auto: hourly snapshot 2026-06-07 19:34
This commit is contained in:
Scruff AI
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import pandas as pd, numpy as np
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from pathlib import Path
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from scipy.stats import spearmanr
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D = Path("/mnt/d/Resonance_Engine/traj/tension_20260607T130445")
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A = pd.read_parquet(D/"arm_A_no_inject.parquet")
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T = pd.read_parquet(D/"arm_T_tension.parquet")
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CHANNELS = ["asymmetry","coherence","stress_xx","stress_yy","stress_xy","vorticity_mean","vel_mean","vel_max","vel_var"]
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TENSIONS = ["funding_bps","bs_ratio_signed","activity_excess","cvd_divergence"]
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print("="*96)
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print(f"FULL APRIL RUN {D.name}")
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print("="*96)
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for label,df in [("A",A),("T",T)]:
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age = df["snap_age_ms"].dropna()
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print(f" arm {label}: rows={len(df):,} snap_age_ms p50={age.quantile(.5):.0f} p95={age.quantile(.95):.0f} p99={age.quantile(.99):.0f}")
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# tension distributions on the full month
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print()
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print("=== tension distributions (full April) ===")
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for tn in TENSIONS:
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v = pd.to_numeric(T[tn], errors="coerce").dropna()
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print(f" {tn:<22} n={len(v):,} mean={v.mean():+.3g} std={v.std():.3g} p5={v.quantile(.05):+.3g} p95={v.quantile(.95):+.3g} min={v.min():+.3g} max={v.max():+.3g}")
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print()
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print(f"{'channel':<16} " + " ".join(f"{tn:>22}" for tn in TENSIONS))
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maxrho = {tn: (0.0, "") for tn in TENSIONS}
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for ch in CHANNELS:
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row = f"{ch:<16} "
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for tn in TENSIONS:
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sub = T[[ch, tn]].apply(pd.to_numeric, errors="coerce").dropna()
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if len(sub) < 30:
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row += f"{'n/a':>22} "
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else:
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rho, p = spearmanr(sub[tn], sub[ch])
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flag = "*" if p<1e-10 else ("." if p<0.05 else " ")
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row += f" rho={rho:+.3f} p={p:.1g}{flag} "
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if abs(rho) > abs(maxrho[tn][0]):
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maxrho[tn] = (rho, ch)
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print(row)
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print()
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print("=== PRIMARY CHANNEL VERDICT ===")
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for tn in TENSIONS:
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rho, ch = maxrho[tn]
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if abs(rho) > 0.50: target = "TOO HOT"
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elif abs(rho) < 0.15: target = "TOO QUIET"
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elif abs(rho) < 0.20: target = "marginal"
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else: target = "IN BAND"
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print(f" {tn:<22} -> {ch:<16} |rho|={abs(rho):.3f} [{target}]")
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# how often does each tension actually fire vs sit near 0
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print()
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print("=== injection density (fraction of minutes where |encoded_strength| > 0.1) ===")
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import math
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def cap(x, c): return max(-c, min(c, x))
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T["fund_str"] = T.funding_bps.apply(lambda x: cap(x/3000.0, 2.5))
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T["bs_str"] = T.bs_ratio_signed.apply(lambda x: cap(x/0.5, 3.0))
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T["act_str"] = T.activity_excess.apply(lambda x: cap(x/3.0, 5.0))
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T["cvd_str"] = T.cvd_divergence.apply(lambda x: math.tanh(x/2e6) if pd.notna(x) else 0.0)
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for col,name in [("fund_str","funding"),("bs_str","bs_ratio"),("act_str","activity"),("cvd_str","cvd")]:
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v = T[col].dropna()
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print(f" {name:<10} |s|>0.1: {(v.abs()>0.1).mean()*100:5.1f}% |s|>0.5: {(v.abs()>0.5).mean()*100:5.1f}% p50|s|={v.abs().quantile(.5):.3f} p95|s|={v.abs().quantile(.95):.3f} max|s|={v.abs().max():.3f}")
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# arm A vs arm T contrast (the actual treatment effect)
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print()
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print("=== arm-T vs arm-A channel deltas ===")
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print(f"{'channel':<16} {'A mean':>14} {'T mean':>14} {'A std':>14} {'T std':>14} {'delta_mean/A_std':>20}")
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for ch in CHANNELS:
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a = pd.to_numeric(A[ch], errors="coerce").dropna()
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t = pd.to_numeric(T[ch], errors="coerce").dropna()
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if len(a) < 30 or len(t) < 30: continue
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dmean = t.mean() - a.mean()
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norm = dmean / (a.std() + 1e-12)
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print(f" {ch:<14} {a.mean():>14.4g} {t.mean():>14.4g} {a.std():>14.4g} {t.std():>14.4g} {norm:>20.3f}")
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print()
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print("=== compare to shakedown 4 (300 min) ===")
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T_short = pd.read_parquet("/mnt/d/Resonance_Engine/traj/tension_20260607T125954/arm_T_tension.parquet")
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print(f"{'tension':<22} {'shake4 |rho|':>14} {'month |rho|':>14} {'delta':>10}")
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for tn in TENSIONS:
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short_best=0.0; long_best=0.0
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for ch in CHANNELS:
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sub_s = T_short[[ch,tn]].apply(pd.to_numeric, errors="coerce").dropna()
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if len(sub_s)>=30:
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r,_=spearmanr(sub_s[tn], sub_s[ch]); short_best = r if abs(r)>abs(short_best) else short_best
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sub_l = T[[ch,tn]].apply(pd.to_numeric, errors="coerce").dropna()
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if len(sub_l)>=30:
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r,_=spearmanr(sub_l[tn], sub_l[ch]); long_best = r if abs(r)>abs(long_best) else long_best
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print(f" {tn:<22} {abs(short_best):>14.3f} {abs(long_best):>14.3f} {abs(long_best)-abs(short_best):>+10.3f}")
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{"ts": "2026-06-07T11:31:44Z", "turn": 1353, "cycle": 6838500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6838500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 31.1W util=36%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458300 0.458708 +0.000100 0.003100\nasymmetry 693.576000 693.144192 -0.030200 3.399200\nvel_mean 0.222425 0.221084 +0.002151 0.004200\nvel_max 0.285230 0.285295 -0.000768 0.006544\nvel_var 0.002359 0.002448 -0.000147 0.000350\nvorticity_mean 0.026800 0.027748 -0.005069 0.010929\nstress_xx -0.001354 -0.001338 +0.000032 0.000415\nstress_yy 0.001413 0.001349 +0.000109 0.000237\nstress_xy -0.000499 -0.000445 -0.000161 0.000212\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6808500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6813500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6818500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6823500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6828500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6833500] asymmetry exceeds the 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."}
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{"ts": "2026-06-07T11:32:57Z", "turn": 1354, "cycle": 6843500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6843500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 31.2W util=30%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458900 0.458618 +0.000600 0.003200\nasymmetry 693.189800 693.397704 -0.629700 3.347800\nvel_mean 0.223049 0.221083 +0.000219 0.004240\nvel_max 0.284213 0.285468 -0.000626 0.006890\nvel_var 0.002304 0.002448 -0.000016 0.000343\nvorticity_mean 0.022424 0.027774 -0.002836 0.010923\nstress_xx -0.001324 -0.001356 -0.000007 0.000341\nstress_yy 0.001421 0.001342 +0.000009 0.000245\nstress_xy -0.000486 -0.000457 -0.000080 0.000209\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6813500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6818500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6823500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6828500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6833500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6838500] asymmetry exceeds the 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."}
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{"ts": "2026-06-07T11:34:10Z", "turn": 1355, "cycle": 6848500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6848500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 31.1W util=24%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.459500 0.458603 +0.000700 0.003200\nasymmetry 692.362800 693.568369 -1.084500 3.432500\nvel_mean 0.220541 0.221087 -0.001519 0.004143\nvel_max 0.284360 0.285352 +0.000622 0.006645\nvel_var 0.002524 0.002448 +0.000118 0.000333\nvorticity_mean 0.026234 0.027774 +0.003324 0.010907\nstress_xx -0.001436 -0.001354 -0.000108 0.000359\nstress_yy 0.001392 0.001361 +0.000024 0.000248\nstress_xy -0.000492 -0.000440 +0.000039 0.000325\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6818500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6823500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6828500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6833500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6838500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6843500] asymmetry exceeds the 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."}
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{"ts": "2026-06-07T11:35:26Z", "turn": 1356, "cycle": 6853500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6853500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.9W util=25%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458300 0.458565 -0.001200 0.003000\nasymmetry 693.983500 693.756005 +1.400400 3.270400\nvel_mean 0.219460 0.221096 -0.000785 0.004163\nvel_max 0.284322 0.285343 -0.000372 0.006898\nvel_var 0.002528 0.002448 -0.000011 0.000347\nvorticity_mean 0.032197 0.027742 +0.004795 0.010937\nstress_xx -0.001284 -0.001346 +0.000227 0.000350\nstress_yy 0.001261 0.001371 -0.000102 0.000238\nstress_xy -0.000395 -0.000438 +0.000086 0.000224\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6823500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6828500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6833500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6838500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6843500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6848500] asymmetry exceeds the 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."}
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{"ts": "2026-06-07T11:36:37Z", "turn": 1357, "cycle": 6858500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6858500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 31.9W util=27%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458200 0.458525 -0.000200 0.003000\nasymmetry 694.403600 693.947978 +0.401000 3.369700\nvel_mean 0.220360 0.221099 +0.001274 0.004170\nvel_max 0.286451 0.285350 -0.001128 0.006761\nvel_var 0.002489 0.002448 -0.000104 0.000345\nvorticity_mean 0.031624 0.027721 -0.001147 0.010887\nstress_xx -0.001393 -0.001350 -0.000030 0.000387\nstress_yy 0.001346 0.001339 -0.000018 0.000251\nstress_xy -0.000514 -0.000448 -0.000170 0.000220\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6828500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6833500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6838500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6843500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6848500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6853500] asymmetry exceeds the 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."}
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{"ts": "2026-06-07T11:37:50Z", "turn": 1358, "cycle": 6863500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6863500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 31.2W util=31%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458300 0.458525 +0.000200 0.003200\nasymmetry 694.529400 694.110797 -0.009400 3.398100\nvel_mean 0.222839 0.221085 +0.001811 0.004114\nvel_max 0.284923 0.285366 -0.001626 0.006409\nvel_var 0.002317 0.002449 -0.000098 0.000332\nvorticity_mean 0.024957 0.027751 -0.005483 0.010958\nstress_xx -0.001331 -0.001348 +0.000020 0.000350\nstress_yy 0.001407 0.001346 +0.000026 0.000233\nstress_xy -0.000437 -0.000453 +0.000024 0.000285\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6833500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6838500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6843500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6848500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6853500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6858500] asymmetry exceeds the 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."}
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{"ts": "2026-06-07T11:39:03Z", "turn": 1359, "cycle": 6868500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6868500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.9W util=25%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458800 0.458485 +0.001200 0.003100\nasymmetry 694.105400 694.306908 -1.205600 3.364300\nvel_mean 0.221866 0.221082 -0.001098 0.004136\nvel_max 0.282999 0.285399 -0.001861 0.006181\nvel_var 0.002412 0.002449 +0.000126 0.000342\nvorticity_mean 0.022982 0.027779 -0.000930 0.010951\nstress_xx -0.001283 -0.001350 +0.000066 0.000360\nstress_yy 0.001328 0.001368 -0.000111 0.000262\nstress_xy -0.000396 -0.000437 +0.000060 0.000276\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6838500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6843500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6848500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6853500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6858500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6863500] asymmetry exceeds the 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."}
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{"ts": "2026-06-07T11:40:18Z", "turn": 1360, "cycle": 6873500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6873500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.0W util=27%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.459400 0.458451 +0.000400 0.003300\nasymmetry 693.401900 694.489772 -0.269800 3.450300\nvel_mean 0.220199 0.221090 -0.001431 0.004162\nvel_max 0.283979 0.285360 +0.001293 0.007525\nvel_var 0.002543 0.002448 +0.000062 0.000344\nvorticity_mean 0.027734 0.027761 +0.004437 0.010859\nstress_xx -0.001249 -0.001351 +0.000041 0.000371\nstress_yy 0.001292 0.001361 -0.000050 0.000272\nstress_xy -0.000461 -0.000439 +0.000027 0.000237\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6843500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6848500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6853500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6858500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6863500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6868500] asymmetry exceeds the 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": "2026-06-07T11:41:31Z", "turn": 1361, "cycle": 6878500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6878500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.9W util=27%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458300 0.458471 -0.001200 0.003100\nasymmetry 694.821900 694.623374 +1.106300 3.325800\nvel_mean 0.219086 0.221096 -0.000899 0.004068\nvel_max 0.287863 0.285403 -0.000390 0.006833\nvel_var 0.002597 0.002448 +0.000070 0.000337\nvorticity_mean 0.032825 0.027733 +0.003443 0.010941\nstress_xx -0.001447 -0.001344 -0.000121 0.000319\nstress_yy 0.001218 0.001336 -0.000163 0.000239\nstress_xy -0.000460 -0.000450 -0.000025 0.000226\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6848500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6853500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6858500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6863500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6868500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6873500] asymmetry exceeds the 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": "2026-06-07T11:42:44Z", "turn": 1362, "cycle": 6883500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6883500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.3W util=27%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458100 0.458432 -0.000300 0.003100\nasymmetry 695.376600 694.823942 +0.579400 3.383700\nvel_mean 0.221087 0.221096 +0.001720 0.004159\nvel_max 0.286135 0.285378 -0.000230 0.006933\nvel_var 0.002404 0.002448 -0.000135 0.000344\nvorticity_mean 0.030199 0.027726 -0.002992 0.010962\nstress_xx -0.001283 -0.001354 +0.000127 0.000400\nstress_yy 0.001382 0.001353 +0.000041 0.000249\nstress_xy -0.000372 -0.000450 +0.000127 0.000245\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6853500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6858500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6863500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6868500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6873500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6878500] asymmetry exceeds the 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": "2026-06-07T11:44:00Z", "turn": 1363, "cycle": 6888500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6888500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.0W util=24%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.457500 0.458407 +0.000600 0.003100\nasymmetry 696.114000 694.993727 -0.597900 3.331900\nvel_mean 0.222940 0.221081 +0.000879 0.004143\nvel_max 0.284898 0.285317 -0.000780 0.006800\nvel_var 0.002301 0.002449 -0.000014 0.000338\nvorticity_mean 0.023719 0.027763 -0.004913 0.010899\nstress_xx -0.001299 -0.001352 +0.000036 0.000299\nstress_yy 0.001318 0.001367 -0.000084 0.000263\nstress_xy -0.000431 -0.000437 -0.000019 0.000292\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6858500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6863500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6868500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6873500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6878500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6883500] asymmetry exceeds the 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": "2026-06-07T11:45:13Z", "turn": 1364, "cycle": 6893500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6893500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.4W util=23%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458900 0.458389 +0.001000 0.003000\nasymmetry 694.487200 695.176772 -1.123400 3.295100\nvel_mean 0.221597 0.221082 -0.001060 0.004108\nvel_max 0.282774 0.285236 -0.000892 0.006387\nvel_var 0.002488 0.002449 +0.000097 0.000333\nvorticity_mean 0.023448 0.027778 +0.000712 0.010940\nstress_xx -0.001392 -0.001340 -0.000059 0.000380\nstress_yy 0.001351 0.001352 -0.000029 0.000266\nstress_xy -0.000498 -0.000436 -0.000039 0.000217\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6863500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6868500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6873500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6878500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6883500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6888500] asymmetry exceeds the 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": "2026-06-07T11:46:26Z", "turn": 1365, "cycle": 6898500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6898500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.6W util=29%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.459300 0.458357 -0.000100 0.003000\nasymmetry 694.536100 695.357946 +0.523100 3.349000\nvel_mean 0.219809 0.221094 -0.001874 0.004177\nvel_max 0.287478 0.285319 +0.003344 0.007159\nvel_var 0.002546 0.002448 +0.000118 0.000338\nvorticity_mean 0.029620 0.027758 +0.004998 0.010973\nstress_xx -0.001338 -0.001343 +0.000003 0.000345\nstress_yy 0.001276 0.001341 -0.000067 0.000277\nstress_xy -0.000424 -0.000451 +0.000011 0.000256\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6868500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6873500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6878500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6883500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6888500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6893500] asymmetry exceeds the 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": "2026-06-07T11:47:39Z", "turn": 1366, "cycle": 6903500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6903500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.3W util=30%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458300 0.458366 -0.001000 0.003100\nasymmetry 695.564600 695.509284 +1.130300 3.278300\nvel_mean 0.219400 0.221101 -0.000093 0.004206\nvel_max 0.286483 0.285330 +0.000564 0.006739\nvel_var 0.002534 0.002447 -0.000041 0.000344\nvorticity_mean 0.033226 0.027726 +0.002016 0.010947\nstress_xx -0.001357 -0.001360 +0.000020 0.000440\nstress_yy 0.001399 0.001362 +0.000157 0.000233\nstress_xy -0.000325 -0.000451 +0.000096 0.000296\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6873500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6878500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6883500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6888500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6893500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6898500] asymmetry exceeds the 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": "2026-06-07T11:48:55Z", "turn": 1367, "cycle": 6908500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6908500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 29.8W util=25%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.456800 0.458278 -0.000300 0.003100\nasymmetry 697.460600 695.756948 +0.415700 3.260600\nvel_mean 0.222159 0.221098 +0.002109 0.004097\nvel_max 0.286367 0.285203 -0.000136 0.007929\nvel_var 0.002298 0.002448 -0.000165 0.000336\nvorticity_mean 0.028340 0.027727 -0.004258 0.010881\nstress_xx -0.001335 -0.001349 -0.000013 0.000353\nstress_yy 0.001332 0.001367 -0.000047 0.000256\nstress_xy -0.000471 -0.000432 -0.000151 0.000217\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6878500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6883500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6888500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6893500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6898500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6903500] asymmetry exceeds the 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": "2026-06-07T11:50:08Z", "turn": 1368, "cycle": 6913500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6913500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.3W util=34%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.457900 0.458259 +0.000600 0.003100\nasymmetry 696.243200 695.913969 -0.779800 3.368600\nvel_mean 0.222618 0.221084 +0.000337 0.004178\nvel_max 0.283038 0.285467 -0.003441 0.007161\nvel_var 0.002399 0.002449 +0.000047 0.000347\nvorticity_mean 0.022647 0.027766 -0.004008 0.010975\nstress_xx -0.001370 -0.001337 -0.000045 0.000336\nstress_yy 0.001382 0.001348 +0.000086 0.000249\nstress_xy -0.000495 -0.000442 -0.000025 0.000211\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6883500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6888500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6893500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6898500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6903500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6908500] asymmetry exceeds the 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": "2026-06-07T11:51:21Z", "turn": 1369, "cycle": 6918500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6918500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 29.9W util=27%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.459400 0.458270 +0.000500 0.003100\nasymmetry 694.728500 696.071437 -0.852500 3.350900\nvel_mean 0.221569 0.221091 -0.001270 0.004140\nvel_max 0.284564 0.285350 +0.000145 0.006462\nvel_var 0.002430 0.002448 +0.000061 0.000342\nvorticity_mean 0.024784 0.027771 +0.002461 0.010956\nstress_xx -0.001355 -0.001350 -0.000028 0.000324\nstress_yy 0.001369 0.001345 +0.000036 0.000238\nstress_xy -0.000478 -0.000458 -0.000039 0.000265\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6888500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6893500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6898500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6903500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6908500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6913500] asymmetry exceeds the 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": "2026-06-07T11:52:36Z", "turn": 1370, "cycle": 6923500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6923500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.0W util=24%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.459200 0.458269 -0.000300 0.003100\nasymmetry 695.173000 696.228702 +0.430400 3.335400\nvel_mean 0.219432 0.221098 -0.001195 0.004162\nvel_max 0.285258 0.285331 +0.001355 0.006152\nvel_var 0.002576 0.002448 +0.000060 0.000334\nvorticity_mean 0.031475 0.027748 +0.005210 0.010938\nstress_xx -0.001369 -0.001364 -0.000004 0.000343\nstress_yy 0.001451 0.001364 +0.000149 0.000273\nstress_xy -0.000438 -0.000446 -0.000001 0.000297\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6893500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6898500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6903500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6908500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6913500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6918500] asymmetry exceeds the 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": "2026-06-07T11:53:49Z", "turn": 1371, "cycle": 6928500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6928500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 29.2W util=27%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.456900 0.458231 -0.001600 0.003000\nasymmetry 697.788500 696.410358 +1.642100 3.349500\nvel_mean 0.220089 0.221101 +0.000884 0.004182\nvel_max 0.287534 0.285340 +0.001784 0.007263\nvel_var 0.002465 0.002447 -0.000087 0.000341\nvorticity_mean 0.032409 0.027724 +0.000129 0.010968\nstress_xx -0.001380 -0.001344 -0.000074 0.000328\nstress_yy 0.001293 0.001365 -0.000127 0.000241\nstress_xy -0.000552 -0.000433 -0.000177 0.000234\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6898500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6903500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6908500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6913500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6918500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6923500] asymmetry exceeds the 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": "2026-06-07T11:55:02Z", "turn": 1372, "cycle": 6933500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6933500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.2W util=34%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.457400 0.458212 +0.000500 0.003000\nasymmetry 697.666700 696.585278 -0.195200 3.402900\nvel_mean 0.222321 0.221092 +0.001765 0.004161\nvel_max 0.284921 0.285347 -0.002850 0.007577\nvel_var 0.002354 0.002448 -0.000089 0.000340\nvorticity_mean 0.026307 0.027742 -0.005183 0.010899\nstress_xx -0.001356 -0.001342 +0.000034 0.000352\nstress_yy 0.001390 0.001343 +0.000096 0.000282\nstress_xy -0.000446 -0.000453 -0.000029 0.000207\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6903500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6908500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6913500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6918500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6923500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6928500] asymmetry exceeds the 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": "2026-06-07T11:56:18Z", "turn": 1373, "cycle": 6938500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6938500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 31.1W util=29%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458800 0.458178 +0.000700 0.003200\nasymmetry 696.294200 696.783687 -0.611600 3.288200\nvel_mean 0.222815 0.221087 +0.000066 0.004143\nvel_max 0.282759 0.285445 -0.003536 0.007426\nvel_var 0.002361 0.002448 -0.000007 0.000338\nvorticity_mean 0.022342 0.027775 -0.002386 0.010954\nstress_xx -0.001298 -0.001360 +0.000109 0.000405\nstress_yy 0.001410 0.001347 +0.000019 0.000281\nstress_xy -0.000458 -0.000460 -0.000068 0.000243\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6908500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6913500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6918500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6923500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6928500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6933500] asymmetry exceeds the 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": "2026-06-07T11:57:31Z", "turn": 1374, "cycle": 6943500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6943500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.8W util=24%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.459400 0.458196 +0.000800 0.003100\nasymmetry 695.479600 696.910979 -0.946600 3.303100\nvel_mean 0.220521 0.221087 -0.001907 0.004208\nvel_max 0.284980 0.285395 +0.000930 0.006522\nvel_var 0.002518 0.002448 +0.000169 0.000341\nvorticity_mean 0.026571 0.027775 +0.003716 0.010949\nstress_xx -0.001328 -0.001362 -0.000011 0.000328\nstress_yy 0.001313 0.001369 -0.000090 0.000305\nstress_xy -0.000462 -0.000435 +0.000005 0.000247\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6913500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6918500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6923500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6928500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6933500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6938500] asymmetry exceeds the 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": "2026-06-07T11:58:44Z", "turn": 1375, "cycle": 6948500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6948500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.3W util=24%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458000 0.458115 -0.001100 0.003000\nasymmetry 697.188600 697.144583 +1.291800 3.332400\nvel_mean 0.219238 0.221101 -0.000731 0.004149\nvel_max 0.285719 0.285396 +0.001488 0.006610\nvel_var 0.002536 0.002447 -0.000026 0.000341\nvorticity_mean 0.032399 0.027733 +0.004367 0.010863\nstress_xx -0.001350 -0.001341 +0.000085 0.000340\nstress_yy 0.001226 0.001365 -0.000170 0.000251\nstress_xy -0.000433 -0.000438 +0.000049 0.000229\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6918500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6923500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6928500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6933500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6938500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6943500] asymmetry exceeds the 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": "2026-06-07T11:59:57Z", "turn": 1376, "cycle": 6953500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6953500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.5W util=23%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.456800 0.458133 -0.000800 0.003100\nasymmetry 698.727800 697.287717 +0.758300 3.337700\nvel_mean 0.220681 0.221097 +0.001313 0.004151\nvel_max 0.288264 0.285264 +0.001027 0.006168\nvel_var 0.002427 0.002447 -0.000105 0.000336\nvorticity_mean 0.031322 0.027725 -0.001560 0.010965\nstress_xx -0.001397 -0.001350 -0.000044 0.000331\nstress_yy 0.001359 0.001341 +0.000058 0.000297\nstress_xy -0.000479 -0.000457 -0.000048 0.000196\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6923500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6928500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6933500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6938500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6943500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6948500] asymmetry exceeds the 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": "2026-06-07T12:01:13Z", "turn": 1377, "cycle": 6958500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6958500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 29.8W util=27%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458200 0.458090 +0.000600 0.003100\nasymmetry 697.535700 697.481115 -0.260200 3.322900\nvel_mean 0.222793 0.221083 +0.001477 0.004165\nvel_max 0.283840 0.285344 -0.002297 0.006595\nvel_var 0.002373 0.002448 -0.000040 0.000339\nvorticity_mean 0.024470 0.027750 -0.005547 0.010979\nstress_xx -0.001296 -0.001360 +0.000045 0.000348\nstress_yy 0.001384 0.001351 -0.000058 0.000253\nstress_xy -0.000493 -0.000447 +0.000009 0.000276\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6928500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6933500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6938500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6943500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6948500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6953500] asymmetry exceeds the 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": "2026-06-07T12:02:26Z", "turn": 1378, "cycle": 6963500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6963500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 29.9W util=24%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458600 0.458098 +0.000900 0.003100\nasymmetry 697.124000 697.629352 -0.999300 3.417400\nvel_mean 0.222277 0.221078 -0.000926 0.004148\nvel_max 0.283834 0.285407 -0.000284 0.007002\nvel_var 0.002363 0.002449 +0.000086 0.000337\nvorticity_mean 0.023054 0.027784 -0.000374 0.010902\nstress_xx -0.001360 -0.001350 +0.000042 0.000369\nstress_yy 0.001318 0.001367 -0.000077 0.000231\nstress_xy -0.000459 -0.000433 -0.000020 0.000247\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6933500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6938500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6943500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6948500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6953500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6958500] asymmetry exceeds the 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": "2026-06-07T12:03:39Z", "turn": 1379, "cycle": 6968500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6968500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 31.2W util=27%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.459100 0.458051 +0.000600 0.003000\nasymmetry 696.644700 697.836715 -0.475200 3.273500\nvel_mean 0.219872 0.221085 -0.001472 0.004164\nvel_max 0.283543 0.285364 +0.000674 0.006528\nvel_var 0.002573 0.002448 +0.000109 0.000332\nvorticity_mean 0.028341 0.027769 +0.004400 0.010917\nstress_xx -0.001206 -0.001340 +0.000182 0.000380\nstress_yy 0.001268 0.001354 -0.000134 0.000270\nstress_xy -0.000380 -0.000444 +0.000081 0.000259\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6938500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6943500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6948500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6953500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6958500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6963500] asymmetry exceeds the 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": "2026-06-07T12:04:55Z", "turn": 1380, "cycle": 6973500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6973500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.6W util=25%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.457500 0.458055 -0.001200 0.003100\nasymmetry 698.721300 697.988391 +1.415100 3.305100\nvel_mean 0.219336 0.221093 -0.000610 0.004192\nvel_max 0.288052 0.285452 +0.002787 0.006423\nvel_var 0.002542 0.002448 +0.000023 0.000347\nvorticity_mean 0.032971 0.027737 +0.003174 0.010969\nstress_xx -0.001435 -0.001349 -0.000221 0.000300\nstress_yy 0.001367 0.001343 +0.000044 0.000258\nstress_xy -0.000424 -0.000458 -0.000038 0.000216\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6943500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6948500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6953500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6958500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6963500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6968500] asymmetry exceeds the 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": "2026-06-07T12:06:08Z", "turn": 1381, "cycle": 6978500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6978500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.4W util=24%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.457600 0.458032 -0.000400 0.003100\nasymmetry 698.532300 698.167996 +0.278200 3.346600\nvel_mean 0.221401 0.221092 +0.001889 0.004163\nvel_max 0.286273 0.285322 +0.000033 0.006788\nvel_var 0.002403 0.002448 -0.000164 0.000340\nvorticity_mean 0.029751 0.027735 -0.003285 0.010936\nstress_xx -0.001403 -0.001357 -0.000003 0.000361\nstress_yy 0.001315 0.001361 -0.000004 0.000246\nstress_xy -0.000353 -0.000446 +0.000165 0.000263\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6948500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6953500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6958500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6963500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6968500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6973500] asymmetry exceeds the 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": "2026-06-07T12:07:21Z", "turn": 1382, "cycle": 6983500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6983500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.6W util=23%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.457600 0.457967 +0.000500 0.003100\nasymmetry 698.897000 698.381980 -0.388700 3.333700\nvel_mean 0.223206 0.221077 +0.001241 0.004121\nvel_max 0.283862 0.285298 -0.002681 0.006766\nvel_var 0.002277 0.002449 -0.000073 0.000330\nvorticity_mean 0.023287 0.027766 -0.004831 0.010944\nstress_xx -0.001285 -0.001349 +0.000026 0.000380\nstress_yy 0.001393 0.001371 -0.000001 0.000229\nstress_xy -0.000411 -0.000437 +0.000014 0.000227\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6953500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6958500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6963500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6968500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6973500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6978500] asymmetry exceeds the 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": "2026-06-07T12:08:34Z", "turn": 1383, "cycle": 6988500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6988500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.1W util=32%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458400 0.457948 +0.001000 0.002900\nasymmetry 697.828400 698.558323 -1.398300 3.360000\nvel_mean 0.221302 0.221080 -0.001180 0.004161\nvel_max 0.282550 0.285376 -0.002540 0.006846\nvel_var 0.002482 0.002448 +0.000109 0.000345\nvorticity_mean 0.024079 0.027781 +0.001304 0.010933\nstress_xx -0.001346 -0.001346 -0.000047 0.000357\nstress_yy 0.001316 0.001349 -0.000021 0.000249\nstress_xy -0.000490 -0.000446 -0.000043 0.000217\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6958500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6963500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6968500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6973500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6978500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6983500] asymmetry exceeds the 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": "2026-06-07T12:09:50Z", "turn": 1384, "cycle": 6993500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6993500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 31.1W util=24%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458400 0.457905 -0.000400 0.003100\nasymmetry 698.235500 698.771224 +0.583300 3.443800\nvel_mean 0.219924 0.221097 -0.001204 0.004176\nvel_max 0.285025 0.285408 +0.001894 0.007455\nvel_var 0.002515 0.002448 +0.000006 0.000347\nvorticity_mean 0.030071 0.027753 +0.005265 0.010906\nstress_xx -0.001472 -0.001350 -0.000134 0.000318\nstress_yy 0.001312 0.001344 -0.000060 0.000261\nstress_xy -0.000451 -0.000453 +0.000003 0.000251\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6963500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6968500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6973500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6978500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6983500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6988500] asymmetry exceeds the 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": "2026-06-07T12:11:03Z", "turn": 1385, "cycle": 6998500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=6998500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.9W util=24%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.457800 0.457908 -0.000500 0.003200\nasymmetry 699.014000 698.913013 +0.618300 3.392000\nvel_mean 0.219580 0.221098 +0.000283 0.004141\nvel_max 0.286804 0.285304 +0.000618 0.007001\nvel_var 0.002564 0.002448 -0.000036 0.000337\nvorticity_mean 0.032976 0.027730 +0.001596 0.010957\nstress_xx -0.001371 -0.001359 +0.000014 0.000419\nstress_yy 0.001387 0.001368 +0.000102 0.000270\nstress_xy -0.000351 -0.000442 +0.000059 0.000258\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6968500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6973500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6978500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6983500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6988500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6993500] asymmetry exceeds the 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": "2026-06-07T12:12:17Z", "turn": 1386, "cycle": 7003500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=7003500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.8W util=28%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.457000 0.457863 -0.000400 0.003100\nasymmetry 700.069200 699.110794 +0.409300 3.492300\nvel_mean 0.222121 0.221091 +0.002248 0.004151\nvel_max 0.285891 0.285396 -0.000950 0.006830\nvel_var 0.002327 0.002448 -0.000145 0.000342\nvorticity_mean 0.027833 0.027739 -0.004604 0.010988\nstress_xx -0.001346 -0.001350 +0.000014 0.000334\nstress_yy 0.001373 0.001363 -0.000002 0.000217\nstress_xy -0.000453 -0.000436 -0.000071 0.000227\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6973500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6978500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6983500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6988500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6993500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6998500] asymmetry exceeds the 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": "2026-06-07T12:13:32Z", "turn": 1387, "cycle": 7008500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=7008500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.7W util=27%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.457500 0.457848 +0.001200 0.003000\nasymmetry 699.901100 699.293966 -1.047600 3.323200\nvel_mean 0.222451 0.221081 -0.000196 0.004110\nvel_max 0.283848 0.285374 -0.002938 0.008520\nvel_var 0.002379 0.002449 +0.000089 0.000343\nvorticity_mean 0.022691 0.027774 -0.003603 0.010876\nstress_xx -0.001383 -0.001347 -0.000025 0.000334\nstress_yy 0.001429 0.001346 +0.000090 0.000260\nstress_xy -0.000479 -0.000447 -0.000028 0.000208\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6978500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6983500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6988500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6993500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6998500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7003500] asymmetry exceeds the 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": "2026-06-07T12:14:45Z", "turn": 1388, "cycle": 7013500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=7013500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 31.3W util=31%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458700 0.457805 +0.000500 0.003100\nasymmetry 698.397700 699.488490 -0.640700 3.318900\nvel_mean 0.221062 0.221090 -0.001444 0.004175\nvel_max 0.284430 0.285381 +0.001910 0.006455\nvel_var 0.002507 0.002448 +0.000083 0.000336\nvorticity_mean 0.025136 0.027776 +0.002785 0.010934\nstress_xx -0.001334 -0.001354 +0.000047 0.000351\nstress_yy 0.001317 0.001354 -0.000019 0.000286\nstress_xy -0.000492 -0.000450 -0.000018 0.000230\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6983500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6988500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6993500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6998500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7003500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7008500] asymmetry exceeds the 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": "2026-06-07T12:15:58Z", "turn": 1389, "cycle": 7018500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=7018500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 31.6W util=24%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458300 0.457811 -0.000900 0.002900\nasymmetry 699.069300 699.628108 +0.892300 3.226800\nvel_mean 0.219283 0.221096 -0.001532 0.004175\nvel_max 0.287010 0.285377 +0.000762 0.006682\nvel_var 0.002593 0.002447 +0.000122 0.000337\nvorticity_mean 0.031630 0.027749 +0.005029 0.010947\nstress_xx -0.001373 -0.001364 +0.000011 0.000348\nstress_yy 0.001427 0.001370 +0.000120 0.000286\nstress_xy -0.000477 -0.000441 -0.000022 0.000238\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6988500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6993500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6998500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7003500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7008500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7013500] asymmetry exceeds the 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": "2026-06-07T12:17:13Z", "turn": 1390, "cycle": 7023500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=7023500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 30.5W util=26%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.457100 0.457765 -0.001300 0.003000\nasymmetry 700.713100 699.837029 +1.479200 3.309000\nvel_mean 0.220022 0.221104 +0.000866 0.004133\nvel_max 0.286253 0.285403 +0.000899 0.006829\nvel_var 0.002472 0.002447 -0.000098 0.000337\nvorticity_mean 0.032385 0.027725 -0.000197 0.010851\nstress_xx -0.001345 -0.001346 -0.000021 0.000331\nstress_yy 0.001351 0.001360 -0.000031 0.000224\nstress_xy -0.000523 -0.000437 -0.000142 0.000225\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6993500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 6998500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7003500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7008500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7013500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7018500] asymmetry exceeds the 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": "2026-06-07T12:18:27Z", "turn": 1391, "cycle": 7028500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=7028500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 31.0W util=29%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.456400 0.457741 +0.000200 0.003000\nasymmetry 701.594000 700.019323 -0.094000 3.361200\nvel_mean 0.222643 0.221091 +0.001718 0.004148\nvel_max 0.285832 0.285360 -0.002325 0.005920\nvel_var 0.002294 0.002448 -0.000103 0.000332\nvorticity_mean 0.025969 0.027748 -0.005223 0.010977\nstress_xx -0.001369 -0.001347 -0.000014 0.000296\nstress_yy 0.001424 0.001348 +0.000108 0.000256\nstress_xy -0.000450 -0.000453 -0.000006 0.000219\n\nPAST OBSERVATIONS (most recent last):\n[cycle 6998500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7003500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7008500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7013500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7018500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7023500] asymmetry exceeds the 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": "2026-06-07T12:19:41Z", "turn": 1392, "cycle": 7033500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=7033500 omega=1.97 khra=0.03 gixx=0.008\ngpu=42C 57.3W util=8%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.457900 0.457698 +0.000600 0.003100\nasymmetry 699.855000 700.217312 -0.841500 3.343200\nvel_mean 0.222416 0.221089 -0.000333 0.004197\nvel_max 0.283601 0.285411 -0.000868 0.006807\nvel_var 0.002430 0.002449 +0.000065 0.000340\nvorticity_mean 0.022397 0.027773 -0.001984 0.010963\nstress_xx -0.001297 -0.001364 +0.000087 0.000408\nstress_yy 0.001373 0.001356 +0.000023 0.000252\nstress_xy -0.000483 -0.000455 -0.000011 0.000271\n\nPAST OBSERVATIONS (most recent last):\n[cycle 7003500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7008500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7013500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7018500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7023500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7028500] asymmetry exceeds the 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": "2026-06-07T12:20:55Z", "turn": 1393, "cycle": 7038500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=7038500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 46.0W util=38%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.459000 0.457705 +0.000700 0.003100\nasymmetry 698.966500 700.364838 -0.597800 3.397700\nvel_mean 0.220634 0.221093 -0.001943 0.004126\nvel_max 0.285952 0.285359 +0.001483 0.007027\nvel_var 0.002491 0.002448 +0.000137 0.000334\nvorticity_mean 0.026861 0.027769 +0.003963 0.010945\nstress_xx -0.001318 -0.001357 +0.000024 0.000331\nstress_yy 0.001360 0.001370 -0.000028 0.000222\nstress_xy -0.000449 -0.000433 +0.000012 0.000240\n\nPAST OBSERVATIONS (most recent last):\n[cycle 7008500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7013500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7018500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7023500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7028500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7033500] asymmetry exceeds the 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": "2026-06-07T12:22:04Z", "turn": 1394, "cycle": 7043500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=7043500 omega=1.97 khra=0.03 gixx=0.008\ngpu=42C 52.2W util=15%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458100 0.457653 -0.000900 0.003100\nasymmetry 700.199400 700.575635 +1.134700 3.409800\nvel_mean 0.219078 0.221104 -0.000964 0.004158\nvel_max 0.286926 0.285320 +0.002176 0.007432\nvel_var 0.002576 0.002447 +0.000027 0.000328\nvorticity_mean 0.032685 0.027736 +0.004098 0.010929\nstress_xx -0.001337 -0.001342 -0.000028 0.000391\nstress_yy 0.001243 0.001356 -0.000157 0.000286\nstress_xy -0.000427 -0.000440 +0.000051 0.000249\n\nPAST OBSERVATIONS (most recent last):\n[cycle 7013500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7018500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7023500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7028500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7033500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7038500] asymmetry exceeds the 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": "2026-06-07T12:23:10Z", "turn": 1395, "cycle": 7048500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=7048500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 42.9W util=19%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.456100 0.457645 -0.000700 0.003100\nasymmetry 702.483300 700.739940 +0.894300 3.340200\nvel_mean 0.221020 0.221104 +0.001510 0.004183\nvel_max 0.286776 0.285423 -0.000649 0.006809\nvel_var 0.002377 0.002447 -0.000140 0.000343\nvorticity_mean 0.030978 0.027724 -0.002039 0.011002\nstress_xx -0.001355 -0.001354 +0.000068 0.000354\nstress_yy 0.001424 0.001345 +0.000121 0.000233\nstress_xy -0.000390 -0.000456 +0.000075 0.000246\n\nPAST OBSERVATIONS (most recent last):\n[cycle 7018500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7023500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7028500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7033500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7038500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7043500] asymmetry exceeds the 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": "2026-06-07T12:24:23Z", "turn": 1396, "cycle": 7053500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=7053500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 45.6W util=33%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.457100 0.457632 +0.000200 0.003100\nasymmetry 701.359100 700.914775 -0.473500 3.454000\nvel_mean 0.222774 0.221092 +0.001418 0.004083\nvel_max 0.284426 0.285377 -0.001732 0.006347\nvel_var 0.002371 0.002448 -0.000041 0.000342\nvorticity_mean 0.024117 0.027751 -0.005337 0.010962\nstress_xx -0.001283 -0.001362 +0.000067 0.000363\nstress_yy 0.001353 0.001359 -0.000043 0.000255\nstress_xy -0.000466 -0.000444 -0.000018 0.000253\n\nPAST OBSERVATIONS (most recent last):\n[cycle 7023500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7028500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7033500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7038500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7043500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7048500] asymmetry exceeds the 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": "2026-06-07T12:25:31Z", "turn": 1397, "cycle": 7058500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=7058500 omega=1.97 khra=0.03 gixx=0.008\ngpu=43C 73.2W util=11%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458400 0.457602 +0.000800 0.003100\nasymmetry 700.204300 701.093623 -0.923200 3.300200\nvel_mean 0.222453 0.221089 -0.000641 0.004160\nvel_max 0.282361 0.285315 -0.001124 0.006784\nvel_var 0.002362 0.002449 +0.000029 0.000326\nvorticity_mean 0.023009 0.027777 -0.000043 0.010918\nstress_xx -0.001391 -0.001354 -0.000053 0.000299\nstress_yy 0.001323 0.001371 -0.000096 0.000228\nstress_xy -0.000461 -0.000431 +0.000027 0.000228\n\nPAST OBSERVATIONS (most recent last):\n[cycle 7028500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7033500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7038500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7043500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7048500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7053500] asymmetry exceeds the 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": "2026-06-07T12:26:37Z", "turn": 1398, "cycle": 7063500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=7063500 omega=1.97 khra=0.03 gixx=0.008\ngpu=42C 43.7W util=50%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458900 0.457574 +0.000400 0.003000\nasymmetry 699.843100 701.266953 -0.413400 3.390200\nvel_mean 0.219955 0.221097 -0.001431 0.004176\nvel_max 0.284779 0.285278 +0.000739 0.007818\nvel_var 0.002545 0.002448 +0.000093 0.000342\nvorticity_mean 0.028881 0.027761 +0.004749 0.010939\nstress_xx -0.001382 -0.001345 +0.000044 0.000353\nstress_yy 0.001260 0.001351 -0.000151 0.000270\nstress_xy -0.000394 -0.000449 +0.000083 0.000196\n\nPAST OBSERVATIONS (most recent last):\n[cycle 7033500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7038500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7043500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7048500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7053500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7058500] asymmetry exceeds the 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": "2026-06-07T12:27:45Z", "turn": 1399, "cycle": 7068500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=7068500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 41.3W util=20%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.456700 0.457566 -0.001500 0.003100\nasymmetry 702.330700 701.442333 +1.621000 3.312000\nvel_mean 0.219545 0.221103 -0.000068 0.004113\nvel_max 0.285214 0.285353 +0.000663 0.006959\nvel_var 0.002519 0.002447 -0.000032 0.000340\nvorticity_mean 0.033025 0.027729 +0.002825 0.010925\nstress_xx -0.001353 -0.001359 -0.000081 0.000318\nstress_yy 0.001397 0.001345 +0.000116 0.000236\nstress_xy -0.000370 -0.000458 +0.000035 0.000249\n\nPAST OBSERVATIONS (most recent last):\n[cycle 7038500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7043500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7048500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7053500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7058500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7063500] asymmetry exceeds the 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": "2026-06-07T12:28:55Z", "turn": 1400, "cycle": 7073500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=7073500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 41.5W util=23%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.456900 0.457518 +0.000200 0.003200\nasymmetry 702.551800 701.649153 +0.135800 3.414800\nvel_mean 0.221493 0.221099 +0.002010 0.004174\nvel_max 0.285024 0.285428 -0.003146 0.006713\nvel_var 0.002399 0.002448 -0.000137 0.000328\nvorticity_mean 0.029158 0.027725 -0.003679 0.010966\nstress_xx -0.001352 -0.001359 +0.000051 0.000384\nstress_yy 0.001294 0.001371 -0.000074 0.000299\nstress_xy -0.000368 -0.000437 +0.000147 0.000252\n\nPAST OBSERVATIONS (most recent last):\n[cycle 7043500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7048500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7053500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7058500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7063500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7068500] asymmetry exceeds the 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": "2026-06-07T12:30:03Z", "turn": 1401, "cycle": 7078500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=7078500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 41.5W util=19%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.457700 0.457535 +0.000400 0.003200\nasymmetry 701.836400 701.771542 -0.163200 3.463600\nvel_mean 0.223124 0.221081 +0.001085 0.004172\nvel_max 0.284069 0.285294 -0.001340 0.006916\nvel_var 0.002326 0.002449 -0.000058 0.000345\nvorticity_mean 0.022915 0.027773 -0.004714 0.010935\nstress_xx -0.001353 -0.001345 +0.000016 0.000331\nstress_yy 0.001359 0.001368 -0.000012 0.000259\nstress_xy -0.000414 -0.000437 +0.000043 0.000233\n\nPAST OBSERVATIONS (most recent last):\n[cycle 7048500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7053500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7058500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7063500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7068500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7073500] asymmetry exceeds the 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": "2026-06-07T12:31:12Z", "turn": 1402, "cycle": 7083500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=7083500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 51.2W util=33%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.458400 0.457527 +0.001200 0.003100\nasymmetry 701.011700 701.938240 -1.330300 3.329200\nvel_mean 0.221267 0.221081 -0.001623 0.004115\nvel_max 0.283353 0.285442 -0.001774 0.006954\nvel_var 0.002467 0.002448 +0.000154 0.000337\nvorticity_mean 0.024395 0.027784 +0.001678 0.010860\nstress_xx -0.001275 -0.001349 +0.000044 0.000371\nstress_yy 0.001367 0.001344 +0.000013 0.000256\nstress_xy -0.000466 -0.000454 -0.000044 0.000204\n\nPAST OBSERVATIONS (most recent last):\n[cycle 7053500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7058500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7063500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7068500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7073500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7078500] asymmetry exceeds the 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": "2026-06-07T12:32:16Z", "turn": 1403, "cycle": 7088500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=7088500 omega=1.97 khra=0.03 gixx=0.008\ngpu=41C 38.9W util=35%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.457900 0.457458 -0.000200 0.003000\nasymmetry 701.645800 702.182780 +0.597200 3.295800\nvel_mean 0.219550 0.221095 -0.001220 0.004146\nvel_max 0.284900 0.285354 +0.001342 0.006121\nvel_var 0.002542 0.002448 +0.000012 0.000332\nvorticity_mean 0.030382 0.027752 +0.004973 0.010907\nstress_xx -0.001460 -0.001354 -0.000195 0.000379\nstress_yy 0.001393 0.001351 +0.000093 0.000255\nstress_xy -0.000441 -0.000450 -0.000039 0.000257\n\nPAST OBSERVATIONS (most recent last):\n[cycle 7058500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7063500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7068500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7073500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7078500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7083500] asymmetry exceeds the 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": "2026-06-07T12:33:29Z", "turn": 1404, "cycle": 7093500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=7093500 omega=1.97 khra=0.03 gixx=0.008\ngpu=40C 30.8W util=24%\n\nmetric now mean delta range\n----------------------------------------------------------\ncoherence 0.456600 0.457445 -0.001000 0.003100\nasymmetry 703.192500 702.340376 +1.002600 3.359300\nvel_mean 0.219558 0.221099 +0.000129 0.004156\nvel_max 0.288361 0.285459 +0.001860 0.006606\nvel_var 0.002541 0.002448 -0.000012 0.000339\nvorticity_mean 0.032760 0.027728 +0.001103 0.010920\nstress_xx -0.001325 -0.001349 +0.000075 0.000366\nstress_yy 0.001355 0.001375 +0.000075 0.000272\nstress_xy -0.000371 -0.000433 +0.000049 0.000256\n\nPAST OBSERVATIONS (most recent last):\n[cycle 7063500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7068500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7073500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7078500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7083500] asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 7088500] asymmetry exceeds the 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."}
|
||||
|
||||
@@ -0,0 +1,137 @@
|
||||
"""Lattice features analyzer. Comparison table requested by Claude Desktop.
|
||||
|
||||
Constraints:
|
||||
- Chronological splits only (random would leak via lag-1 autocorr 0.999)
|
||||
- Use delta and rolling-rank features, not raw instantaneous values
|
||||
- Two splits: 70/30 chronological + 20-day/10-day block
|
||||
- Comparison: raw tensions vs lattice instantaneous vs lattice deltas vs combined
|
||||
"""
|
||||
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_20260607T130445"
|
||||
T = pd.read_parquet(f"{RUN}/arm_T_tension.parquet")
|
||||
print(f"loaded arm T: {len(T):,} rows")
|
||||
|
||||
# load BTC prices
|
||||
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")
|
||||
|
||||
# join
|
||||
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 = ["funding_bps","bs_ratio_signed","activity_excess","cvd_divergence"]
|
||||
|
||||
# === FEATURE CONSTRUCTION ===
|
||||
# Set B: raw instantaneous channels
|
||||
for c in CHANNELS:
|
||||
df[f"{c}_inst"] = df[c]
|
||||
|
||||
# Set C: delta_60 + pct_rank_500 per channel
|
||||
for c in CHANNELS:
|
||||
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
|
||||
|
||||
# also a couple of multi-scale deltas to catch slow drift
|
||||
for c in ["asymmetry","coherence","vel_max"]:
|
||||
df[f"{c}_d240"] = df[c] - df[c].shift(240)
|
||||
|
||||
FEAT_RAW = TENSIONS
|
||||
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_COMBO = FEAT_RAW + FEAT_DELTA
|
||||
|
||||
# drop rows where any feature or y is NaN (rolling warm-up + price tail)
|
||||
all_feats = list(set(FEAT_RAW + FEAT_INST + FEAT_DELTA))
|
||||
keep = df[all_feats + ["fwd_60","minute"]].dropna()
|
||||
print(f"after dropna across all feature sets + y: {len(keep):,} rows")
|
||||
|
||||
# minute -> calendar day for block split
|
||||
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]}")
|
||||
|
||||
# === split definitions ===
|
||||
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
|
||||
# standardize on train only to avoid leakage
|
||||
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
|
||||
# chrono
|
||||
r2_tr_c, r2_te_c, dacc_c, reg_c = fit_eval(X[:chrono_split], y[:chrono_split],
|
||||
X[chrono_split:], y[chrono_split:])
|
||||
# block
|
||||
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, reg_b = fit_eval(Xtr, ytr, Xte, yte)
|
||||
return {
|
||||
"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 tensions (4)", FEAT_RAW))
|
||||
results.append(evaluate("Lattice instantaneous (9)", FEAT_INST))
|
||||
results.append(evaluate("Lattice delta features (21)", FEAT_DELTA))
|
||||
results.append(evaluate("Lattice deltas + raw (25)", FEAT_COMBO))
|
||||
|
||||
print()
|
||||
print("="*112)
|
||||
print("FORWARD-60-MINUTE BTC RETURN PREDICTION (R^2 and directional accuracy, OOS)")
|
||||
print("="*112)
|
||||
hdr = f"{'Model':<32} {'feat':>5} {'chrono R^2 tr':>14} {'chrono R^2 te':>14} {'chrono dacc%':>13} {'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}%")
|
||||
|
||||
# sanity: report which delta features have the largest absolute betas in the combined fit
|
||||
print()
|
||||
print("=== top 8 |beta| in 'Lattice deltas + raw' (chronological train, standardized) ===")
|
||||
X = keep[FEAT_COMBO].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_COMBO).sort_values(key=lambda s: s.abs(), ascending=False)
|
||||
for k,v in betas.head(8).items():
|
||||
print(f" beta[{k:<28}] = {v:+.4f}")
|
||||
|
||||
# triviality reminder
|
||||
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")
|
||||
@@ -0,0 +1,81 @@
|
||||
"""Raw tension regression baseline. NO lattice. Three feature regression on fwd_60 return."""
|
||||
import pandas as pd, numpy as np, glob
|
||||
from pathlib import Path
|
||||
from sklearn.linear_model import LinearRegression
|
||||
from sklearn.metrics import r2_score
|
||||
from scipy.stats import spearmanr, pearsonr
|
||||
|
||||
# load tensions (deterministic per minute — arm_T and arm_A have identical tension columns)
|
||||
T = pd.read_parquet("/mnt/d/Resonance_Engine/traj/tension_20260607T130445/arm_T_tension.parquet")
|
||||
T = T[["minute","funding_bps","bs_ratio_signed","activity_excess","cvd_divergence"]].copy()
|
||||
print(f"tensions: {len(T):,} minutes")
|
||||
|
||||
# load BTC mid_price from raw HL data
|
||||
files = sorted(glob.glob("/mnt/d/PaperTrader/research/hl_data/minutes/202604*/*.parquet"))
|
||||
print(f"loading {len(files)} hl files...")
|
||||
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)
|
||||
print(f"price rows: {len(px):,} span: minute {px.minute.min()} -> {px.minute.max()}")
|
||||
|
||||
# fwd_60 in bps
|
||||
px["mid_60"] = px["mid_price"].shift(-60)
|
||||
px["fwd_60"] = (np.log(px.mid_60) - np.log(px.mid_price)) * 10000.0
|
||||
|
||||
# join
|
||||
df = T.merge(px[["minute","fwd_60"]], on="minute", how="inner")
|
||||
df = df.dropna(subset=["funding_bps","bs_ratio_signed","activity_excess","cvd_divergence","fwd_60"])
|
||||
print(f"after dropna + fwd_60: {len(df):,} rows")
|
||||
|
||||
X_cols = ["funding_bps","bs_ratio_signed","activity_excess","cvd_divergence"]
|
||||
X = df[X_cols].values
|
||||
y = df["fwd_60"].values
|
||||
|
||||
# scale features to unit std so coef magnitudes are comparable
|
||||
Xz = (X - X.mean(axis=0)) / (X.std(axis=0) + 1e-12)
|
||||
|
||||
print()
|
||||
print("="*88)
|
||||
print("RAW TENSION REGRESSION — fwd_60 (bps) no lattice")
|
||||
print("="*88)
|
||||
print(f" n={len(df):,} y mean={y.mean():+.2f}bps y std={y.std():.2f}bps")
|
||||
|
||||
# 1) univariate Spearman + Pearson per tension
|
||||
print()
|
||||
print("=== univariate ===")
|
||||
print(f"{'feature':<22} {'spearman':>10} {'pearson':>10} p (spearman)")
|
||||
for c,name in zip(X.T, X_cols):
|
||||
rho_s,p_s = spearmanr(c, y)
|
||||
rho_p,p_p = pearsonr(c, y)
|
||||
print(f" {name:<20} {rho_s:>+10.4f} {rho_p:>+10.4f} {p_s:.2g}")
|
||||
|
||||
# 2) full OLS on standardized features
|
||||
print()
|
||||
print("=== OLS (standardized features) ===")
|
||||
reg = LinearRegression().fit(Xz, y)
|
||||
pred = reg.predict(Xz)
|
||||
print(f" R^2 (in-sample, all April) = {r2_score(y, pred):.6f}")
|
||||
print(f" intercept = {reg.intercept_:+.4f}")
|
||||
for name, coef in zip(X_cols, reg.coef_):
|
||||
print(f" beta[{name:<22}] = {coef:+.4f} bps per 1-sigma")
|
||||
|
||||
# 3) chronological 70/30 split (out-of-sample)
|
||||
n=len(df); split=int(n*0.7)
|
||||
reg_oos = LinearRegression().fit(Xz[:split], y[:split])
|
||||
pred_oos = reg_oos.predict(Xz[split:])
|
||||
r2_oos = r2_score(y[split:], pred_oos)
|
||||
print()
|
||||
print("=== OLS chronological 70/30 ===")
|
||||
print(f" train={split:,} test={n-split:,}")
|
||||
print(f" R^2 train = {r2_score(y[:split], reg_oos.predict(Xz[:split])):.6f}")
|
||||
print(f" R^2 test = {r2_oos:.6f}")
|
||||
print(f" directional accuracy test = {(np.sign(pred_oos)==np.sign(y[split:])).mean()*100:.2f}%")
|
||||
|
||||
# 4) for context — autocorrelation of fwd_60 (the trivial AR(1) baseline to beat)
|
||||
print()
|
||||
print("=== triviality check ===")
|
||||
print(f" y autocorr lag1 = {pd.Series(y).autocorr(1):+.4f}")
|
||||
print(f" y autocorr lag60 = {pd.Series(y).autocorr(60):+.4f}")
|
||||
print(f" if R^2 above is in the same ballpark as autocorr^2, raw tensions add nothing.")
|
||||
@@ -0,0 +1,72 @@
|
||||
import pandas as pd, numpy as np, glob
|
||||
from scipy import stats
|
||||
|
||||
arm_a = pd.read_parquet('/mnt/d/Resonance_Engine/traj/tension_20260607T130445/arm_A_no_inject.parquet')
|
||||
arm_t = pd.read_parquet('/mnt/d/Resonance_Engine/traj/tension_20260607T130445/arm_T_tension.parquet')
|
||||
print('rows A/T:', len(arm_a), len(arm_t))
|
||||
print('cols:', list(arm_a.columns))
|
||||
|
||||
tel_cols = [c for c in arm_a.columns if c not in ['minute','arm','snap_age_ms','funding_bps_annual','bs_ratio_signed','activity_excess','cvd_divergence']]
|
||||
print('tel:', tel_cols)
|
||||
|
||||
print()
|
||||
print('ARM A drift (thirds):')
|
||||
for col in tel_cols:
|
||||
s = arm_a[col].dropna()
|
||||
n = len(s)
|
||||
t1,t2,t3 = s[:n//3].mean(), s[n//3:2*n//3].mean(), s[2*n//3:].mean()
|
||||
print(f' {col}: {t1:.3f} / {t2:.3f} / {t3:.3f}')
|
||||
|
||||
print()
|
||||
print('T vs A sigma shift:')
|
||||
for col in tel_cols:
|
||||
a_std = arm_a[col].std()
|
||||
if a_std > 0:
|
||||
sig = (arm_t[col].mean()-arm_a[col].mean())/a_std
|
||||
print(f' {col}: {sig:+.1f}sigma')
|
||||
|
||||
print()
|
||||
print('Autocorr arm T:')
|
||||
for col in ['asymmetry','coherence','vel_max']:
|
||||
if col in arm_t.columns:
|
||||
s = arm_t[col].dropna()
|
||||
print(f' {col}: lag1={s.autocorr(1):.3f} lag10={s.autocorr(10):.3f} lag60={s.autocorr(60):.3f}')
|
||||
|
||||
files = sorted(glob.glob('/mnt/d/PaperTrader/research/hl_data/minutes/202604*/*.parquet'))
|
||||
pdf = pd.concat([pd.read_parquet(f) for f in files], ignore_index=True)
|
||||
pdf = pdf[pdf.coin=='BTC'].sort_values('minute').reset_index(drop=True)
|
||||
for h in [60,240]:
|
||||
pdf[f'fwd_{h}'] = (pdf['mid_price'].shift(-h)/pdf['mid_price']-1).abs()*10000
|
||||
|
||||
print()
|
||||
print('Instantaneous Spearman arm_T vs |ret|:')
|
||||
mt = arm_t.merge(pdf[['minute','fwd_60','fwd_240']], on='minute', how='inner')
|
||||
for col in tel_cols:
|
||||
for fwd in ['fwd_60','fwd_240']:
|
||||
m = mt[[col,fwd]].dropna()
|
||||
if len(m)<100: continue
|
||||
r,p = stats.spearmanr(m[col],m[fwd])
|
||||
if abs(r)>0.04:
|
||||
print(f' {col} vs {fwd}: r={r:+.4f} p={p:.4e}')
|
||||
|
||||
print()
|
||||
print('Rolling20 Spearman arm_T:')
|
||||
for col in ['asymmetry','coherence','vel_max','stress_xy']:
|
||||
if col not in mt.columns: continue
|
||||
mt[f'{col}_r20'] = mt[col].rolling(20,min_periods=5).mean().shift(1)
|
||||
for fwd in ['fwd_60','fwd_240']:
|
||||
m = mt[[f'{col}_r20',fwd]].dropna()
|
||||
if len(m)<100: continue
|
||||
r,p = stats.spearmanr(m[f'{col}_r20'],m[fwd])
|
||||
if abs(r)>0.03:
|
||||
print(f' {col}_r20 vs {fwd}: r={r:+.4f} p={p:.4e}')
|
||||
|
||||
print()
|
||||
print('Control: arm_A vs |ret|:')
|
||||
ma = arm_a.merge(pdf[['minute','fwd_60','fwd_240']], on='minute', how='inner')
|
||||
for col in tel_cols:
|
||||
m = ma[[col,'fwd_60']].dropna()
|
||||
if len(m)<100: continue
|
||||
r,p = stats.spearmanr(m[col],m['fwd_60'])
|
||||
if abs(r)>0.04:
|
||||
print(f' {col} vs fwd_60: r={r:+.4f} p={p:.4e}')
|
||||
Reference in New Issue
Block a user