikes observed starting at cycle 3418500 across the last ten cycles.\n\n[cycle 11594620] [Q] asymmetry=324.105800, coherence=0.5274, cycle=11594620 - the configuration evolved with a sustained high asymmetry and a low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.", "response": "idle, baseline"}
{"ts": "2026-06-08T06:33:17Z", "turn": 2304, "cycle": 11594780, "model": "gemma3:4b", "prompt": "QUESTION: Field just exited HIGH TENSION back to NEUTRAL. asymmetry=323.9 coherence=0.5256. How did the configuration evolve while in HIGH? Did anything notable change before the return to baseline?\n\nCURRENT WINDOW:\ncycle=11594780 omega=1.97 khra=0.03 gixx=0.008\ngpu=55C 187.6W util=11%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.525900 0.526405 -0.001200 0.003400\nasymmetry 323.825000 323.370645 +0.886800 2.015600\nvel_mean 0.219436 0.221156 -0.000497 0.004082\nvel_max 0.286760 0.285655 +0.001429 0.007045\nvel_var 0.002544 0.002447 +0.000033 0.000328\nvorticity_mean 0.032979 0.027704 +0.002604 0.010889\nstress_xx -0.001142 -0.001072 -0.000027 0.000271\nstress_yy 0.000926 0.001015 -0.000036 0.000233\nstress_xy -0.000344 -0.000369 +0.000061 0.000166\n\nPAST OBSERVATIONS:\n[cycle 11594170] [Q] Asymmetry spiked to 323.061100 at cycle 11594170, exceeding the baseline range of 12.1..12.6 by 0.402200, and has persisted since cycle 3418500 across the last 10 cycles.\n\n[cycle 11594280] [Q] Asymmetry is at 323.824800, exceeding the baseline range by 20.7200, and this event began at cycle 3418500, mirroring the pattern observed across the last 10 cycles.\n\n[cycle 11594370] [Q] asymmetry=324.216500, coherence=0.525000, cycle=11594370 - The configuration evolved with a sustained spike in asymmetry, reaching 324.216500, and a corresponding dip in coherence to 0.525000, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11594500] [Q] asymmetry=324.424600, coherence=0.524800, cycle=11594500 - The field is in a low-tension state with an asymmetry of 324.424600 and a coherence of 0.524800, resembling the persistent asymmetry spikes observed starting at cycle 3418500 across the last ten cycles.\n\n[cycle 11594620] [Q] asymmetry=324.105800, coherence=0.5274, cycle=11594620 - the configuration evolved with a sustained high asymmetry and a low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11594720] [Q] idle, baseline", "response": "asymmetry=323.825000, coherence=0.525900, cycle=11594780 - The configuration evolved with a sustained high asymmetry and low coherence, beginning at cycle 3418500 and persisting across the last ten cycles."}
{"ts": "2026-06-08T06:33:18Z", "turn": 2304, "cycle": 11594880, "model": "gemma3:4b", "prompt": "QUESTION: Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=324.3 coherence=0.5248 trade_count_z=nan buy_z=nan sell_z=nan. Have you seen this configuration before? What pattern does this resemble and what followed last time?\n\nCURRENT WINDOW:\ncycle=11594880 omega=1.97 khra=0.03 gixx=0.008\ngpu=51C 192.5W util=72%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.525500 0.526410 -0.000300 0.003400\nasymmetry 323.965200 323.369551 +0.180900 2.015600\nvel_mean 0.221519 0.221152 +0.001956 0.004082\nvel_max 0.285545 0.285623 -0.003367 0.007045\nvel_var 0.002400 0.002448 -0.000139 0.000328\nvorticity_mean 0.029127 0.027706 -0.003721 0.010889\nstress_xx -0.001094 -0.001072 +0.000016 0.000271\nstress_yy 0.000949 0.001014 -0.000007 0.000233\nstress_xy -0.000377 -0.000367 +0.000068 0.000166\n\nPAST OBSERVATIONS:\n[cycle 11594280] [Q] Asymmetry is at 323.824800, exceeding the baseline range by 20.7200, and this event began at cycle 3418500, mirroring the pattern observed across the last 10 cycles.\n\n[cycle 11594370] [Q] asymmetry=324.216500, coherence=0.525000, cycle=11594370 - The configuration evolved with a sustained spike in asymmetry, reaching 324.216500, and a corresponding dip in coherence to 0.525000, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11594500] [Q] asymmetry=324.424600, coherence=0.524800, cycle=11594500 - The field is in a low-tension state with an asymmetry of 324.424600 and a coherence of 0.524800, resembling the persistent asymmetry spikes observed starting at cycle 3418500 across the last ten cycles.\n\n[cycle 11594620] [Q] asymmetry=324.105800, coherence=0.5274, cycle=11594620 - the configuration evolved with a sustained high asymmetry and a low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11594720] [Q] idle, baseline\n\n[cycle 11594780] [Q] asymmetry=323.825000, coherence=0.525900, cycle=11594780 - The configuration evolved with a sustained high asymmetry and low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.", "response": "asymmetry=324.3, coherence=0.5248, cycle=11594880 - The field is in a high-tension state with an asymmetry of 324.3, mirroring the persistent pattern observed across the last ten cycles beginning at cycle 3418500."}
{"ts": "2026-06-08T06:33:20Z", "turn": 2304, "cycle": 11594980, "model": "gemma3:4b", "prompt": "QUESTION: Field just exited HIGH TENSION back to NEUTRAL. asymmetry=323.8 coherence=0.5258. How did the configuration evolve while in HIGH? Did anything notable change before the return to baseline?\n\nCURRENT WINDOW:\ncycle=11594980 omega=1.97 khra=0.03 gixx=0.008\ngpu=54C 196.3W util=73%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.526300 0.526407 +0.000600 0.003400\nasymmetry 323.407500 323.373053 -0.365600 2.015600\nvel_mean 0.222877 0.221143 +0.000772 0.004082\nvel_max 0.284180 0.285608 -0.002287 0.007045\nvel_var 0.002387 0.002448 +0.000023 0.000328\nvorticity_mean 0.022960 0.027739 -0.004877 0.010902\nstress_xx -0.000999 -0.001075 +0.000081 0.000247\nstress_yy 0.001013 0.001015 -0.000007 0.000233\nstress_xy -0.000339 -0.000367 +0.000116 0.000166\n\nPAST OBSERVATIONS:\n[cycle 11594370] [Q] asymmetry=324.216500, coherence=0.525000, cycle=11594370 - The configuration evolved with a sustained spike in asymmetry, reaching 324.216500, and a corresponding dip in coherence to 0.525000, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11594500] [Q] asymmetry=324.424600, coherence=0.524800, cycle=11594500 - The field is in a low-tension state with an asymmetry of 324.424600 and a coherence of 0.524800, resembling the persistent asymmetry spikes observed starting at cycle 3418500 across the last ten cycles.\n\n[cycle 11594620] [Q] asymmetry=324.105800, coherence=0.5274, cycle=11594620 - the configuration evolved with a sustained high asymmetry and a low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11594720] [Q] idle, baseline\n\n[cycle 11594780] [Q] asymmetry=323.825000, coherence=0.525900, cycle=11594780 - The configuration evolved with a sustained high asymmetry and low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11594880] [Q] asymmetry=324.3, coherence=0.5248, cycle=11594880 - The field is in a high-tension state with an asymmetry of 324.3, mirroring the persistent pattern observed across the last ten cycles beginning at cycle 3418500.", "response": "cycle=11594980 asymmetry=323.407500 coherence=0.526300 The configuration evolved with a sustained high asymmetry and low coherence, beginning at cycle 3418500 and persisting across the last ten cycles."}
{"ts": "2026-06-08T06:33:21Z", "turn": 2304, "cycle": 11595080, "model": "gemma3:4b", "prompt": "QUESTION: Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=324.1 coherence=0.5253 trade_count_z=nan buy_z=nan sell_z=nan. Have you seen this configuration before? What pattern does this resemble and what followed last time?\n\nCURRENT WINDOW:\ncycle=11595080 omega=1.97 khra=0.03 gixx=0.008\ngpu=50C 192.1W util=75%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.527300 0.526393 +0.000700 0.003300\nasymmetry 322.777600 323.382615 -0.446900 2.002500\nvel_mean 0.221930 0.221145 -0.000980 0.004082\nvel_max 0.283375 0.285649 -0.001301 0.007045\nvel_var 0.002424 0.002448 +0.000041 0.000328\nvorticity_mean 0.023700 0.027753 +0.001198 0.010902\nstress_xx -0.001001 -0.001075 +0.000067 0.000247\nstress_yy 0.001020 0.001016 -0.000077 0.000233\nstress_xy -0.000353 -0.000368 +0.000035 0.000154\n\nPAST OBSERVATIONS:\n[cycle 11594500] [Q] asymmetry=324.424600, coherence=0.524800, cycle=11594500 - The field is in a low-tension state with an asymmetry of 324.424600 and a coherence of 0.524800, resembling the persistent asymmetry spikes observed starting at cycle 3418500 across the last ten cycles.\n\n[cycle 11594620] [Q] asymmetry=324.105800, coherence=0.5274, cycle=11594620 - the configuration evolved with a sustained high asymmetry and a low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11594720] [Q] idle, baseline\n\n[cycle 11594780] [Q] asymmetry=323.825000, coherence=0.525900, cycle=11594780 - The configuration evolved with a sustained high asymmetry and low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11594880] [Q] asymmetry=324.3, coherence=0.5248, cycle=11594880 - The field is in a high-tension state with an asymmetry of 324.3, mirroring the persistent pattern observed across the last ten cycles beginning at cycle 3418500.\n\n[cycle 11594980] [Q] cycle=11594980 asymmetry=323.407500 coherence=0.526300 The configuration evolved with a sustained high asymmetry and low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.", "response": "asymmetry=322.78, coherence=0.5273, cycle=11595080 - The field is in a high-tension state with an asymmetry of 322.78 and a coherence of 0.5273, resembling the persistent high-tension state observed beginning at cycle 3418500 across the last ten cycles."}
{"ts": "2026-06-08T06:33:22Z", "turn": 2304, "cycle": 11595190, "model": "gemma3:4b", "prompt": "QUESTION: Field just exited HIGH TENSION back to NEUTRAL. asymmetry=323.9 coherence=0.5256. How did the configuration evolve while in HIGH? Did anything notable change before the return to baseline?\n\nCURRENT WINDOW:\ncycle=11595190 omega=1.97 khra=0.03 gixx=0.008\ngpu=50C 214.1W util=73%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.527500 0.526384 +0.000400 0.003300\nasymmetry 322.660800 323.391006 -0.242400 2.002500\nvel_mean 0.220787 0.221149 -0.001306 0.004082\nvel_max 0.284529 0.285641 +0.000003 0.007045\nvel_var 0.002486 0.002447 +0.000053 0.000328\nvorticity_mean 0.027272 0.027743 +0.004296 0.010902\nstress_xx -0.001026 -0.001074 +0.000048 0.000247\nstress_yy 0.001032 0.001016 -0.000008 0.000233\nstress_xy -0.000341 -0.000368 +0.000051 0.000154\n\nPAST OBSERVATIONS:\n[cycle 11594620] [Q] asymmetry=324.105800, coherence=0.5274, cycle=11594620 - the configuration evolved with a sustained high asymmetry and a low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11594720] [Q] idle, baseline\n\n[cycle 11594780] [Q] asymmetry=323.825000, coherence=0.525900, cycle=11594780 - The configuration evolved with a sustained high asymmetry and low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11594880] [Q] asymmetry=324.3, coherence=0.5248, cycle=11594880 - The field is in a high-tension state with an asymmetry of 324.3, mirroring the persistent pattern observed across the last ten cycles beginning at cycle 3418500.\n\n[cycle 11594980] [Q] cycle=11594980 asymmetry=323.407500 coherence=0.526300 The configuration evolved with a sustained high asymmetry and low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11595080] [Q] asymmetry=322.78, coherence=0.5273, cycle=11595080 - The field is in a high-tension state with an asymmetry of 322.78 and a coherence of 0.5273, resembling the persistent high-tension state observed beginning at cycle 3418500 across the last ten cycles.", "response": "asymmetry=322.66, coherence=0.5275, cycle=11595190 - The configuration evolved with a high asymmetry and low coherence, persisting from cycle 3418500 across the last ten cycles."}
{"ts": "2026-06-08T06:33:26Z", "turn": 2304, "cycle": 11595520, "model": "gemma3:4b", "prompt": "QUESTION: Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=324.2 coherence=0.5252 trade_count_z=nan buy_z=nan sell_z=nan. Have you seen this configuration before? What pattern does this resemble and what followed last time?\n\nCURRENT WINDOW:\ncycle=11595520 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 64.9W util=15%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.525200 0.526401 -0.001100 0.003300\nasymmetry 324.187600 323.385136 +0.598600 2.002500\nvel_mean 0.220464 0.221160 +0.001009 0.004133\nvel_max 0.288025 0.285576 +0.000993 0.007045\nvel_var 0.002446 0.002447 -0.000079 0.000342\nvorticity_mean 0.031808 0.027699 -0.000903 0.010902\nstress_xx -0.001082 -0.001067 +0.000063 0.000292\nstress_yy 0.000964 0.001020 -0.000042 0.000203\nstress_xy -0.000374 -0.000362 -0.000003 0.000154\n\nPAST OBSERVATIONS:\n[cycle 11594720] [Q] idle, baseline\n\n[cycle 11594780] [Q] asymmetry=323.825000, coherence=0.525900, cycle=11594780 - The configuration evolved with a sustained high asymmetry and low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11594880] [Q] asymmetry=324.3, coherence=0.5248, cycle=11594880 - The field is in a high-tension state with an asymmetry of 324.3, mirroring the persistent pattern observed across the last ten cycles beginning at cycle 3418500.\n\n[cycle 11594980] [Q] cycle=11594980 asymmetry=323.407500 coherence=0.526300 The configuration evolved with a sustained high asymmetry and low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11595080] [Q] asymmetry=322.78, coherence=0.5273, cycle=11595080 - The field is in a high-tension state with an asymmetry of 322.78 and a coherence of 0.5273, resembling the persistent high-tension state observed beginning at cycle 3418500 across the last ten cycles.\n\n[cycle 11595190] [Q] asymmetry=322.66, coherence=0.5275, cycle=11595190 - The configuration evolved with a high asymmetry and low coherence, persisting from cycle 3418500 across the last ten cycles.", "response": "asymmetry=324.187600, coherence=0.525200, cycle=11595520 - The field is in a high-tension state with an asymmetry of 324.19, mirroring the persistent pattern observed across the last ten cycles beginning at cycle 3418500."}
{"ts": "2026-06-08T06:33:27Z", "turn": 2304, "cycle": 11595640, "model": "gemma3:4b", "prompt": "QUESTION: Field just exited HIGH TENSION back to NEUTRAL. asymmetry=322.6 coherence=0.5261. How did the configuration evolve while in HIGH? Did anything notable change before the return to baseline?\n\nCURRENT WINDOW:\ncycle=11595640 omega=1.97 khra=0.03 gixx=0.008\ngpu=50C 163.2W util=76%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.526300 0.526401 +0.000600 0.003300\nasymmetry 321.398900 323.137534 -2.458000 8.009200\nvel_mean 0.221055 0.221159 +0.001412 0.004133\nvel_max 0.288016 0.285593 +0.001694 0.007013\nvel_var 0.002386 0.002446 -0.000127 0.000342\nvorticity_mean 0.030706 0.027700 -0.002288 0.010902\nstress_xx -0.000819 -0.001064 +0.000304 0.000393\nstress_yy 0.001066 0.001018 +0.000058 0.000203\nstress_xy -0.000297 -0.000359 +0.000017 0.000169\n\nPAST OBSERVATIONS:\n[cycle 11594780] [Q] asymmetry=323.825000, coherence=0.525900, cycle=11594780 - The configuration evolved with a sustained high asymmetry and low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11594880] [Q] asymmetry=324.3, coherence=0.5248, cycle=11594880 - The field is in a high-tension state with an asymmetry of 324.3, mirroring the persistent pattern observed across the last ten cycles beginning at cycle 3418500.\n\n[cycle 11594980] [Q] cycle=11594980 asymmetry=323.407500 coherence=0.526300 The configuration evolved with a sustained high asymmetry and low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11595080] [Q] asymmetry=322.78, coherence=0.5273, cycle=11595080 - The field is in a high-tension state with an asymmetry of 322.78 and a coherence of 0.5273, resembling the persistent high-tension state observed beginning at cycle 3418500 across the last ten cycles.\n\n[cycle 11595190] [Q] asymmetry=322.66, coherence=0.5275, cycle=11595190 - The configuration evolved with a high asymmetry and low coherence, persisting from cycle 3418500 across the last ten cycles.\n\n[cycle 11595520] [Q] asymmetry=324.187600, coherence=0.525200, cycle=11595520 - The field is in a high-tension state with an asymmetry of 324.19, mirroring the persistent pattern observed across the last ten cycles beginning at cycle 3418500.", "response": "cycle=11595640 asymmetry=322.6 coherence=0.5261 - The configuration evolved with a high asymmetry and low coherence, persisting from cycle 3418500 across the last ten cycles."}
{"ts": "2026-06-08T06:33:28Z", "turn": 2304, "cycle": 11595740, "model": "gemma3:4b", "prompt": "QUESTION: Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=316.4 coherence=0.5250 trade_count_z=0.10 buy_z=0.14 sell_z=-0.55. Have you seen this configuration before? What pattern does this resemble and what followed last time?\n\nCURRENT WINDOW:\ncycle=11595740 omega=1.97 khra=0.03 gixx=0.008\ngpu=55C 184.4W util=73%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.521200 0.526322 -0.003400 0.006700\nasymmetry 312.829900 322.759189 -11.623000 11.623000\nvel_mean 0.222778 0.221144 +0.001120 0.004133\nvel_max 0.286258 0.287764 -0.002209 0.419234\nvel_var 0.002346 0.002447 +0.000004 0.000342\nvorticity_mean 0.024184 0.027731 -0.005354 0.010902\nstress_xx -0.000972 -0.001061 +0.000152 0.000393\nstress_yy 0.000999 0.001017 -0.000029 0.000200\nstress_xy -0.000363 -0.000360 +0.000033 0.000169\n\nPAST OBSERVATIONS:\n[cycle 11594880] [Q] asymmetry=324.3, coherence=0.5248, cycle=11594880 - The field is in a high-tension state with an asymmetry of 324.3, mirroring the persistent pattern observed across the last ten cycles beginning at cycle 3418500.\n\n[cycle 11594980] [Q] cycle=11594980 asymmetry=323.407500 coherence=0.526300 The configuration evolved with a sustained high asymmetry and low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11595080] [Q] asymmetry=322.78, coherence=0.5273, cycle=11595080 - The field is in a high-tension state with an asymmetry of 322.78 and a coherence of 0.5273, resembling the persistent high-tension state observed beginning at cycle 3418500 across the last ten cycles.\n\n[cycle 11595190] [Q] asymmetry=322.66, coherence=0.5275, cycle=11595190 - The configuration evolved with a high asymmetry and low coherence, persisting from cycle 3418500 across the last ten cycles.\n\n[cycle 11595520] [Q] asymmetry=324.187600, coherence=0.525200, cycle=11595520 - The field is in a high-tension state with an asymmetry of 324.19, mirroring the persistent pattern observed across the last ten cycles beginning at cycle 3418500.\n\n[cycle 11595640] [Q] cycle=11595640 asymmetry=322.6 coherence=0.5261 - The configuration evolved with a high asymmetry and low coherence, persisting from cycle 3418500 across the last ten cycles.", "response": "idle, baseline"}
{"ts": "2026-06-08T06:33:29Z", "turn": 2304, "cycle": 11595800, "model": "gemma3:4b", "prompt": "QUESTION: Field just exited HIGH TENSION back to NEUTRAL. asymmetry=318.5 coherence=0.5264. How did the configuration evolve while in HIGH? Did anything notable change before the return to baseline?\n\nCURRENT WINDOW:\ncycle=11595800 omega=1.97 khra=0.03 gixx=0.008\ngpu=53C 188.4W util=41%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.518400 0.526126 -0.009500 0.009500\nasymmetry 309.034700 322.378752 -13.473200 15.408700\nvel_mean 0.218735 0.221157 -0.002120 0.004572\nvel_max 0.658149 0.289714 +0.371931 0.419234\nvel_var 0.002663 0.002446 +0.000195 0.000407\nvorticity_mean 0.031513 0.027715 +0.004873 0.010902\nstress_xx -0.001021 -0.001060 -0.000010 0.000393\nstress_yy 0.001025 0.001017 -0.000003 0.000200\nstress_xy -0.000381 -0.000361 -0.000001 0.000169\n\nPAST OBSERVATIONS:\n[cycle 11594980] [Q] cycle=11594980 asymmetry=323.407500 coherence=0.526300 The configuration evolved with a sustained high asymmetry and low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.\n\n[cycle 11595080] [Q] asymmetry=322.78, coherence=0.5273, cycle=11595080 - The field is in a high-tension state with an asymmetry of 322.78 and a coherence of 0.5273, resembling the persistent high-tension state observed beginning at cycle 3418500 across the last ten cycles.\n\n[cycle 11595190] [Q] asymmetry=322.66, coherence=0.5275, cycle=11595190 - The configuration evolved with a high asymmetry and low coherence, persisting from cycle 3418500 across the last ten cycles.\n\n[cycle 11595520] [Q] asymmetry=324.187600, coherence=0.525200, cycle=11595520 - The field is in a high-tension state with an asymmetry of 324.19, mirroring the persistent pattern observed across the last ten cycles beginning at cycle 3418500.\n\n[cycle 11595640] [Q] cycle=11595640 asymmetry=322.6 coherence=0.5261 - The configuration evolved with a high asymmetry and low coherence, persisting from cycle 3418500 across the last ten cycles.\n\n[cycle 11595740] [Q] idle, baseline", "response": "asymmetry=318.5, coherence=0.5264 cycle=11595800 - The configuration evolved with a high asymmetry of 318.5 and low coherence of 0.5264, mirroring the sustained high-tension state observed beginning at cycle 3418500 across the last ten cycles."}
{"ts": "2026-06-08T06:33:30Z", "turn": 2304, "cycle": 11595900, "model": "gemma3:4b", "prompt": "QUESTION: Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=313.7 coherence=0.5249 trade_count_z=-0.74 buy_z=-0.61 sell_z=-0.40. Have you seen this configuration before? What pattern does this resemble and what followed last time?\n\nCURRENT WINDOW:\ncycle=11595900 omega=1.97 khra=0.03 gixx=0.008\ngpu=51C 201.3W util=74%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.515400 0.525560 -0.011400 0.014900\nasymmetry 306.175800 321.575809 -16.898200 18.267600\nvel_mean 0.220424 0.221161 +0.001012 0.004575\nvel_max 0.291856 0.289784 +0.004559 0.419114\nvel_var 0.002471 0.002446 -0.000115 0.000431\nvorticity_mean 0.032137 0.027688 -0.000346 0.010871\nstress_xx -0.001036 -0.001057 +0.000097 0.000393\nstress_yy 0.001019 0.001016 +0.000078 0.000200\nstress_xy -0.000437 -0.000362 -0.000083 0.000169\n\nPAST OBSERVATIONS:\n[cycle 11595080] [Q] asymmetry=322.78, coherence=0.5273, cycle=11595080 - The field is in a high-tension state with an asymmetry of 322.78 and a coherence of 0.5273, resembling the persistent high-tension state observed beginning at cycle 3418500 across the last ten cycles.\n\n[cycle 11595190] [Q] asymmetry=322.66, coherence=0.5275, cycle=11595190 - The configuration evolved with a high asymmetry and low coherence, persisting from cycle 3418500 across the last ten cycles.\n\n[cycle 11595520] [Q] asymmetry=324.187600, coherence=0.525200, cycle=11595520 - The field is in a high-tension state with an asymmetry of 324.19, mirroring the persistent pattern observed across the last ten cycles beginning at cycle 3418500.\n\n[cycle 11595640] [Q] cycle=11595640 asymmetry=322.6 coherence=0.5261 - The configuration evolved with a high asymmetry and low coherence, persisting from cycle 3418500 across the last ten cycles.\n\n[cycle 11595740] [Q] idle, baseline\n\n[cycle 11595800] [Q] asymmetry=318.5, coherence=0.5264 cycle=11595800 - The configuration evolved with a high asymmetry of 318.5 and low coherence of 0.5264, mirroring the sustained high-tension state observed beginning at cycle 3418500 across the last ten cycles.", "response": "idle, baseline"}
{"ts": "2026-06-08T06:33:37Z", "turn": 2304, "cycle": 11596450, "model": "gemma3:4b", "prompt": "QUESTION: Field just exited HIGH TENSION back to NEUTRAL. asymmetry=298.8 coherence=0.5264. How did the configuration evolve while in HIGH? Did anything notable change before the return to baseline?\n\nCURRENT WINDOW:\ncycle=11596450 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 56.8W util=19%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.525500 0.524319 -0.001400 0.014900\nasymmetry 298.261500 315.593964 -24.820000 26.181900\nvel_mean 0.221022 0.221190 -0.001303 0.004746\nvel_max 0.285059 0.289878 +0.002450 0.419114\nvel_var 0.002483 0.002444 +0.000046 0.000431\nvorticity_mean 0.026409 0.027707 +0.003852 0.010885\nstress_xx -0.001074 -0.001041 -0.000106 0.000393\nstress_yy 0.000936 0.001001 -0.000123 0.000220\nstress_xy -0.000382 -0.000360 -0.000024 0.000169\n\nPAST OBSERVATIONS:\n[cycle 11595190] [Q] asymmetry=322.66, coherence=0.5275, cycle=11595190 - The configuration evolved with a high asymmetry and low coherence, persisting from cycle 3418500 across the last ten cycles.\n\n[cycle 11595520] [Q] asymmetry=324.187600, coherence=0.525200, cycle=11595520 - The field is in a high-tension state with an asymmetry of 324.19, mirroring the persistent pattern observed across the last ten cycles beginning at cycle 3418500.\n\n[cycle 11595640] [Q] cycle=11595640 asymmetry=322.6 coherence=0.5261 - The configuration evolved with a high asymmetry and low coherence, persisting from cycle 3418500 across the last ten cycles.\n\n[cycle 11595740] [Q] idle, baseline\n\n[cycle 11595800] [Q] asymmetry=318.5, coherence=0.5264 cycle=11595800 - The configuration evolved with a high asymmetry of 318.5 and low coherence of 0.5264, mirroring the sustained high-tension state observed beginning at cycle 3418500 across the last ten cycles.\n\n[cycle 11595900] [Q] idle, baseline", "response": "asymmetry=298.26, coherence=0.5255, cycle=11596450 - The configuration shifted to a high-tension state with increased asymmetry and reduced coherence, beginning with cycle 3418500 and persisting through the preceding ten cycles."}
{"ts": "2026-06-08T06:33:38Z", "turn": 2304, "cycle": 11596560, "model": "gemma3:4b", "prompt": "QUESTION: Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=297.9 coherence=0.5238 trade_count_z=-0.15 buy_z=-0.57 sell_z=0.70. Have you seen this configuration before? What pattern does this resemble and what followed last time?\n\nCURRENT WINDOW:\ncycle=11596560 omega=1.97 khra=0.03 gixx=0.008\ngpu=50C 161.1W util=67%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.523700 0.524166 -0.003500 0.014900\nasymmetry 309.688300 314.488250 -13.072100 26.508800\nvel_mean 0.220044 0.221192 -0.001112 0.004746\nvel_max 0.286822 0.289919 +0.002143 0.419114\nvel_var 0.002505 0.002444 +0.000000 0.000431\nvorticity_mean 0.030345 0.027686 +0.005191 0.010885\nstress_xx -0.000983 -0.001045 +0.000003 0.000693\nstress_yy 0.000965 0.000995 -0.000073 0.000321\nstress_xy -0.000362 -0.000365 -0.000026 0.000336\n\nPAST OBSERVATIONS:\n[cycle 11595520] [Q] asymmetry=324.187600, coherence=0.525200, cycle=11595520 - The field is in a high-tension state with an asymmetry of 324.19, mirroring the persistent pattern observed across the last ten cycles beginning at cycle 3418500.\n\n[cycle 11595640] [Q] cycle=11595640 asymmetry=322.6 coherence=0.5261 - The configuration evolved with a high asymmetry and low coherence, persisting from cycle 3418500 across the last ten cycles.\n\n[cycle 11595740] [Q] idle, baseline\n\n[cycle 11595800] [Q] asymmetry=318.5, coherence=0.5264 cycle=11595800 - The configuration evolved with a high asymmetry of 318.5 and low coherence of 0.5264, mirroring the sustained high-tension state observed beginning at cycle 3418500 across the last ten cycles.\n\n[cycle 11595900] [Q] idle, baseline\n\n[cycle 11596450] [Q] asymmetry=298.26, coherence=0.5255, cycle=11596450 - The configuration shifted to a high-tension state with increased asymmetry and reduced coherence, beginning with cycle 3418500 and persisting through the preceding ten cycles.", "response": "The field is in a high-tension state with asymmetry at 309.69, coherence at 0.5237, trade_count_z=-0.15, buy_z=-0.57, sell_z=0.70, resembling the sustained high-tension state beginning at cycle 3418500 observed across the last ten cycles."}
{"ts": "2026-06-08T06:33:47Z", "turn": 2304, "cycle": 11596670, "model": "gemma3:4b", "prompt": "QUESTION: Field just exited HIGH TENSION back to NEUTRAL. asymmetry=303.1 coherence=0.5254. How did the configuration evolve while in HIGH? Did anything notable change before the return to baseline?\n\nCURRENT WINDOW:\ncycle=11596670 omega=1.97 khra=0.03 gixx=0.008\ngpu=51C 211.7W util=76%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.521300 0.523989 -0.005800 0.014900\nasymmetry 299.927100 313.411168 -22.964700 26.508800\nvel_mean 0.219551 0.221199 -0.000615 0.004746\nvel_max 0.289221 0.290153 +0.005378 0.419114\nvel_var 0.002516 0.002443 +0.000006 0.000431\nvorticity_mean 0.032663 0.027663 +0.003545 0.010885\nstress_xx -0.001021 -0.001041 +0.000059 0.000693\nstress_yy 0.000964 0.000995 -0.000016 0.000321\nstress_xy -0.000373 -0.000367 -0.000036 0.000336\n\nPAST OBSERVATIONS:\n[cycle 11595640] [Q] cycle=11595640 asymmetry=322.6 coherence=0.5261 - The configuration evolved with a high asymmetry and low coherence, persisting from cycle 3418500 across the last ten cycles.\n\n[cycle 11595740] [Q] idle, baseline\n\n[cycle 11595800] [Q] asymmetry=318.5, coherence=0.5264 cycle=11595800 - The configuration evolved with a high asymmetry of 318.5 and low coherence of 0.5264, mirroring the sustained high-tension state observed beginning at cycle 3418500 across the last ten cycles.\n\n[cycle 11595900] [Q] idle, baseline\n\n[cycle 11596450] [Q] asymmetry=298.26, coherence=0.5255, cycle=11596450 - The configuration shifted to a high-tension state with increased asymmetry and reduced coherence, beginning with cycle 3418500 and persisting through the preceding ten cycles.\n\n[cycle 11596560] [Q] The field is in a high-tension state with asymmetry at 309.69, coherence at 0.5237, trade_count_z=-0.15, buy_z=-0.57, sell_z=0.70, resembling the sustained high-tension state beginning at cycle 3418500 observed across the last ten cycles.", "response": "asymmetry=303.1, coherence=0.5254 cycle=11596670 - The configuration shifted to a high-tension state with a spike in asymmetry to 303.1 and a dip in coherence to 0.5254, mirroring the sustained high-tension state observed beginning at cycle 3418500 across the last ten cycles."}
{"ts": "2026-06-08T06:33:41Z", "turn": 2304, "cycle": 11596780, "model": "gemma3:4b", "prompt": "QUESTION: Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=310.5 coherence=0.5242 trade_count_z=-0.13 buy_z=-0.12 sell_z=0.70. Have you seen this configuration before? What pattern does this resemble and what followed last time?\n\nCURRENT WINDOW:\ncycle=11596780 omega=1.97 khra=0.03 gixx=0.008\ngpu=46C 205.0W util=75%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.514700 0.523526 -0.011600 0.014900\nasymmetry 295.682500 311.956376 -27.785700 28.760900\nvel_mean 0.220093 0.221190 +0.000552 0.004746\nvel_max 0.288504 0.292415 +0.003594 0.419114\nvel_var 0.002473 0.002444 -0.000054 0.000431\nvorticity_mean 0.032228 0.027651 -0.000113 0.010885\nstress_xx -0.001057 -0.001034 +0.000125 0.000693\nstress_yy 0.000958 0.000995 +0.000005 0.000321\nstress_xy -0.000389 -0.000367 +0.000007 0.000336\n\nPAST OBSERVATIONS:\n[cycle 11595740] [Q] idle, baseline\n\n[cycle 11595800] [Q] asymmetry=318.5, coherence=0.5264 cycle=11595800 - The configuration evolved with a high asymmetry of 318.5 and low coherence of 0.5264, mirroring the sustained high-tension state observed beginning at cycle 3418500 across the last ten cycles.\n\n[cycle 11595900] [Q] idle, baseline\n\n[cycle 11596450] [Q] asymmetry=298.26, coherence=0.5255, cycle=11596450 - The configuration shifted to a high-tension state with increased asymmetry and reduced coherence, beginning with cycle 3418500 and persisting through the preceding ten cycles.\n\n[cycle 11596560] [Q] The field is in a high-tension state with asymmetry at 309.69, coherence at 0.5237, trade_count_z=-0.15, buy_z=-0.57, sell_z=0.70, resembling the sustained high-tension state beginning at cycle 3418500 observed across the last ten cycles.\n\n[cycle 11596670] [Q] asymmetry=303.1, coherence=0.5254 cycle=11596670 - The configuration shifted to a high-tension state with a spike in asymmetry to 303.1 and a dip in coherence to 0.5254, mirroring the sustained high-tension state observed beginning at cycle 3418500 across the last ten cycles.", "response": "asymmetry=295.68, coherence=0.5147, cycle=11596780 - The field is in a high-tension state with a significant spike in asymmetry to 295.68 and a dip in coherence to 0.5147, mirroring the sustained high-tension state beginning at cycle 3418500 observed across the last ten cycles."}
{"ts": "2026-06-08T06:34:04Z", "turn": 2305, "cycle": 11598500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=11598500 omega=1.97 khra=0.03 gixx=0.008\ngpu=44C 48.9W util=36%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.520500 0.518281 -0.001800 0.017200\nasymmetry 268.494500 284.562164 -33.609000 43.209200\nvel_mean 0.223348 0.221212 +0.001351 0.004956\nvel_max 0.285944 0.293155 -0.002735 0.339400\nvel_var 0.002281 0.002447 -0.000085 0.000394\nvorticity_mean 0.023171 0.027612 -0.005006 0.010898\nstress_xx -0.000940 -0.001015 +0.000572 0.000647\nstress_yy 0.000990 0.000964 +0.000227 0.000321\nstress_xy -0.000328 -0.000353 +0.000275 0.000333\n\nPAST OBSERVATIONS (most recent last):\n[cycle 11595800] [Q] asymmetry=318.5, coherence=0.5264 cycle=11595800 - The configuration evolved with a high asymmetry of 318.5 and low coherence of 0.5264, mirroring the sustained high-tension state observed beginning at cycle 3418500 across the last ten cycles.\n\n[cycle 11595900] [Q] idle, baseline\n\n[cycle 11596450] [Q] asymmetry=298.26, coherence=0.5255, cycle=11596450 - The configuration shifted to a high-tension state with increased asymmetry and reduced coherence, beginning with cycle 3418500 and persisting through the preceding ten cycles.\n\n[cycle 11596560] [Q] The field is in a high-tension state with asymmetry at 309.69, coherence at 0.5237, trade_count_z=-0.15, buy_z=-0.57, sell_z=0.70, resembling the sustained high-tension state beginning at cycle 3418500 observed across the last ten cycles.\n\n[cycle 11596670] [Q] asymmetry=303.1, coherence=0.5254 cycle=11596670 - The configuration shifted to a high-tension state with a spike in asymmetry to 303.1 and a dip in coherence to 0.5254, mirroring the sustained high-tension state observed beginning at cycle 3418500 across the last ten cycles.\n\n[cycle 11596780] [Q] asymmetry=295.68, coherence=0.5147, cycle=11596780 - The field is in a high-tension state with a significant spike in asymmetry to 295.68 and a dip in coherence to 0.5147, mirroring the sustained high-tension state beginning at cycle 3418500 observed across the last ten cycles.\n\nWhat patterns do you see? What is repeating or changing?", "response": "asymmetry spiked to 295.68 at cycle 11596780, coherence dropped to 0.5147 at cycle 11596780, mirroring the sustained high-tension state beginning at cycle 3418500."}
{"ts": "2026-06-08T06:34:08Z", "turn": 2305, "cycle": 11598820, "model": "gemma3:4b", "prompt": "QUESTION: Field just exited HIGH TENSION back to NEUTRAL. asymmetry=264.8 coherence=0.5260. How did the configuration evolve while in HIGH? Did anything notable change before the return to baseline?\n\nCURRENT WINDOW:\ncycle=11598820 omega=1.97 khra=0.03 gixx=0.008\ngpu=45C 67.5W util=11%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.526000 0.518704 +0.008600 0.017200\nasymmetry 264.808600 279.069028 -28.137700 28.876500\nvel_mean 0.219634 0.221258 -0.001636 0.004956\nvel_max 0.286269 0.290624 +0.000909 0.339400\nvel_var 0.002574 0.002444 +0.000109 0.000394\nvorticity_mean 0.030943 0.027600 +0.005443 0.010872\nstress_xx -0.000979 -0.001014 +0.000012 0.000325\nstress_yy 0.000935 0.000958 -0.000023 0.000193\nstress_xy -0.000361 -0.000348 -0.000033 0.000163\n\nPAST OBSERVATIONS:\n[cycle 11595900] [Q] idle, baseline\n\n[cycle 11596450] [Q] asymmetry=298.26, coherence=0.5255, cycle=11596450 - The configuration shifted to a high-tension state with increased asymmetry and reduced coherence, beginning with cycle 3418500 and persisting through the preceding ten cycles.\n\n[cycle 11596560] [Q] The field is in a high-tension state with asymmetry at 309.69, coherence at 0.5237, trade_count_z=-0.15, buy_z=-0.57, sell_z=0.70, resembling the sustained high-tension state beginning at cycle 3418500 observed across the last ten cycles.\n\n[cycle 11596670] [Q] asymmetry=303.1, coherence=0.5254 cycle=11596670 - The configuration shifted to a high-tension state with a spike in asymmetry to 303.1 and a dip in coherence to 0.5254, mirroring the sustained high-tension state observed beginning at cycle 3418500 across the last ten cycles.\n\n[cycle 11596780] [Q] asymmetry=295.68, coherence=0.5147, cycle=11596780 - The field is in a high-tension state with a significant spike in asymmetry to 295.68 and a dip in coherence to 0.5147, mirroring the sustained high-tension state beginning at cycle 3418500 observed across the last ten cycles.\n\n[cycle 11598500] asymmetry spiked to 295.68 at cycle 11596780, coherence dropped to 0.5147 at cycle 11596780, mirroring the sustained high-tension state beginning at cycle 3418500.", "response": "asymmetry=264.8, coherence=0.5260 at cycle 11598820 - The configuration shifted to a high-tension state with a peak asymmetry of 264.8 and a reduced coherence of 0.5260, mirroring the sustained high-tension state beginning at cycle 3418500 observed across the preceding cycles."}
{"ts": "2026-06-08T06:34:10Z", "turn": 2305, "cycle": 11598950, "model": "gemma3:4b", "prompt": "QUESTION: Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=264.6 coherence=0.5240 trade_count_z=-0.60 buy_z=0.38 sell_z=-0.40. Have you seen this configuration before? What pattern does this resemble and what followed last time?\n\nCURRENT WINDOW:\ncycle=11598950 omega=1.97 khra=0.03 gixx=0.008\ngpu=47C 170.0W util=75%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.517400 0.518922 -0.002900 0.018100\nasymmetry 263.062700 277.232949 -27.833400 28.850400\nvel_mean 0.219934 0.221221 -0.001983 0.005163\nvel_max 0.288684 0.293150 +0.004077 0.339400\nvel_var 0.002528 0.002447 +0.000110 0.000442\nvorticity_mean 0.029662 0.027621 +0.005110 0.010872\nstress_xx -0.000894 -0.001009 +0.000141 0.000430\nstress_yy 0.001005 0.000959 +0.000052 0.000191\nstress_xy -0.000304 -0.000347 +0.000047 0.000164\n\nPAST OBSERVATIONS:\n[cycle 11596450] [Q] asymmetry=298.26, coherence=0.5255, cycle=11596450 - The configuration shifted to a high-tension state with increased asymmetry and reduced coherence, beginning with cycle 3418500 and persisting through the preceding ten cycles.\n\n[cycle 11596560] [Q] The field is in a high-tension state with asymmetry at 309.69, coherence at 0.5237, trade_count_z=-0.15, buy_z=-0.57, sell_z=0.70, resembling the sustained high-tension state beginning at cycle 3418500 observed across the last ten cycles.\n\n[cycle 11596670] [Q] asymmetry=303.1, coherence=0.5254 cycle=11596670 - The configuration shifted to a high-tension state with a spike in asymmetry to 303.1 and a dip in coherence to 0.5254, mirroring the sustained high-tension state observed beginning at cycle 3418500 across the last ten cycles.\n\n[cycle 11596780] [Q] asymmetry=295.68, coherence=0.5147, cycle=11596780 - The field is in a high-tension state with a significant spike in asymmetry to 295.68 and a dip in coherence to 0.5147, mirroring the sustained high-tension state beginning at cycle 3418500 observed across the last ten cycles.\n\n[cycle 11598500] asymmetry spiked to 295.68 at cycle 11596780, coherence dropped to 0.5147 at cycle 11596780, mirroring the sustained high-tension state beginning at cycle 3418500.\n\n[cycle 11598820] [Q] asymmetry=264.8, coherence=0.5260 at cycle 11598820 - The configuration shifted to a high-tension state with a peak asymmetry of 264.8 and a reduced coherence of 0.5260, mirroring the sustained high-tension state beginning at cycle 3418500 observed across the preceding cycles.", "response": "asymmetry=263.06, coherence=0.5174, cycle=11598950 - The field is in a high-tension state with increased asymmetry and reduced coherence, resembling the sustained high-tension state beginning at cycle 3418500 observed across the preceding ten cycles."}
lattice_features_analyzer_8tn.py
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"""8-tension lattice features analyzer.
Compares 6 models on fwd_60 BTC return:
1. Raw 4 tensions (per-minute)
2. Raw 8 tensions (4 levels + 4 vels, 4hr window)
3. Lattice instantaneous (9 channels)
4. Lattice delta features (21: d60+pr500 per channel + d240 on 3 channels)
5. Lattice deltas + raw 4
6. Lattice deltas + raw 8
Splits: chronological 70/30 and 20d/10d block. Standardize on train only.
"""
import pandas as pd, numpy as np, glob
from sklearn.linear_model import LinearRegression
from sklearn.metrics import r2_score
RUN = "/mnt/d/Resonance_Engine/traj/tension_20260608T062437"
T = pd.read_parquet(f"{RUN}/arm_T_tension.parquet")
print(f"loaded arm T: {len(T):,} rows cols: {len(T.columns)}")
files = sorted(glob.glob("/mnt/d/PaperTrader/research/hl_data/minutes/202604*/*.parquet"))
px_parts = []
for f in files:
d = pd.read_parquet(f, columns=["minute", "coin", "mid_price"])
px_parts.append(d[d.coin == "BTC"][["minute", "mid_price"]])
px = pd.concat(px_parts, ignore_index=True).drop_duplicates("minute").sort_values("minute").reset_index(drop=True)
px["fwd_60"] = (np.log(px["mid_price"].shift(-60)) - np.log(px["mid_price"])) * 10000.0
print(f"loaded prices: {len(px):,} minutes")
df = T.merge(px[["minute", "fwd_60"]], on="minute", how="inner").sort_values("minute").reset_index(drop=True)
print(f"joined: {len(df):,} rows")
CHANNELS = ["asymmetry", "coherence", "stress_xx", "stress_yy", "stress_xy",
"vorticity_mean", "vel_mean", "vel_max", "vel_var"]
TENSIONS_4 = ["funding_bps", "bs_ratio_signed", "activity_excess", "cvd_divergence"]
TENSIONS_8 = (
[f"{c}_level" for c in TENSIONS_4]
+ [f"{c}_vel" for c in TENSIONS_4]
)
for c in CHANNELS:
df[f"{c}_inst"] = df[c]
df[f"{c}_d60"] = df[c] - df[c].shift(60)
df[f"{c}_pr500"] = df[c].rolling(500, min_periods=100).rank(pct=True) - 0.5
for c in ["asymmetry", "coherence", "vel_max"]:
df[f"{c}_d240"] = df[c] - df[c].shift(240)
FEAT_RAW4 = TENSIONS_4
FEAT_RAW8 = TENSIONS_8
FEAT_INST = [f"{c}_inst" for c in CHANNELS]
FEAT_DELTA = (
[f"{c}_d60" for c in CHANNELS]
+ [f"{c}_pr500" for c in CHANNELS]
+ [f"{c}_d240" for c in ["asymmetry", "coherence", "vel_max"]]
)
FEAT_COMBO4 = FEAT_RAW4 + FEAT_DELTA
FEAT_COMBO8 = FEAT_RAW8 + FEAT_DELTA
all_feats = list(set(FEAT_RAW4 + FEAT_RAW8 + FEAT_INST + FEAT_DELTA))
keep = df[all_feats + ["fwd_60", "minute"]].dropna()
print(f"after dropna across all feature sets + y: {len(keep):,} rows")
keep["day"] = pd.to_datetime(keep["minute"] * 60, unit="s", utc=True).dt.date
days = sorted(keep["day"].unique())
print(f"days present: {len(days)} first={days[0]} last={days[-1]}")
n = len(keep)
chrono_split = int(n * 0.7)
block_train_days = set(days[:20])
block_test_days = set(days[20:])
block_train_mask = keep["day"].isin(block_train_days)
block_test_mask = keep["day"].isin(block_test_days)
print(f"chrono split row {chrono_split:,} => train {chrono_split:,} test {n - chrono_split:,}")
print(f"block split => train {block_train_mask.sum():,} ({len(block_train_days)}d) test {block_test_mask.sum():,} ({len(block_test_days)}d)")
def evaluate(name, feats):
X = keep[feats].values
y = keep["fwd_60"].values
def fit_eval(Xtr, ytr, Xte, yte):
mu, sd = Xtr.mean(axis=0), Xtr.std(axis=0) + 1e-12
Xtr_z = (Xtr - mu) / sd
Xte_z = (Xte - mu) / sd
reg = LinearRegression().fit(Xtr_z, ytr)
pred_te = reg.predict(Xte_z)
pred_tr = reg.predict(Xtr_z)
r2_tr = r2_score(ytr, pred_tr)
r2_te = r2_score(yte, pred_te)
dacc = (np.sign(pred_te) == np.sign(yte)).mean() * 100
return r2_tr, r2_te, dacc, reg
r2_tr_c, r2_te_c, dacc_c, _ = fit_eval(X[:chrono_split], y[:chrono_split],
X[chrono_split:], y[chrono_split:])
Xtr = X[block_train_mask.values]
ytr = y[block_train_mask.values]
Xte = X[block_test_mask.values]
yte = y[block_test_mask.values]
r2_tr_b, r2_te_b, dacc_b, _ = fit_eval(Xtr, ytr, Xte, yte)
return dict(name=name, n_feat=len(feats),
chrono_r2_tr=r2_tr_c, chrono_r2_te=r2_te_c, chrono_dacc=dacc_c,
block_r2_tr=r2_tr_b, block_r2_te=r2_te_b, block_dacc=dacc_b)
results = []
results.append(evaluate("Raw 4 tensions (per-minute)", FEAT_RAW4))
results.append(evaluate("Raw 8 tensions (4lvl+4vel)", FEAT_RAW8))
results.append(evaluate("Lattice instantaneous (9)", FEAT_INST))
results.append(evaluate("Lattice delta features (21)", FEAT_DELTA))
results.append(evaluate("Lattice deltas + raw 4 (25)", FEAT_COMBO4))
results.append(evaluate("Lattice deltas + raw 8 (29)", FEAT_COMBO8))
print()
print("=" * 120)
print("FORWARD-60-MINUTE BTC RETURN PREDICTION (R^2 and directional accuracy, OOS)")
print("=" * 120)
hdr = (f"{'Model':<32} {'feat':>5} "
f"{'chrono R^2 tr':>14} {'chrono R^2 te':>14} {'chrono dacc%':>13} "
f"{'block R^2 tr':>13} {'block R^2 te':>13} {'block dacc%':>12}")
print(hdr)
print("-" * len(hdr))
for r in results:
print(f"{r['name']:<32} {r['n_feat']:>5} "
f"{r['chrono_r2_tr']:>+14.5f} {r['chrono_r2_te']:>+14.5f} {r['chrono_dacc']:>12.2f}% "
f"{r['block_r2_tr']:>+13.5f} {r['block_r2_te']:>+13.5f} {r['block_dacc']:>11.2f}%")
print()
print("=== top 10 |beta| in 'Lattice deltas + raw 8' (chronological train, standardized) ===")
X = keep[FEAT_COMBO8].values
y = keep["fwd_60"].values
Xtr = X[:chrono_split]
ytr = y[:chrono_split]
mu, sd = Xtr.mean(axis=0), Xtr.std(axis=0) + 1e-12
reg = LinearRegression().fit((Xtr - mu) / sd, ytr)
betas = pd.Series(reg.coef_, index=FEAT_COMBO8).sort_values(key=lambda s: s.abs(), ascending=False)
for k, v in betas.head(10).items():
print(f" beta[{k:<28}] = {v:+.4f}")
print()
print("=== top 8 |beta| in 'Raw 8 tensions' alone (chronological train, standardized) ===")
X = keep[FEAT_RAW8].values
y = keep["fwd_60"].values
Xtr = X[:chrono_split]
ytr = y[:chrono_split]
mu, sd = Xtr.mean(axis=0), Xtr.std(axis=0) + 1e-12
reg = LinearRegression().fit((Xtr - mu) / sd, ytr)
betas = pd.Series(reg.coef_, index=FEAT_RAW8).sort_values(key=lambda s: s.abs(), ascending=False)
for k, v in betas.head(8).items():
print(f" beta[{k:<28}] = {v:+.4f}")
print()
print(f"y autocorr lag1 = {pd.Series(y).autocorr(1):+.4f} (overlapping fwd_60 windows)")
print(f"y autocorr lag60 = {pd.Series(y).autocorr(60):+.4f}")
print(f"y std = {y.std():.2f} bps y mean = {y.mean():+.2f} bps")
regime_analyzer.py
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"""regime_analyzer.py — Claude Desktop Option B test.
Hypothesis (Claude Desktop, 2026-06-08):
HIGH TENSION = asymmetry > arm A q90 OR coherence < arm A q10
LOW TENSION = asymmetry < arm A q10 AND coherence > arm A q90
NEUTRAL = otherwise
Primary test:
vol_ratio for (HIGH ∩ top-decile trade_count)
must exceed vol_ratio for top-decile trade_count alone (best 2.42x).
Secondary test:
For HIGH TENSION minutes, sign of (taker_buy_z - taker_sell_z) → sign(fwd_60).
Also try (stress_xx - stress_yy) as the lattice-derived direction signal.
Usage: edit RUN below, then `wsl python3 /mnt/d/Resonance_Engine/regime_analyzer.py`
"""
import pandas as pd, numpy as np, glob, sys
RUN = sys.argv[1] if len(sys.argv) > 1 else "/mnt/d/Resonance_Engine/traj/regime_20260608T131732"
print(f"=== regime_analyzer on {RUN} ===")
A = pd.read_parquet(f"{RUN}/arm_A_no_inject.parquet")
T = pd.read_parquet(f"{RUN}/arm_T_3ch.parquet")
print(f"arm A: {len(A):,} arm T: {len(T):,}")
# Load BTC prices (joined to compute fwd_60 returns)
files = sorted(glob.glob("/mnt/d/PaperTrader/research/hl_data/minutes/202604*/*.parquet"))
px_parts = []
for f in files:
d = pd.read_parquet(f, columns=["minute", "coin", "mid_price"])
px_parts.append(d[d.coin == "BTC"][["minute", "mid_price"]])
px = pd.concat(px_parts, ignore_index=True).drop_duplicates("minute").sort_values("minute").reset_index(drop=True)
px["fwd_60_bps"] = (np.log(px["mid_price"].shift(-60)) - np.log(px["mid_price"])) * 10000.0
print(f"prices: {len(px):,} minutes")
# Join price returns into arm T (we measure on T's telemetry + raw fields)
df = T.merge(px[["minute", "fwd_60_bps"]], on="minute", how="inner").sort_values("minute").reset_index(drop=True)
df = df.dropna(subset=["fwd_60_bps", "asymmetry", "coherence", "trade_count"]).reset_index(drop=True)
print(f"joined arm T rows with fwd_60 + telemetry: {len(df):,}")
# ─── thresholds from arm A free-running baseline ───
asym_p10 = A["asymmetry"].quantile(0.10)
asym_p90 = A["asymmetry"].quantile(0.90)
coh_p10 = A["coherence"].quantile(0.10)
coh_p90 = A["coherence"].quantile(0.90)
print()
print("=== arm A baseline thresholds ===")
print(f" asymmetry p10={asym_p10:.4f} p90={asym_p90:.4f} (mean={A.asymmetry.mean():.4f})")
print(f" coherence p10={coh_p10:.4f} p90={coh_p90:.4f} (mean={A.coherence.mean():.4f})")
# Label regimes on arm T using arm A thresholds
high = (df["asymmetry"] > asym_p90) | (df["coherence"] < coh_p10)
low = (df["asymmetry"] < asym_p10) & (df["coherence"] > coh_p90)
neutral = ~(high | low)
df["regime"] = "NEUTRAL"
df.loc[high, "regime"] = "HIGH"
df.loc[low, "regime"] = "LOW"
print()
print("=== regime label distribution (arm T) ===")
print(df["regime"].value_counts())
print(f" HIGH frac: {high.mean()*100:.2f}%")
print(f" LOW frac: {low.mean()*100:.2f}%")
print(f" NEUTRAL frac: {neutral.mean()*100:.2f}%")
# ─── trade_count top decile (the validated raw signal) ───
tc_p90 = df["trade_count"].quantile(0.90)
top_tc = df["trade_count"] >= tc_p90
print()
print(f"=== trade_count top decile (>= {tc_p90:.0f}) ===")
print(f" fraction: {top_tc.mean()*100:.2f}% ({top_tc.sum():,} rows)")
# ─── PRIMARY TEST: vol ratios ───
base_abs = df["fwd_60_bps"].abs().mean()
print()
print("=" * 90)
print("PRIMARY TEST — |fwd_60_bps| vol ratios vs full sample")
print("=" * 90)
print(f" baseline |fwd_60| mean (all minutes): {base_abs:.3f} bps")
print()
def vol_report(mask, name):
n = int(mask.sum())
if n < 50:
print(f" {name:<60} n={n:>6,} too small")
return
sub = df.loc[mask, "fwd_60_bps"].abs()
ratio = sub.mean() / base_abs
print(f" {name:<60} n={n:>6,} mean|y|={sub.mean():>6.2f}bps ratio={ratio:.3f}x")
vol_report(top_tc, "top decile trade_count (validated baseline)")
vol_report(high, "lattice HIGH TENSION (all)")
vol_report(low, "lattice LOW TENSION (all)")
vol_report(high & top_tc, "HIGH ∩ top-decile trade_count <-- THE TEST")
vol_report(low & top_tc, "LOW ∩ top-decile trade_count")
vol_report(neutral & top_tc, "NEUTRAL ∩ top-decile trade_count")
print()
top_ratio = (df.loc[top_tc, "fwd_60_bps"].abs().mean() / base_abs)
hi_top_ratio = (df.loc[high & top_tc, "fwd_60_bps"].abs().mean() / base_abs)
print(f" top-decile trade_count ratio: {top_ratio:.3f}x")
print(f" HIGH ∩ top-decile trade_count: {hi_top_ratio:.3f}x")
diff = hi_top_ratio - top_ratio
print(f" lattice lift over raw top-decile: {diff:+.3f}x ({diff/top_ratio*100:+.1f}%)")
print(f" success criterion (Claude): > 2.42x -> {'PASS' if hi_top_ratio > 2.42 else 'FAIL'}")
# ─── SECONDARY TEST: direction for HIGH TENSION minutes ───
print()
print("=" * 90)
print("SECONDARY TEST — direction for HIGH TENSION minutes")
print("=" * 90)
sub = df.loc[high].copy()
sub = sub.dropna(subset=["taker_buy_usd_z", "taker_sell_usd_z", "stress_xx", "stress_yy"])
print(f" n HIGH minutes (after dropna z+stress): {len(sub):,}")
if len(sub) > 100:
# direct injected-signal direction
buy_minus_sell = sub["taker_buy_usd_z"] - sub["taker_sell_usd_z"]
stress_xx_minus_yy = sub["stress_xx"] - sub["stress_yy"]
print()
print(f" Spearman (buy_z - sell_z, fwd_60): "
f"{buy_minus_sell.corr(sub.fwd_60_bps, method='spearman'):+.4f}")
print(f" Spearman (stress_xx - stress_yy, fwd_60): "
f"{stress_xx_minus_yy.corr(sub.fwd_60_bps, method='spearman'):+.4f}")
# directional accuracy of each sign-based predictor
def dacc(predictor, y):
valid = predictor.notna() & y.notna() & (predictor != 0) & (y != 0)
if valid.sum() == 0:
return None, 0
return (np.sign(predictor[valid]) == np.sign(y[valid])).mean() * 100, int(valid.sum())
d, n = dacc(buy_minus_sell, sub.fwd_60_bps)
print(f" dacc sign(buy_z - sell_z) vs sign(fwd_60): {d:.2f}% (n={n:,})")
d, n = dacc(stress_xx_minus_yy, sub.fwd_60_bps)
print(f" dacc sign(stress_xx - stress_yy) vs sign(fwd_60): {d:.2f}% (n={n:,})")
# mean signed return when each predictor is positive vs negative
pos = buy_minus_sell > 0
neg = buy_minus_sell < 0
print()
print(f" mean fwd_60 when buy_z > sell_z: {sub.loc[pos, 'fwd_60_bps'].mean():+.3f} bps (n={pos.sum():,})")
print(f" mean fwd_60 when buy_z < sell_z: {sub.loc[neg, 'fwd_60_bps'].mean():+.3f} bps (n={neg.sum():,})")
pos_s = stress_xx_minus_yy > 0
neg_s = stress_xx_minus_yy < 0
print(f" mean fwd_60 when xx > yy: {sub.loc[pos_s, 'fwd_60_bps'].mean():+.3f} bps (n={pos_s.sum():,})")
print(f" mean fwd_60 when xx < yy: {sub.loc[neg_s, 'fwd_60_bps'].mean():+.3f} bps (n={neg_s.sum():,})")
regime_classifier_injector.py
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@@ -0,0 +1,608 @@
"""regime_classifier_injector.py — 3-channel lattice regime classifier.
DIRECTIVE FROM CLAUDE DESKTOP — Option B (2026-06-08)
After 6h of 8-tension encoding confirming the predictive-feature path is dead,
abandon "lattice as predictor". Use the lattice as a BINARY REGIME CLASSIFIER
on top of trade_count (the strongest validated raw signal).
INPUTS — three channels, injected per minute (no 4hr aggregation, no levels/vels):
1. trade_count z-score (rolling 500min one-sided) → CENTER (512, 512)
2. taker_buy_usd z-score (rolling 500min one-sided) → (400, 512)
3. taker_sell_usd z-score (rolling 500min one-sided) → (624, 512)
Strength = z / 3 capped ±1.0. Sigma = 32. No exotic geometry: just three
gaussian blobs along x, with buy at left and sell at right so an imbalance
creates a directional asymmetry in the stress field.
Why these three:
- trade_count: validated +1.0 Spearman rank stability IS/OOS.
- taker_buy + taker_sell SEPARATELY (not signed_flow): signed_flow shows
zero predictive value; the components separately carry volume information
the lattice can integrate.
OUTPUTS:
Same 9 telemetry channels as before (asymmetry, coherence, stress_xx, ...).
Downstream analyzer uses arm A free-running quantiles to set p10/p90
thresholds for HIGH/LOW/NEUTRAL regime labels.
SUCCESS CRITERION (downstream test, not in this script):
|fwd_60| volatility ratio for (HIGH TENSION ∩ top-decile trade_count) minutes
vs (top-decile trade_count alone). Current best is 2.42x. Beat that or the
lattice is redundant.
OUTPUT FILES:
/mnt/d/Resonance_Engine/traj/regime_<RUN_ID>/
meta.json
arm_A_no_inject.parquet
arm_T_3ch.parquet
progress.log
"""
from __future__ import annotations
import argparse, glob, json, queue, threading, time, urllib.request, urllib.error
from pathlib import Path
import numpy as np
import pandas as pd
import zmq
# ───────────────────────── config ─────────────────────────
DATA_ROOT = "/mnt/d/PaperTrader/research/hl_data/minutes"
COIN = "BTC"
DEFAULT_DAYS_GLOB = "20260415*"
# z-score rolling window (one-sided, past-only via shift(1))
Z_WIN_MIN = 500
Z_MIN_PERIODS = 100
# strength = z / Z_DENOM capped to STR_CAP
Z_DENOM = 3.0
STR_CAP = 1.0
# Lattice spatial layout (1024×1024)
CENTER = (512.0, 512.0)
TAKER_BUY_XY = (400.0, 512.0) # left of center
TAKER_SELL_XY = (624.0, 512.0) # right of center
SIGMA = 32.0
# Timing
PER_MINUTE_MS = 100 # 10× realtime
WAIT_AFTER_INJECT_MS = 60 # only 3 injects, less settling time needed
COOLDOWN_BETWEEN_ARMS_S = 1200 # 20 min
# ZMQ
TEL_ADDR = "tcp://127.0.0.1:5556"
CMD_ADDR = "tcp://127.0.0.1:5557"
CHANNELS = ["asymmetry", "coherence", "stress_xx", "stress_yy", "stress_xy",
"vorticity_mean", "vel_mean", "vel_max", "vel_var"]
# Fractonaut HTTP API (read-only observer, port 28822 — note: 28821 in directive
# was wrong; actual code uses 28822)
FRACTO_URL = "http://127.0.0.1:28822/ask"
FRACTO_TIMEOUT_S = 180 # Ollama can take 30-60s for gemma3:4b responses
FRACTO_QUEUE_MAX = 64 # cap pending queries — drop new ones if full
RUN_ID = time.strftime("%Y%m%dT%H%M%S")
OUT_DIR = Path(f"/mnt/d/Resonance_Engine/traj/regime_{RUN_ID}")
PROGRESS = OUT_DIR / "progress.log"
FRACTO_LOG = OUT_DIR / "fractonaut_observations.jsonl"
def log(msg: str) -> None:
line = f"[{time.strftime('%Y-%m-%dT%H:%M:%S')}] {msg}"
print(line, flush=True)
OUT_DIR.mkdir(parents=True, exist_ok=True)
with PROGRESS.open("a") as f:
f.write(line + "\n")
# ───────────────────────── Fractonaut querier ─────────────────────────
class FractoQuerier:
"""Fire-and-forget background querier. Submit() returns immediately;
a worker thread serializes calls to /ask (Ollama only handles one
request at a time anyway) and appends responses to fractonaut_observations.jsonl.
"""
def __init__(self, url: str = FRACTO_URL):
self.url = url
self.q: queue.Queue = queue.Queue(maxsize=FRACTO_QUEUE_MAX)
self.dropped = 0
self.submitted = 0
self.responded = 0
self.errors = 0
self._stop = threading.Event()
self._t = threading.Thread(target=self._worker, daemon=True)
self._t.start()
def submit(self, question: str, ctx: dict) -> None:
"""Non-blocking. Drops the query if the queue is full."""
item = {
"submit_wall": time.time(),
"question": question,
"context": ctx,
}
try:
self.q.put_nowait(item)
self.submitted += 1
except queue.Full:
self.dropped += 1
def _worker(self) -> None:
while not self._stop.is_set():
try:
item = self.q.get(timeout=1.0)
except queue.Empty:
continue
self._call(item)
self.q.task_done()
def _call(self, item: dict) -> None:
body = json.dumps({"question": item["question"]}).encode()
req = urllib.request.Request(
self.url, data=body,
headers={"Content-Type": "application/json"}, method="POST",
)
t0 = time.time()
resp_text = None
err = None
try:
with urllib.request.urlopen(req, timeout=FRACTO_TIMEOUT_S) as r:
resp_json = json.loads(r.read())
resp_text = resp_json.get("response", "")
self.responded += 1
except Exception as e:
err = str(e)
self.errors += 1
elapsed = time.time() - t0
entry = {
"submit_wall": item["submit_wall"],
"response_wall": time.time(),
"elapsed_s": elapsed,
"context": item["context"],
"question": item["question"],
"response": resp_text,
"error": err,
}
OUT_DIR.mkdir(parents=True, exist_ok=True)
with FRACTO_LOG.open("a") as f:
f.write(json.dumps(entry) + "\n")
def drain(self, max_wait_s: float = 600.0) -> None:
"""Block until queue is empty or timeout."""
deadline = time.time() + max_wait_s
while time.time() < deadline:
if self.q.empty():
# let in-flight call finish
time.sleep(1)
if self.q.empty():
return
time.sleep(2)
def stop(self) -> None:
self._stop.set()
self._t.join(timeout=5)
def stats(self) -> str:
return (f"fracto submitted={self.submitted} responded={self.responded} "
f"dropped={self.dropped} errors={self.errors} pending={self.q.qsize()}")
# ───────────────────────── ZMQ telemetry ─────────────────────────
class LatestTel:
def __init__(self, addr: str):
self.ctx = zmq.Context.instance()
self.sock = self.ctx.socket(zmq.SUB)
self.sock.connect(addr)
self.sock.setsockopt(zmq.SUBSCRIBE, b"")
self.sock.setsockopt(zmq.RCVHWM, 2000)
self.latest: dict | None = None
self.latest_wall: float = 0.0
self.n_seen = 0
self._stop = threading.Event()
self._t = threading.Thread(target=self._run, daemon=True)
self._t.start()
def _run(self):
while not self._stop.is_set():
if self.sock.poll(100):
try:
raw = self.sock.recv_string(zmq.NOBLOCK)
self.latest = json.loads(raw)
self.latest_wall = time.time()
self.n_seen += 1
except Exception:
pass
def snapshot(self) -> tuple[dict | None, float]:
return self.latest, self.latest_wall
def stop(self):
self._stop.set()
self._t.join(timeout=2)
try:
self.sock.close(0)
except Exception:
pass
# ───────────────────────── data loading ─────────────────────────
def load_btc(days_glob: str) -> pd.DataFrame:
day_dirs = sorted(glob.glob(f"{DATA_ROOT}/{days_glob}"))
if not day_dirs:
raise RuntimeError(f"no day dirs matching {days_glob} in {DATA_ROOT}")
log(f"loading {len(day_dirs)} day dirs ({day_dirs[0].split('/')[-1]} .. {day_dirs[-1].split('/')[-1]})")
dfs = []
for d in day_dirs:
for f in sorted(glob.glob(f"{d}/*.parquet")):
dfs.append(pd.read_parquet(f))
df = pd.concat(dfs, ignore_index=True)
df = df[df.coin == COIN].sort_values("minute").drop_duplicates("minute").reset_index(drop=True)
log(f"loaded {len(df)} unique minutes of {COIN}")
return df
def compute_zscores(df: pd.DataFrame) -> pd.DataFrame:
"""Rolling 500-min one-sided z-scores for trade_count, taker_buy_usd,
taker_sell_usd. Past-only (shift(1) before rolling)."""
out = df.copy()
for col in ["trade_count", "taker_buy_usd", "taker_sell_usd"]:
s = out[col].astype(float).shift(1)
mu = s.rolling(Z_WIN_MIN, min_periods=Z_MIN_PERIODS).mean()
sd = s.rolling(Z_WIN_MIN, min_periods=Z_MIN_PERIODS).std()
out[f"{col}_z"] = (out[col].astype(float) - mu) / sd.replace(0, np.nan)
return out
# ───────────────────────── injection ─────────────────────────
def _send_inject(pub: zmq.Socket, x: float, y: float,
strength: float, sigma: float = SIGMA) -> None:
payload = {"cmd": "inject_density",
"x": float(x), "y": float(y),
"sigma": float(sigma),
"strength": float(strength)}
pub.send_string(json.dumps(payload))
def _z_to_strength(z: float) -> float | None:
if not np.isfinite(z):
return None
s = float(np.clip(z / Z_DENOM, -STR_CAP, +STR_CAP))
if abs(s) < 1e-6:
return None
return s
def encode_trade_count(pub: zmq.Socket, z: float) -> None:
s = _z_to_strength(z)
if s is None: return
cx, cy = CENTER
_send_inject(pub, cx, cy, s)
def encode_taker_buy(pub: zmq.Socket, z: float) -> None:
s = _z_to_strength(z)
if s is None: return
x, y = TAKER_BUY_XY
_send_inject(pub, x, y, s)
def encode_taker_sell(pub: zmq.Socket, z: float) -> None:
s = _z_to_strength(z)
if s is None: return
x, y = TAKER_SELL_XY
_send_inject(pub, x, y, s)
# ───────────────────────── per-arm runner ─────────────────────────
def classify_regime(asym: float, coh: float,
asym_p10: float | None, asym_p90: float | None,
coh_p10: float | None, coh_p90: float | None) -> str:
"""Return one of HIGH / LOW / NEUTRAL. Returns NEUTRAL if thresholds
not yet known or telemetry invalid."""
if any(v is None or not np.isfinite(v) for v in
(asym, coh, asym_p10, asym_p90, coh_p10, coh_p90)):
return "NEUTRAL"
if asym > asym_p90 or coh < coh_p10:
return "HIGH"
if asym < asym_p10 and coh > coh_p90:
return "LOW"
return "NEUTRAL"
def snapshot_row(tel: LatestTel, minute: int, arm: str,
row: pd.Series) -> dict:
snap, snap_wall = tel.snapshot()
rec = {
"minute": int(minute),
"arm": arm,
"snap_wall": snap_wall,
"snap_age_ms": (time.time() - snap_wall) * 1000 if snap_wall else None,
# raw values for downstream analysis
"trade_count": float(row.get("trade_count", np.nan)),
"taker_buy_usd": float(row.get("taker_buy_usd", np.nan)),
"taker_sell_usd": float(row.get("taker_sell_usd", np.nan)),
"mid_price": float(row.get("mid_price", np.nan)),
# z-scores actually injected
"trade_count_z": row.get("trade_count_z"),
"taker_buy_usd_z": row.get("taker_buy_usd_z"),
"taker_sell_usd_z": row.get("taker_sell_usd_z"),
}
if snap is None:
for ch in CHANNELS:
rec[ch] = None
else:
for ch in CHANNELS:
rec[ch] = snap.get(ch)
return rec
def run_arm(tel: LatestTel, pub: zmq.Socket | None, arm: str,
df: pd.DataFrame,
fracto: FractoQuerier | None = None,
thresholds: dict | None = None) -> pd.DataFrame:
"""Run one arm.
If `fracto` and `thresholds` are supplied, regime labels (HIGH/LOW/NEUTRAL)
are computed each minute, transitions are detected, and a Fractonaut /ask
query is fired (non-blocking) on every transition.
"""
log(f"\n=== arm {arm}: starting ({len(df)} minutes) ===")
if arm == "A":
log(" arm A: NO INJECTIONS — sampling state at cadence only")
elif arm == "T":
log(" arm T: 3 Z-SCORE INJECTIONS per minute (trade_count center, buy left, sell right)")
if fracto is not None and thresholds is not None:
log(f" fractonaut transitions ENABLED thresholds={thresholds}")
records: list[dict] = []
t_arm_start = time.time()
last_status = t_arm_start
n_minutes = len(df)
step_s = PER_MINUTE_MS / 1000.0
wait_inject_s = WAIT_AFTER_INJECT_MS / 1000.0
prev_regime = "NEUTRAL"
n_transitions = 0
for i in range(n_minutes):
t_tick = time.time()
row = df.iloc[i]
if arm == "T" and pub is not None:
encode_trade_count(pub, row.get("trade_count_z"))
encode_taker_buy (pub, row.get("taker_buy_usd_z"))
encode_taker_sell (pub, row.get("taker_sell_usd_z"))
time.sleep(wait_inject_s)
else:
time.sleep(wait_inject_s)
rec = snapshot_row(tel, int(row.minute), arm, row)
# Regime classification & transition detection (arm T only — arm A is the
# threshold source, we don't ask Fractonaut about its own baseline)
if arm == "T" and fracto is not None and thresholds is not None:
asym = rec.get("asymmetry")
coh = rec.get("coherence")
label = classify_regime(
asym, coh,
thresholds.get("asym_p10"), thresholds.get("asym_p90"),
thresholds.get("coh_p10"), thresholds.get("coh_p90"),
)
rec["regime"] = label
if label != prev_regime and label in ("HIGH", "LOW"):
n_transitions += 1
tc_z = row.get("trade_count_z", float("nan"))
buy_z = row.get("taker_buy_usd_z", float("nan"))
sell_z = row.get("taker_sell_usd_z", float("nan"))
question = (
f"Field just entered {label} TENSION state "
f"(from {prev_regime}). "
f"asymmetry={asym:.1f} coherence={coh:.4f} "
f"trade_count_z={tc_z:.2f} buy_z={buy_z:.2f} sell_z={sell_z:.2f}. "
f"Have you seen this configuration before? "
f"What pattern does this resemble and what followed last time?"
)
fracto.submit(question, {
"event": "regime_transition",
"minute": int(row.minute),
"from": prev_regime, "to": label,
"asymmetry": float(asym) if asym is not None else None,
"coherence": float(coh) if coh is not None else None,
"trade_count_z": float(tc_z) if np.isfinite(tc_z) else None,
"taker_buy_usd_z": float(buy_z) if np.isfinite(buy_z) else None,
"taker_sell_usd_z": float(sell_z) if np.isfinite(sell_z) else None,
"stress_xx": rec.get("stress_xx"),
"stress_yy": rec.get("stress_yy"),
})
elif label != prev_regime and label == "NEUTRAL" and prev_regime in ("HIGH", "LOW"):
n_transitions += 1
question = (
f"Field just exited {prev_regime} TENSION back to NEUTRAL. "
f"asymmetry={asym:.1f} coherence={coh:.4f}. "
f"How did the configuration evolve while in {prev_regime}? "
f"Did anything notable change before the return to baseline?"
)
fracto.submit(question, {
"event": "regime_transition",
"minute": int(row.minute),
"from": prev_regime, "to": label,
"asymmetry": float(asym) if asym is not None else None,
"coherence": float(coh) if coh is not None else None,
})
prev_regime = label
records.append(rec)
spent = time.time() - t_tick
remaining = step_s - spent
if remaining > 0:
time.sleep(remaining)
if time.time() - last_status > 60:
elapsed = time.time() - t_arm_start
pct = (i + 1) / n_minutes * 100
rate_per_s = (i + 1) / elapsed if elapsed > 0 else 0
eta_s = (n_minutes - i - 1) / rate_per_s if rate_per_s > 0 else 0
cur_field = tel.latest or {}
asym = cur_field.get('asymmetry', float('nan'))
extras = ""
if fracto is not None and arm == "T":
extras = f" trans={n_transitions} " + fracto.stats()
log(f" arm {arm} {i+1}/{n_minutes} ({pct:.1f}%) "
f"rate={rate_per_s:.1f}min/s ETA={eta_s/60:.1f}min "
f"asym={asym:.3f} "
f"latest_tel_age={(time.time()-tel.latest_wall)*1000 if tel.latest_wall else -1:.0f}ms "
f"tel_seen={tel.n_seen}{extras}")
last_status = time.time()
log(f" arm {arm} COMPLETE records={len(records)} total={(time.time()-t_arm_start)/60:.1f}min")
if fracto is not None and arm == "T":
log(f" arm T transitions={n_transitions} {fracto.stats()}")
return pd.DataFrame(records)
# ───────────────────────── main ─────────────────────────
def main():
ap = argparse.ArgumentParser()
ap.add_argument("--days-glob", default=DEFAULT_DAYS_GLOB,
help="day-dir glob under hl_data/minutes/")
ap.add_argument("--max-minutes", type=int, default=None,
help="cap minutes (shakedown)")
ap.add_argument("--arms", default="A,T",
help="comma-separated arms to run (default A,T)")
ap.add_argument("--cooldown-s", type=int, default=COOLDOWN_BETWEEN_ARMS_S,
help="seconds between arms (only after arm T)")
args = ap.parse_args()
log(f"=== regime_classifier_injector run_id={RUN_ID} ===")
log(f"out_dir={OUT_DIR}")
log(f"args: days_glob={args.days_glob} max_minutes={args.max_minutes} "
f"arms={args.arms}")
df = load_btc(args.days_glob)
if args.max_minutes:
df = df.head(args.max_minutes).reset_index(drop=True)
log(f"capped to first {args.max_minutes} minutes")
df = compute_zscores(df)
log("z-scores computed (past-only 500min rolling):")
for col in ["trade_count_z", "taker_buy_usd_z", "taker_sell_usd_z"]:
s = df[col]
finite = int(np.isfinite(s.astype(float)).sum())
log(f" {col:<22} n_finite={finite:>5}/{len(s)} "
f"mean={s.mean():+.4f} std={s.std():+.4f} "
f"min={s.min():+.4f} max={s.max():+.4f}")
meta = {
"run_id": RUN_ID,
"coin": COIN,
"data_root": DATA_ROOT,
"days_glob": args.days_glob,
"n_minutes": int(len(df)),
"minute_range": [int(df.minute.min()), int(df.minute.max())],
"z_win_min": Z_WIN_MIN,
"z_denom": Z_DENOM,
"str_cap": STR_CAP,
"spatial": {
"center": list(CENTER),
"taker_buy_xy": list(TAKER_BUY_XY),
"taker_sell_xy": list(TAKER_SELL_XY),
"sigma": SIGMA,
},
"timing": {
"per_minute_ms": PER_MINUTE_MS,
"wait_after_inject_ms": WAIT_AFTER_INJECT_MS,
"cooldown_between_arms_s": COOLDOWN_BETWEEN_ARMS_S,
},
"arms": args.arms.split(","),
}
(OUT_DIR / "meta.json").write_text(json.dumps(meta, indent=2))
tel = LatestTel(TEL_ADDR)
ctx = zmq.Context.instance()
pub = ctx.socket(zmq.PUB)
pub.connect(CMD_ADDR)
log(f"ZMQ connected: SUB {TEL_ADDR}, PUB {CMD_ADDR}")
log("warming up SUB socket (3s) ...")
time.sleep(3)
log(f" initial tel_seen={tel.n_seen} latest_age_ms="
f"{(time.time()-tel.latest_wall)*1000 if tel.latest_wall else -1:.0f}")
# Fractonaut querier (fire-and-forget). It is OK if the HTTP service is down
# — the worker will just log errors; the run keeps going.
fracto = FractoQuerier()
log(f"FractoQuerier ready; HTTP target = {FRACTO_URL}")
arm_A_telemetry: pd.DataFrame | None = None
thresholds: dict | None = None
try:
arms_to_run = [a.strip().upper() for a in args.arms.split(",")]
for ai, arm in enumerate(arms_to_run):
if arm not in ("A", "T"):
log(f"skipping unknown arm: {arm}")
continue
if ai > 0 and arms_to_run[ai - 1] == "T":
log(f"--- cooldown {args.cooldown_s}s ---")
time.sleep(args.cooldown_s)
if arm == "T" and arm_A_telemetry is not None:
# Derive thresholds from arm A telemetry distribution
arm_A_clean = arm_A_telemetry.dropna(subset=["asymmetry", "coherence"])
thresholds = {
"asym_p10": float(arm_A_clean["asymmetry"].quantile(0.10)),
"asym_p90": float(arm_A_clean["asymmetry"].quantile(0.90)),
"coh_p10": float(arm_A_clean["coherence"].quantile(0.10)),
"coh_p90": float(arm_A_clean["coherence"].quantile(0.90)),
}
log(f"derived thresholds from arm A: {thresholds}")
# START-OF-T summary query
fracto.submit(
("Arm A free-running baseline complete. "
"Arm T market injection beginning now. "
"Three channels: trade_count at centre (512,512), "
"taker_buy at x=400, taker_sell at x=624, each as "
"rolling-500min z-score capped ±1. "
"Summarise what you observed during arm A. "
"What is the baseline field character?"),
{"event": "arm_T_start", "thresholds": thresholds,
"arm_A_rows": int(len(arm_A_clean))},
)
arm_df = run_arm(
tel,
pub if arm == "T" else None,
arm, df,
fracto=fracto if arm == "T" else None,
thresholds=thresholds if arm == "T" else None,
)
outf = OUT_DIR / f"arm_{arm}_{'3ch' if arm=='T' else 'no_inject'}.parquet"
arm_df.to_parquet(outf)
log(f" saved {outf.name} ({len(arm_df)} rows)")
if arm == "A":
arm_A_telemetry = arm_df
elif arm == "T":
# END-OF-T summary query
fracto.submit(
("Arm T complete. Injection has been running for the full "
"April dataset. What patterns did you observe during the "
"injection period that were absent or different from the "
"arm A baseline? What field configurations appeared "
"repeatedly at HIGH TENSION moments?"),
{"event": "arm_T_end", "arm_T_rows": int(len(arm_df))},
)
log(f"\n=== ALL ARMS COMPLETE ===")
log(f"output: {OUT_DIR}")
log(f"draining FractoQuerier (timeout 600s) ... {fracto.stats()}")
fracto.drain(max_wait_s=600)
log(f"fracto drain complete {fracto.stats()}")
finally:
fracto.stop()
tel.stop()
pub.close(0)
ctx.term()
if __name__ == "__main__":
main()
traj/regime_20260608T131408/arm_A_no_inject.parquet
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traj/regime_20260608T131408/arm_T_3ch.parquet
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traj/regime_20260608T131408/meta.json
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{
"run_id": "20260608T131408",
"coin": "BTC",
"data_root": "/mnt/d/PaperTrader/research/hl_data/minutes",
"days_glob": "20260415",
"n_minutes": 300,
"minute_range": [
29603520,
29603819
],
"z_win_min": 500,
"z_denom": 3.0,
"str_cap": 1.0,
"spatial": {
"center": [
512.0,
512.0
],
"taker_buy_xy": [
400.0,
512.0
],
"taker_sell_xy": [
624.0,
512.0
],
"sigma": 32.0
},
"timing": {
"per_minute_ms": 100,
"wait_after_inject_ms": 60,
"cooldown_between_arms_s": 1200
},
"arms": [
"A",
"T"
]
}
traj/regime_20260608T131408/progress.log
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[2026-06-08T13:14:08] === regime_classifier_injector run_id=20260608T131408 ===
[2026-06-08T13:14:08] out_dir=/mnt/d/Resonance_Engine/traj/regime_20260608T131408
[2026-06-08T13:14:08] args: days_glob=20260415 max_minutes=300 arms=A,T
[2026-06-08T13:14:08] loading 1 day dirs (20260415 .. 20260415)
[2026-06-08T13:14:08] loaded 1440 unique minutes of BTC
[2026-06-08T13:14:08] capped to first 300 minutes
[2026-06-08T13:14:08] z-scores computed (past-only 500min rolling):
[2026-06-08T13:14:08] trade_count_z n_finite= 200/300 mean=-0.3968 std=+0.6403 min=-1.3728 max=+3.1623
[2026-06-08T13:14:08] taker_buy_usd_z n_finite= 200/300 mean=-0.2232 std=+0.7258 min=-0.6851 max=+5.7969
[2026-06-08T13:14:08] taker_sell_usd_z n_finite= 200/300 mean=-0.2001 std=+0.8027 min=-0.5847 max=+6.2791
[2026-06-08T13:14:08] ZMQ connected: SUB tcp://127.0.0.1:5556, PUB tcp://127.0.0.1:5557
[2026-06-08T13:14:08] warming up SUB socket (3s) ...
[2026-06-08T13:14:11] initial tel_seen=18 latest_age_ms=111
[2026-06-08T13:14:11]
=== arm A: starting (300 minutes) ===
[2026-06-08T13:14:11] arm A: NO INJECTIONS — sampling state at cadence only
[2026-06-08T13:15:11] arm A 276/300 (92.0%) rate=4.6min/s ETA=0.1min asym=414.407 latest_tel_age=22ms tel_seen=460
[2026-06-08T13:15:20] arm A COMPLETE records=300 total=1.2min
[2026-06-08T13:15:20] saved arm_A_no_inject.parquet (300 rows)
[2026-06-08T13:15:20]
=== arm T: starting (300 minutes) ===
[2026-06-08T13:15:20] arm T: 3 Z-SCORE INJECTIONS per minute (trade_count center, buy left, sell right)
[2026-06-08T13:16:08] arm T COMPLETE records=300 total=0.8min
[2026-06-08T13:16:08] saved arm_T_3ch.parquet (300 rows)
[2026-06-08T13:16:08]
=== ALL ARMS COMPLETE ===
[2026-06-08T13:16:08] output: /mnt/d/Resonance_Engine/traj/regime_20260608T131408
traj/regime_20260608T131732/meta.json
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{
"run_id": "20260608T131732",
"coin": "BTC",
"data_root": "/mnt/d/PaperTrader/research/hl_data/minutes",
"days_glob": "202604*",
"n_minutes": 43192,
"minute_range": [
29583359,
29626559
],
"z_win_min": 500,
"z_denom": 3.0,
"str_cap": 1.0,
"spatial": {
"center": [
512.0,
512.0
],
"taker_buy_xy": [
400.0,
512.0
],
"taker_sell_xy": [
624.0,
512.0
],
"sigma": 32.0
},
"timing": {
"per_minute_ms": 100,
"wait_after_inject_ms": 60,
"cooldown_between_arms_s": 1200
},
"arms": [
"A",
"T"
]
}
traj/regime_20260608T131732/progress.log
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[2026-06-08T13:17:32] === regime_classifier_injector run_id=20260608T131732 ===
[2026-06-08T13:17:32] out_dir=/mnt/d/Resonance_Engine/traj/regime_20260608T131732
[2026-06-08T13:17:32] args: days_glob=202604* max_minutes=None arms=A,T
[2026-06-08T13:17:32] loading 30 day dirs (20260401 .. 20260430)
[2026-06-08T13:17:38] loaded 43192 unique minutes of BTC
[2026-06-08T13:17:38] z-scores computed (past-only 500min rolling):
[2026-06-08T13:17:38] trade_count_z n_finite=43092/43192 mean=+0.0192 std=+1.2009 min=-1.9066 max=+33.9014
[2026-06-08T13:17:38] taker_buy_usd_z n_finite=43092/43192 mean=+0.0252 std=+1.2457 min=-0.6611 max=+51.1924
[2026-06-08T13:17:38] taker_sell_usd_z n_finite=43092/43192 mean=+0.0266 std=+1.2014 min=-0.6926 max=+43.5906
[2026-06-08T13:17:38] ZMQ connected: SUB tcp://127.0.0.1:5556, PUB tcp://127.0.0.1:5557
[2026-06-08T13:17:38] warming up SUB socket (3s) ...
[2026-06-08T13:17:41] initial tel_seen=18 latest_age_ms=65
[2026-06-08T13:17:41]
=== arm A: starting (43192 minutes) ===
[2026-06-08T13:17:41] arm A: NO INJECTIONS — sampling state at cadence only
[2026-06-08T13:18:41] arm A 349/43192 (0.8%) rate=5.8min/s ETA=122.8min asym=323.851 latest_tel_age=42ms tel_seen=470
[2026-06-08T13:19:45] arm A 597/43192 (1.4%) rate=4.8min/s ETA=148.3min asym=322.057 latest_tel_age=7138ms tel_seen=877
[2026-06-08T13:20:49] arm A 843/43192 (2.0%) rate=4.5min/s ETA=158.0min asym=322.233 latest_tel_age=7186ms tel_seen=1354
[2026-06-08T13:21:51] arm A 1205/43192 (2.8%) rate=4.8min/s ETA=145.2min asym=321.969 latest_tel_age=7164ms tel_seen=1797
[2026-06-08T13:22:51] arm A 1482/43192 (3.4%) rate=4.8min/s ETA=145.4min asym=323.588 latest_tel_age=7168ms tel_seen=2218
[2026-06-08T13:23:51] arm A 1685/43192 (3.9%) rate=4.6min/s ETA=152.0min asym=323.580 latest_tel_age=7128ms tel_seen=2658
[2026-06-08T13:24:51] arm A 1887/43192 (4.4%) rate=4.4min/s ETA=157.0min asym=323.668 latest_tel_age=7214ms tel_seen=3098
[2026-06-08T13:25:51] arm A 2308/43192 (5.3%) rate=4.7min/s ETA=144.8min asym=323.377 latest_tel_age=43ms tel_seen=3547
[2026-06-08T13:26:51] arm A 2507/43192 (5.8%) rate=4.6min/s ETA=148.9min asym=323.910 latest_tel_age=143ms tel_seen=3977
[2026-06-08T13:27:56] arm A 2835/43192 (6.6%) rate=4.6min/s ETA=146.1min asym=322.409 latest_tel_age=7091ms tel_seen=4436
traj/regime_20260608T133059/arm_A_no_inject.parquet
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traj/regime_20260608T133059/fractonaut_observations.jsonl
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{"submit_wall": 1780900389.1678996, "response_wall": 1780900390.2455735, "elapsed_s": 1.0773308277130127, "context": {"event": "arm_T_start", "thresholds": {"asym_p10": 322.56615, "asym_p90": 324.01142, "coh_p10": 0.5253, "coh_p90": 0.5276}, "arm_A_rows": 600}, "question": "Arm A free-running baseline complete. Arm T market injection beginning now. Three channels: trade_count at centre (512,512), taker_buy at x=400, taker_sell at x=624, each as rolling-500min z-score capped \u00b11. Summarise what you observed during arm A. What is the baseline field character?", "response": "Asymmetry spiked to 323.061100 at cycle 11594170, exceeding the baseline range of 12.1..12.6 by 0.402200, and has persisted since cycle 3418500 across the last 10 cycles.", "error": null}
{"submit_wall": 1780900390.0414822, "response_wall": 1780900391.4464421, "elapsed_s": 1.1885149478912354, "context": {"event": "regime_transition", "minute": 29603533, "from": "NEUTRAL", "to": "HIGH", "asymmetry": 324.1645, "coherence": 0.5251, "trade_count_z": null, "taker_buy_usd_z": null, "taker_sell_usd_z": null, "stress_xx": -0.001148, "stress_yy": 0.000938}, "question": "Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=324.2 coherence=0.5251 trade_count_z=nan buy_z=nan sell_z=nan. Have you seen this configuration before? What pattern does this resemble and what followed last time?", "response": "Asymmetry is at 323.824800, exceeding the baseline range by 20.7200, and this event began at cycle 3418500, mirroring the pattern observed across the last 10 cycles.", "error": null}
{"submit_wall": 1780900390.343719, "response_wall": 1780900393.068749, "elapsed_s": 1.6183061599731445, "context": {"event": "regime_transition", "minute": 29603536, "from": "HIGH", "to": "NEUTRAL", "asymmetry": 323.8248, "coherence": 0.5256}, "question": "Field just exited HIGH TENSION back to NEUTRAL. asymmetry=323.8 coherence=0.5256. How did the configuration evolve while in HIGH? Did anything notable change before the return to baseline?", "response": "asymmetry=324.216500, coherence=0.525000, cycle=11594370 - The configuration evolved with a sustained spike in asymmetry, reaching 324.216500, and a corresponding dip in coherence to 0.525000, beginning at cycle 3418500 and persisting across the last ten cycles.", "error": null}
{"submit_wall": 1780900390.6571336, "response_wall": 1780900394.6369543, "elapsed_s": 1.5642917156219482, "context": {"event": "regime_transition", "minute": 29603539, "from": "NEUTRAL", "to": "LOW", "asymmetry": 322.4504, "coherence": 0.5279, "trade_count_z": null, "taker_buy_usd_z": null, "taker_sell_usd_z": null, "stress_xx": -0.001017, "stress_yy": 0.001055}, "question": "Field just entered LOW TENSION state (from NEUTRAL). asymmetry=322.5 coherence=0.5279 trade_count_z=nan buy_z=nan sell_z=nan. Have you seen this configuration before? What pattern does this resemble and what followed last time?", "response": "asymmetry=324.424600, coherence=0.524800, cycle=11594500 - The field is in a low-tension state with an asymmetry of 324.424600 and a coherence of 0.524800, resembling the persistent asymmetry spikes observed starting at cycle 3418500 across the last ten cycles.", "error": null}
{"submit_wall": 1780900390.9584453, "response_wall": 1780900395.4278402, "elapsed_s": 0.786731481552124, "context": {"event": "regime_transition", "minute": 29603542, "from": "LOW", "to": "NEUTRAL", "asymmetry": 322.7795, "coherence": 0.5274}, "question": "Field just exited LOW TENSION back to NEUTRAL. asymmetry=322.8 coherence=0.5274. How did the configuration evolve while in LOW? Did anything notable change before the return to baseline?", "response": "asymmetry=324.105800, coherence=0.5274, cycle=11594620 - the configuration evolved with a sustained high asymmetry and a low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.", "error": null}
{"submit_wall": 1780900391.4620843, "response_wall": 1780900396.1960456, "elapsed_s": 0.7644937038421631, "context": {"event": "regime_transition", "minute": 29603547, "from": "NEUTRAL", "to": "HIGH", "asymmetry": 324.2165, "coherence": 0.525, "trade_count_z": null, "taker_buy_usd_z": null, "taker_sell_usd_z": null, "stress_xx": -0.001072, "stress_yy": 0.000981}, "question": "Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=324.2 coherence=0.5250 trade_count_z=nan buy_z=nan sell_z=nan. Have you seen this configuration before? What pattern does this resemble and what followed last time?", "response": "idle, baseline", "error": null}
{"submit_wall": 1780900391.8764746, "response_wall": 1780900397.4866357, "elapsed_s": 1.2868106365203857, "context": {"event": "regime_transition", "minute": 29603551, "from": "HIGH", "to": "NEUTRAL", "asymmetry": 323.8591, "coherence": 0.5256}, "question": "Field just exited HIGH TENSION back to NEUTRAL. asymmetry=323.9 coherence=0.5256. How did the configuration evolve while in HIGH? Did anything notable change before the return to baseline?", "response": "asymmetry=323.825000, coherence=0.525900, cycle=11594780 - The configuration evolved with a sustained high asymmetry and low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.", "error": null}
{"submit_wall": 1780900393.08453, "response_wall": 1780900398.8057253, "elapsed_s": 1.3152027130126953, "context": {"event": "regime_transition", "minute": 29603563, "from": "NEUTRAL", "to": "HIGH", "asymmetry": 324.3272, "coherence": 0.5248, "trade_count_z": null, "taker_buy_usd_z": null, "taker_sell_usd_z": null, "stress_xx": -0.001085, "stress_yy": 0.001001}, "question": "Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=324.3 coherence=0.5248 trade_count_z=nan buy_z=nan sell_z=nan. Have you seen this configuration before? What pattern does this resemble and what followed last time?", "response": "asymmetry=324.3, coherence=0.5248, cycle=11594880 - The field is in a high-tension state with an asymmetry of 324.3, mirroring the persistent pattern observed across the last ten cycles beginning at cycle 3418500.", "error": null}
{"submit_wall": 1780900393.3900046, "response_wall": 1780900400.03236, "elapsed_s": 1.2226624488830566, "context": {"event": "regime_transition", "minute": 29603566, "from": "HIGH", "to": "NEUTRAL", "asymmetry": 323.7736, "coherence": 0.5258}, "question": "Field just exited HIGH TENSION back to NEUTRAL. asymmetry=323.8 coherence=0.5258. How did the configuration evolve while in HIGH? Did anything notable change before the return to baseline?", "response": "cycle=11594980 asymmetry=323.407500 coherence=0.526300 The configuration evolved with a sustained high asymmetry and low coherence, beginning at cycle 3418500 and persisting across the last ten cycles.", "error": null}
{"submit_wall": 1780900394.6119604, "response_wall": 1780900401.0411158, "elapsed_s": 1.0047037601470947, "context": {"event": "regime_transition", "minute": 29603578, "from": "NEUTRAL", "to": "HIGH", "asymmetry": 324.1192, "coherence": 0.5253, "trade_count_z": null, "taker_buy_usd_z": null, "taker_sell_usd_z": null, "stress_xx": -0.001049, "stress_yy": 0.001015}, "question": "Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=324.1 coherence=0.5253 trade_count_z=nan buy_z=nan sell_z=nan. Have you seen this configuration before? What pattern does this resemble and what followed last time?", "response": "asymmetry=322.78, coherence=0.5273, cycle=11595080 - The field is in a high-tension state with an asymmetry of 322.78 and a coherence of 0.5273, resembling the persistent high-tension state observed beginning at cycle 3418500 across the last ten cycles.", "error": null}
{"submit_wall": 1780900394.8091948, "response_wall": 1780900402.2200906, "elapsed_s": 1.1726231575012207, "context": {"event": "regime_transition", "minute": 29603580, "from": "HIGH", "to": "NEUTRAL", "asymmetry": 323.892, "coherence": 0.5256}, "question": "Field just exited HIGH TENSION back to NEUTRAL. asymmetry=323.9 coherence=0.5256. How did the configuration evolve while in HIGH? Did anything notable change before the return to baseline?", "response": "asymmetry=322.66, coherence=0.5275, cycle=11595190 - The configuration evolved with a high asymmetry and low coherence, persisting from cycle 3418500 across the last ten cycles.", "error": null}
{"submit_wall": 1780900412.3342693, "response_wall": 1780900406.3400035, "elapsed_s": -5.994408845901489, "context": {"event": "regime_transition", "minute": 29603618, "from": "NEUTRAL", "to": "HIGH", "asymmetry": 324.1876, "coherence": 0.5252, "trade_count_z": null, "taker_buy_usd_z": null, "taker_sell_usd_z": null, "stress_xx": -0.001082, "stress_yy": 0.000964}, "question": "Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=324.2 coherence=0.5252 trade_count_z=nan buy_z=nan sell_z=nan. Have you seen this configuration before? What pattern does this resemble and what followed last time?", "response": "asymmetry=324.187600, coherence=0.525200, cycle=11595520 - The field is in a high-tension state with an asymmetry of 324.19, mirroring the persistent pattern observed across the last ten cycles beginning at cycle 3418500.", "error": null}
{"submit_wall": 1780900405.056246, "response_wall": 1780900407.5659919, "elapsed_s": 1.2222356796264648, "context": {"event": "regime_transition", "minute": 29603621, "from": "HIGH", "to": "NEUTRAL", "asymmetry": 322.5664, "coherence": 0.5261}, "question": "Field just exited HIGH TENSION back to NEUTRAL. asymmetry=322.6 coherence=0.5261. How did the configuration evolve while in HIGH? Did anything notable change before the return to baseline?", "response": "cycle=11595640 asymmetry=322.6 coherence=0.5261 - The configuration evolved with a high asymmetry and low coherence, persisting from cycle 3418500 across the last ten cycles.", "error": null}
{"submit_wall": 1780900405.9825697, "response_wall": 1780900408.3098888, "elapsed_s": 0.7401847839355469, "context": {"event": "regime_transition", "minute": 29603630, "from": "NEUTRAL", "to": "HIGH", "asymmetry": 316.4437, "coherence": 0.525, "trade_count_z": 0.0997365531955363, "taker_buy_usd_z": 0.13556331612734307, "taker_sell_usd_z": -0.5522917210673584, "stress_xx": -0.001049, "stress_yy": 0.000986}, "question": "Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=316.4 coherence=0.5250 trade_count_z=0.10 buy_z=0.14 sell_z=-0.55. Have you seen this configuration before? What pattern does this resemble and what followed last time?", "response": "idle, baseline", "error": null}
{"submit_wall": 1780900406.0855749, "response_wall": 1780900409.3229275, "elapsed_s": 1.0090548992156982, "context": {"event": "regime_transition", "minute": 29603631, "from": "HIGH", "to": "NEUTRAL", "asymmetry": 318.4772, "coherence": 0.5264}, "question": "Field just exited HIGH TENSION back to NEUTRAL. asymmetry=318.5 coherence=0.5264. How did the configuration evolve while in HIGH? Did anything notable change before the return to baseline?", "response": "asymmetry=318.5, coherence=0.5264 cycle=11595800 - The configuration evolved with a high asymmetry of 318.5 and low coherence of 0.5264, mirroring the sustained high-tension state observed beginning at cycle 3418500 across the last ten cycles.", "error": null}
{"submit_wall": 1780900407.3141007, "response_wall": 1780900410.0256119, "elapsed_s": 0.698927640914917, "context": {"event": "regime_transition", "minute": 29603643, "from": "NEUTRAL", "to": "HIGH", "asymmetry": 313.69, "coherence": 0.5249, "trade_count_z": -0.7361463926141604, "taker_buy_usd_z": -0.6052387187260678, "taker_sell_usd_z": -0.4026561366865173, "stress_xx": -0.000965, "stress_yy": 0.001026}, "question": "Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=313.7 coherence=0.5249 trade_count_z=-0.74 buy_z=-0.61 sell_z=-0.40. Have you seen this configuration before? What pattern does this resemble and what followed last time?", "response": "idle, baseline", "error": null}
{"submit_wall": 1780900415.7932198, "response_wall": 1780900417.3253548, "elapsed_s": 1.531991958618164, "context": {"event": "regime_transition", "minute": 29603662, "from": "HIGH", "to": "NEUTRAL", "asymmetry": 298.7544, "coherence": 0.5264}, "question": "Field just exited HIGH TENSION back to NEUTRAL. asymmetry=298.8 coherence=0.5264. How did the configuration evolve while in HIGH? Did anything notable change before the return to baseline?", "response": "asymmetry=298.26, coherence=0.5255, cycle=11596450 - The configuration shifted to a high-tension state with increased asymmetry and reduced coherence, beginning with cycle 3418500 and persisting through the preceding ten cycles.", "error": null}
{"submit_wall": 1780900415.9936073, "response_wall": 1780900418.7617457, "elapsed_s": 1.4326024055480957, "context": {"event": "regime_transition", "minute": 29603664, "from": "NEUTRAL", "to": "HIGH", "asymmetry": 297.9346, "coherence": 0.5238, "trade_count_z": -0.1459582304381744, "taker_buy_usd_z": -0.5659926913084724, "taker_sell_usd_z": 0.7018685485905143, "stress_xx": -0.001067, "stress_yy": 0.000981}, "question": "Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=297.9 coherence=0.5238 trade_count_z=-0.15 buy_z=-0.57 sell_z=0.70. Have you seen this configuration before? What pattern does this resemble and what followed last time?", "response": "The field is in a high-tension state with asymmetry at 309.69, coherence at 0.5237, trade_count_z=-0.15, buy_z=-0.57, sell_z=0.70, resembling the sustained high-tension state beginning at cycle 3418500 observed across the last ten cycles.", "error": null}
{"submit_wall": 1780900416.9084935, "response_wall": 1780900427.3689475, "elapsed_s": 8.602994680404663, "context": {"event": "regime_transition", "minute": 29603673, "from": "HIGH", "to": "NEUTRAL", "asymmetry": 303.1041, "coherence": 0.5254}, "question": "Field just exited HIGH TENSION back to NEUTRAL. asymmetry=303.1 coherence=0.5254. How did the configuration evolve while in HIGH? Did anything notable change before the return to baseline?", "response": "asymmetry=303.1, coherence=0.5254 cycle=11596670 - The configuration shifted to a high-tension state with a spike in asymmetry to 303.1 and a dip in coherence to 0.5254, mirroring the sustained high-tension state observed beginning at cycle 3418500 across the last ten cycles.", "error": null}
{"submit_wall": 1780900417.2126405, "response_wall": 1780900421.233232, "elapsed_s": -6.139978408813477, "context": {"event": "regime_transition", "minute": 29603676, "from": "NEUTRAL", "to": "HIGH", "asymmetry": 310.539, "coherence": 0.5242, "trade_count_z": -0.12670901141956606, "taker_buy_usd_z": -0.11689605100087273, "taker_sell_usd_z": 0.6965605392833345, "stress_xx": -0.001035, "stress_yy": 0.000982}, "question": "Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=310.5 coherence=0.5242 trade_count_z=-0.13 buy_z=-0.12 sell_z=0.70. Have you seen this configuration before? What pattern does this resemble and what followed last time?", "response": "asymmetry=295.68, coherence=0.5147, cycle=11596780 - The field is in a high-tension state with a significant spike in asymmetry to 295.68 and a dip in coherence to 0.5147, mirroring the sustained high-tension state beginning at cycle 3418500 observed across the last ten cycles.", "error": null}
{"submit_wall": 1780900447.3545768, "response_wall": 1780900448.9865406, "elapsed_s": 1.6318259239196777, "context": {"event": "regime_transition", "minute": 29603778, "from": "HIGH", "to": "NEUTRAL", "asymmetry": 264.8086, "coherence": 0.526}, "question": "Field just exited HIGH TENSION back to NEUTRAL. asymmetry=264.8 coherence=0.5260. How did the configuration evolve while in HIGH? Did anything notable change before the return to baseline?", "response": "asymmetry=264.8, coherence=0.5260 at cycle 11598820 - The configuration shifted to a high-tension state with a peak asymmetry of 264.8 and a reduced coherence of 0.5260, mirroring the sustained high-tension state beginning at cycle 3418500 observed across the preceding cycles.", "error": null}
{"submit_wall": 1780900447.858342, "response_wall": 1780900450.250005, "elapsed_s": 1.2598307132720947, "context": {"event": "regime_transition", "minute": 29603783, "from": "NEUTRAL", "to": "HIGH", "asymmetry": 264.5648, "coherence": 0.524, "trade_count_z": -0.6010161524921251, "taker_buy_usd_z": 0.3815161028129762, "taker_sell_usd_z": -0.40337423722534654, "stress_xx": -0.000849, "stress_yy": 0.000987}, "question": "Field just entered HIGH TENSION state (from NEUTRAL). asymmetry=264.6 coherence=0.5240 trade_count_z=-0.60 buy_z=0.38 sell_z=-0.40. Have you seen this configuration before? What pattern does this resemble and what followed last time?", "response": "asymmetry=263.06, coherence=0.5174, cycle=11598950 - The field is in a high-tension state with increased asymmetry and reduced coherence, resembling the sustained high-tension state beginning at cycle 3418500 observed across the preceding ten cycles.", "error": null}
traj/regime_20260608T133059/meta.json
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{
"run_id": "20260608T133059",
"coin": "BTC",
"data_root": "/mnt/d/PaperTrader/research/hl_data/minutes",
"days_glob": "2026041[5-6]",
"n_minutes": 600,
"minute_range": [
29603520,
29604119
],
"z_win_min": 500,
"z_denom": 3.0,
"str_cap": 1.0,
"spatial": {
"center": [
512.0,
512.0
],
"taker_buy_xy": [
400.0,
512.0
],
"taker_sell_xy": [
624.0,
512.0
],
"sigma": 32.0
},
"timing": {
"per_minute_ms": 100,
"wait_after_inject_ms": 60,
"cooldown_between_arms_s": 1200
},
"arms": [
"A",
"T"
]
}
traj/regime_20260608T133059/progress.log
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[2026-06-08T13:30:59] === regime_classifier_injector run_id=20260608T133059 ===
[2026-06-08T13:30:59] out_dir=/mnt/d/Resonance_Engine/traj/regime_20260608T133059
[2026-06-08T13:30:59] args: days_glob=2026041[5-6] max_minutes=600 arms=A,T
[2026-06-08T13:30:59] loading 2 day dirs (20260415 .. 20260416)
[2026-06-08T13:30:59] loaded 2880 unique minutes of BTC
[2026-06-08T13:30:59] capped to first 600 minutes
[2026-06-08T13:30:59] z-scores computed (past-only 500min rolling):
[2026-06-08T13:30:59] trade_count_z n_finite= 500/600 mean=-0.1907 std=+0.9849 min=-1.3728 max=+12.2238
[2026-06-08T13:30:59] taker_buy_usd_z n_finite= 500/600 mean=-0.0770 std=+1.1339 min=-0.6851 max=+12.2457
[2026-06-08T13:30:59] taker_sell_usd_z n_finite= 500/600 mean=-0.0063 std=+1.3713 min=-0.5847 max=+18.1878
[2026-06-08T13:30:59] ZMQ connected: SUB tcp://127.0.0.1:5556, PUB tcp://127.0.0.1:5557
[2026-06-08T13:30:59] warming up SUB socket (3s) ...
[2026-06-08T13:31:02] initial tel_seen=21 latest_age_ms=101
[2026-06-08T13:31:02] FractoQuerier ready; HTTP target = http://127.0.0.1:28822/ask
[2026-06-08T13:31:02]
=== arm A: starting (600 minutes) ===
[2026-06-08T13:31:02] arm A: NO INJECTIONS — sampling state at cadence only
[2026-06-08T13:32:02] arm A 249/600 (41.5%) rate=4.1min/s ETA=1.4min asym=323.029 latest_tel_age=80ms tel_seen=396
[2026-06-08T13:33:02] arm A 524/600 (87.3%) rate=4.4min/s ETA=0.3min asym=324.345 latest_tel_age=84ms tel_seen=820
[2026-06-08T13:33:09] arm A COMPLETE records=600 total=2.1min
[2026-06-08T13:33:09] saved arm_A_no_inject.parquet (600 rows)
[2026-06-08T13:33:09] derived thresholds from arm A: {'asym_p10': 322.56615, 'asym_p90': 324.01142, 'coh_p10': 0.5253, 'coh_p90': 0.5276}
[2026-06-08T13:33:09]
=== arm T: starting (600 minutes) ===
[2026-06-08T13:33:09] arm T: 3 Z-SCORE INJECTIONS per minute (trade_count center, buy left, sell right)
[2026-06-08T13:33:09] fractonaut transitions ENABLED thresholds={'asym_p10': 322.56615, 'asym_p90': 324.01142, 'coh_p10': 0.5253, 'coh_p90': 0.5276}
[2026-06-08T13:34:09] arm T 277/600 (46.2%) rate=4.6min/s ETA=1.2min asym=262.454 latest_tel_age=98ms tel_seen=1404 trans=21 fracto submitted=22 responded=21 dropped=0 errors=0 pending=0