auto: hourly snapshot 2026-06-07 06:34

_analyze_continuous.py

@@ -0,0 +1,220 @@
+"""_analyze_continuous.py — analyze inject_continuous_stream 4-arm output.
+
+For each arm A/B/C (read from parquet):
+  - merge with source data to get forward returns at h=60, h=240
+  - fit linear regression: |fwd_return(h)| ~ field_state_features
+  - report R² (out-of-sample, time-series-aware k-fold)
+
+For arm D (raw data baseline, computed inline here):
+  - fit linear regression: |fwd_return(h)| ~ raw z-scores of 3 variables
+  - report R²
+
+Conclusion logic:
+  If R²(B or C) > R²(D) + meaningful margin → lattice adds information.
+  If R²(B or C) <= R²(D) → lattice is a noisy filter, use raw data directly.
+
+Usage:
+    python3 _analyze_continuous.py latest
+    python3 _analyze_continuous.py <RUN_ID>
+"""
+from __future__ import annotations
+import glob, json, sys
+from pathlib import Path
+
+import numpy as np
+import pandas as pd
+from sklearn.linear_model import Ridge
+from sklearn.model_selection import TimeSeriesSplit
+from sklearn.metrics import r2_score
+
+ROOT = Path("/mnt/d/Resonance_Engine/traj")
+DATA_ROOT = "/mnt/d/PaperTrader/research/hl_data/minutes"
+
+FIELD_FEATURES = [
+    "asymmetry", "coherence",
+    "stress_xx", "stress_yy", "stress_xy",
+    "vorticity_mean", "vel_mean", "vel_max", "vel_var",
+]
+VARIABLES = ["signed_flow_usd", "vwap_drift", "wallet_entropy"]
+HORIZONS = [60, 240]
+
+
+def find_run(arg: str) -> Path:
+    if arg == "latest":
+        runs = sorted([p for p in ROOT.glob("contstream_*") if p.is_dir()])
+        if not runs:
+            sys.exit("no contstream_* runs in " + str(ROOT))
+        return runs[-1]
+    p = ROOT / (arg if arg.startswith("contstream_") else f"contstream_{arg}")
+    if not p.exists():
+        sys.exit(f"missing: {p}")
+    return p
+
+
+def load_btc_data(meta: dict) -> pd.DataFrame:
+    day_dirs = sorted(glob.glob(f"{DATA_ROOT}/{meta['days_glob']}"))
+    dfs = []
+    for d in day_dirs:
+        for f in sorted(glob.glob(f"{d}/*.parquet")):
+            dfs.append(pd.read_parquet(f))
+    df = pd.concat(dfs, ignore_index=True)
+    df = df[df.coin == meta["coin"]].sort_values("minute").reset_index(drop=True)
+    df = df.drop_duplicates(subset=["minute"]).reset_index(drop=True)
+    return df
+
+
+def add_forward_returns(df: pd.DataFrame, horizons: list[int]) -> pd.DataFrame:
+    df = df.copy()
+    mid = df["mid_price"].values
+    for h in horizons:
+        fwd = np.full_like(mid, np.nan, dtype=float)
+        fwd[: -h] = (mid[h:] - mid[:-h]) / mid[:-h]
+        df[f"fwd_ret_{h}"]     = fwd
+        df[f"abs_fwd_ret_{h}"] = np.abs(fwd)
+    return df
+
+
+def compute_one_sided_zscores(df: pd.DataFrame, vars_: list[str], win: int) -> pd.DataFrame:
+    out = pd.DataFrame({"minute": df["minute"].values})
+    for v in vars_:
+        s = df[v].astype(float)
+        roll = s.shift(1).rolling(window=win, min_periods=50)
+        z = (s - roll.mean()) / roll.std().replace(0, np.nan)
+        out[f"z_{v}"] = z.values
+    return out
+
+
+def cv_r2(X: np.ndarray, y: np.ndarray, n_splits: int = 5) -> dict:
+    """Time-series-aware k-fold R² with Ridge regression."""
+    mask = np.all(np.isfinite(X), axis=1) & np.isfinite(y)
+    X = X[mask]
+    y = y[mask]
+    if len(y) < 500:
+        return {"r2_mean": float("nan"), "r2_std": float("nan"), "n": len(y)}
+    tscv = TimeSeriesSplit(n_splits=n_splits)
+    scores = []
+    for tr, te in tscv.split(X):
+        model = Ridge(alpha=1.0)
+        model.fit(X[tr], y[tr])
+        scores.append(r2_score(y[te], model.predict(X[te])))
+    return {
+        "r2_mean": float(np.mean(scores)),
+        "r2_std":  float(np.std(scores)),
+        "r2_folds": [float(s) for s in scores],
+        "n":       int(len(y)),
+    }
+
+
+def main():
+    arg = sys.argv[1] if len(sys.argv) > 1 else "latest"
+    run = find_run(arg)
+    print(f"=== analyzing {run.name} ===\n")
+
+    meta = json.loads((run / "meta.json").read_text())
+    print(f"run_id={meta['run_id']}  start={meta.get('wall_iso_start')}")
+    print(f"coin={meta['coin']}  days={meta['days_glob']}  n_minutes={meta['n_minutes']}")
+    print(f"vars={meta['variables']}  roll_win={meta['roll_win']}  str_cap={meta['str_cap']}\n")
+
+    # load source data + add forward returns + z-scores
+    src = load_btc_data(meta)
+    src = add_forward_returns(src, HORIZONS)
+    z = compute_one_sided_zscores(src, VARIABLES, meta["roll_win"])
+    src = src.merge(z, on="minute", how="left")
+    print(f"source data: {len(src)} minutes, fwd returns at h={HORIZONS} added\n")
+
+    # ───── ARM D: raw-data baseline (offline) ─────
+    print("=== ARM D: RAW DATA BASELINE (no lattice) ===")
+    Xd = src[[f"z_{v}" for v in VARIABLES]].values
+    arm_d_results = {}
+    for h in HORIZONS:
+        y = src[f"abs_fwd_ret_{h}"].values
+        res = cv_r2(Xd, y)
+        arm_d_results[h] = res
+        print(f"  h={h}min  R²(|fwd_ret|)= {res['r2_mean']:+.5f} +/- {res['r2_std']:.5f}  "
+              f"folds={[f'{x:+.4f}' for x in res.get('r2_folds',[])]}  n={res['n']}")
+    print()
+
+    # ───── ARMS A/B/C ─────
+    arm_files = {
+        "A": run / "arm_A_no_inject.parquet",
+        "B": run / "arm_B_stacked.parquet",
+        "C": run / "arm_C_separated.parquet",
+    }
+    arm_results = {arm: {} for arm in arm_files}
+
+    for arm, fpath in arm_files.items():
+        if not fpath.exists():
+            print(f"=== ARM {arm}: skipped (no file {fpath.name}) ===\n")
+            continue
+        df_arm = pd.read_parquet(fpath)
+        # merge with source on minute (to attach forward returns)
+        m = df_arm.merge(src[["minute"] + [f"abs_fwd_ret_{h}" for h in HORIZONS]],
+                         on="minute", how="left")
+        print(f"=== ARM {arm}: {fpath.name}  rows={len(m)} ===")
+        # describe field
+        for ch in ["asymmetry", "coherence", "stress_xy"]:
+            v = m[ch].dropna()
+            if len(v):
+                print(f"  {ch}: mean={v.mean():+.4f} std={v.std():.4f} "
+                      f"min={v.min():+.4f} max={v.max():+.4f}")
+        # build feature matrix from field channels
+        X = m[FIELD_FEATURES].values
+        for h in HORIZONS:
+            y = m[f"abs_fwd_ret_{h}"].values
+            res = cv_r2(X, y)
+            arm_results[arm][h] = res
+            print(f"  h={h}min  R²(|fwd_ret|)= {res['r2_mean']:+.5f} +/- {res['r2_std']:.5f}  "
+                  f"folds={[f'{x:+.4f}' for x in res.get('r2_folds',[])]}  n={res['n']}")
+        # also: field + raw z (combined)
+        m2 = m.merge(z, on="minute", how="left")
+        Xc = m2[FIELD_FEATURES + [f"z_{v}" for v in VARIABLES]].values
+        for h in HORIZONS:
+            y = m2[f"abs_fwd_ret_{h}"].values
+            res = cv_r2(Xc, y)
+            arm_results[arm][f"{h}_combined"] = res
+            print(f"  h={h}min COMBINED(field+rawZ)  R²= {res['r2_mean']:+.5f}  n={res['n']}")
+        print()
+
+    # ───── verdict ─────
+    print("=" * 70)
+    print("VERDICT")
+    print("=" * 70)
+    print(f"{'metric':<35}{'h=60':>14}{'h=240':>14}")
+    print("-" * 70)
+    print(f"{'arm D (raw data only)':<35}"
+          f"{arm_d_results.get(60,{}).get('r2_mean',float('nan')):>+14.5f}"
+          f"{arm_d_results.get(240,{}).get('r2_mean',float('nan')):>+14.5f}")
+    for arm in ["A", "B", "C"]:
+        if arm not in arm_results or not arm_results[arm]:
+            continue
+        print(f"{'arm '+arm+' (field only)':<35}"
+              f"{arm_results[arm].get(60,{}).get('r2_mean',float('nan')):>+14.5f}"
+              f"{arm_results[arm].get(240,{}).get('r2_mean',float('nan')):>+14.5f}")
+        print(f"{'arm '+arm+' (field + rawZ combined)':<35}"
+              f"{arm_results[arm].get('60_combined',{}).get('r2_mean',float('nan')):>+14.5f}"
+              f"{arm_results[arm].get('240_combined',{}).get('r2_mean',float('nan')):>+14.5f}")
+    print()
+
+    # decision
+    print("Interpretation:")
+    d60 = arm_d_results.get(60, {}).get("r2_mean", float("nan"))
+    for arm in ["B", "C"]:
+        if arm not in arm_results or not arm_results[arm]:
+            continue
+        r60 = arm_results[arm].get(60, {}).get("r2_mean", float("nan"))
+        rc60 = arm_results[arm].get("60_combined", {}).get("r2_mean", float("nan"))
+        if np.isfinite(r60) and np.isfinite(d60):
+            delta_pure = r60 - d60
+            delta_comb = (rc60 - d60) if np.isfinite(rc60) else float("nan")
+            v_pure = "lattice ADDS info" if delta_pure > 0.005 else \
+                     "lattice DOES NOT add info beyond raw data"
+            print(f"  arm {arm} h=60:  field-only ΔR² vs raw={delta_pure:+.5f}  → {v_pure}")
+            if np.isfinite(delta_comb):
+                v_comb = "combination beats raw" if delta_comb > 0.005 else \
+                         "combination no better than raw"
+                print(f"  arm {arm} h=60:  combined ΔR² vs raw={delta_comb:+.5f}  → {v_comb}")
+    print("\n=== DONE ===")
+
+
+if __name__ == "__main__":
+    main()

_throughput_probe.py

@@ -0,0 +1,97 @@
+"""_throughput_probe.py — pre-flight test for inject_continuous_stream.
+Verifies the lattice daemon can handle 10 injects/sec without packet loss
+or telemetry starvation. Throwaway script, safe to delete after running."""
+import zmq, json, time, threading
+from collections import deque
+
+TEL = "tcp://127.0.0.1:5556"
+CMD = "tcp://127.0.0.1:5557"
+ctx = zmq.Context.instance()
+
+sub = ctx.socket(zmq.SUB); sub.connect(TEL); sub.setsockopt(zmq.SUBSCRIBE, b"")
+sub.setsockopt(zmq.RCVHWM, 20000)
+buf = deque(maxlen=20000)
+stop = False
+
+def reader():
+    while not stop:
+        if sub.poll(100):
+            try:
+                buf.append((time.time(), json.loads(sub.recv_string())))
+            except Exception:
+                pass
+
+t = threading.Thread(target=reader, daemon=True); t.start()
+
+pub = ctx.socket(zmq.PUB); pub.connect(CMD)
+time.sleep(0.8)
+
+# baseline
+t0 = time.time()
+time.sleep(3.0)
+baseline = [x for x in list(buf) if x[0] >= t0]
+print(f"baseline: {len(baseline)} msgs in 3s = {len(baseline)/3:.1f} msg/s")
+buf.clear()
+
+# burst test: 100 injects at 100ms = 10/s for 10s
+N, SPACING = 100, 0.1
+t_burst_start = time.time()
+for i in range(N):
+    payload = {"cmd": "inject_density", "x": 512.0, "y": 512.0,
+               "sigma": 32.0, "strength": 0.05}
+    pub.send_string(json.dumps(payload))
+    next_t = t_burst_start + (i + 1) * SPACING
+    dt = next_t - time.time()
+    if dt > 0:
+        time.sleep(dt)
+t_burst_end = time.time()
+
+time.sleep(2.0)
+stop = True
+t.join(timeout=1)
+
+recv = [x for x in list(buf) if x[0] >= t_burst_start]
+elapsed = t_burst_end - t_burst_start
+print(f"burst: sent {N} in {elapsed:.3f}s (target 10.0s)  send_rate={N/elapsed:.2f}/s")
+if recv:
+    span = recv[-1][0] - recv[0][0]
+    rate = len(recv) / span if span > 0 else 0
+    asyms = [m["asymmetry"] for _, m in recv]
+    print(f"telemetry during+after burst: {len(recv)} msgs over {span:.2f}s = {rate:.1f} msg/s")
+    print(f"asym range: {min(asyms):.3f} .. {max(asyms):.3f}  mean={sum(asyms)/len(asyms):.3f}")
+    print(f"   (baseline asym was ~42, large change here = injections landed)")
+else:
+    print("WARN: no telemetry after burst")
+
+# higher-stress test: 50 injects at 50ms = 20/s for 2.5s
+print("")
+print("=== STRESS: 20 injects/sec ===")
+buf.clear()
+t_burst_start = time.time()
+stop = False
+t = threading.Thread(target=reader, daemon=True); t.start()
+N2, SP2 = 50, 0.05
+for i in range(N2):
+    payload = {"cmd": "inject_density", "x": 512.0, "y": 512.0,
+               "sigma": 32.0, "strength": 0.05}
+    pub.send_string(json.dumps(payload))
+    next_t = t_burst_start + (i + 1) * SP2
+    dt = next_t - time.time()
+    if dt > 0:
+        time.sleep(dt)
+t_burst_end = time.time()
+time.sleep(2.0)
+stop = True
+t.join(timeout=1)
+
+recv = [x for x in list(buf) if x[0] >= t_burst_start]
+elapsed = t_burst_end - t_burst_start
+print(f"sent {N2} in {elapsed:.3f}s = {N2/elapsed:.2f}/s")
+if recv:
+    span = recv[-1][0] - recv[0][0]
+    rate = len(recv) / span if span > 0 else 0
+    asyms = [m["asymmetry"] for _, m in recv]
+    print(f"telemetry: {len(recv)} msgs over {span:.2f}s = {rate:.1f} msg/s")
+    print(f"asym range: {min(asyms):.3f} .. {max(asyms):.3f}")
+print("")
+print("DONE")

fractonaut_chronicle.jsonl

@@ -689,3 +689,54 @@
 {"ts": "2026-06-06T22:31:14Z", "turn": 686, "cycle": 3503500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3503500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  31.1W  util=27%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.657200   0.657482  +0.000300   0.002900\nasymmetry         50.286000  50.190333  -0.054200   0.653800\nvel_mean           0.222829   0.221106  +0.001395   0.004092\nvel_max            0.286079   0.285249  -0.000421   0.007297\nvel_var            0.002371   0.002451  -0.000041   0.000344\nvorticity_mean     0.024020   0.027857  -0.005449   0.011032\nstress_xx         -0.000594  -0.000611  +0.000028   0.000182\nstress_yy          0.000567   0.000591  -0.000028   0.000116\nstress_xy         -0.000201  -0.000202  +0.000038   0.000100\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3473500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3478500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3483500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3488500] idle, baseline\n\n[cycle 3493500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3498500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\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."}
 {"ts": "2026-06-06T22:32:27Z", "turn": 687, "cycle": 3508500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3508500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  31.0W  util=29%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.658200   0.657482  +0.000900   0.002700\nasymmetry         50.032600  50.204630  -0.181900   0.623800\nvel_mean           0.222424   0.221103  -0.000710   0.004146\nvel_max            0.283505   0.285138  -0.001631   0.007480\nvel_var            0.002366   0.002451  +0.000031   0.000335\nvorticity_mean     0.023127   0.027886  +0.000080   0.011031\nstress_xx         -0.000622  -0.000605  -0.000057   0.000161\nstress_yy          0.000578   0.000585  -0.000027   0.000134\nstress_xy         -0.000194  -0.000207  +0.000021   0.000135\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3478500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3483500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3488500] idle, baseline\n\n[cycle 3493500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3498500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3503500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\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."}
 {"ts": "2026-06-06T22:33:38Z", "turn": 688, "cycle": 3513500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3513500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  30.8W  util=36%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.658600   0.657468  +0.000400   0.002800\nasymmetry         49.959800  50.222456  -0.082900   0.650100\nvel_mean           0.219967   0.221111  -0.001350   0.004143\nvel_max            0.283260   0.285240  -0.000824   0.006539\nvel_var            0.002553   0.002450  +0.000092   0.000353\nvorticity_mean     0.029090   0.027867  +0.004819   0.011078\nstress_xx         -0.000572  -0.000612  +0.000028   0.000177\nstress_yy          0.000594   0.000577  +0.000029   0.000123\nstress_xy         -0.000181  -0.000216  +0.000010   0.000109\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3483500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3488500] idle, baseline\n\n[cycle 3493500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3498500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3503500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3508500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\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."}
+{"ts": "2026-06-06T22:34:51Z", "turn": 689, "cycle": 3518500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3518500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  30.8W  util=34%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.656700   0.657421  -0.001200   0.002800\nasymmetry         50.421100  50.247113  +0.306800   0.628800\nvel_mean           0.219595   0.221119  -0.000017   0.004106\nvel_max            0.287873   0.285207  +0.003688   0.005930\nvel_var            0.002516   0.002450  -0.000032   0.000345\nvorticity_mean     0.033174   0.027829  +0.002764   0.011062\nstress_xx         -0.000680  -0.000615  -0.000162   0.000188\nstress_yy          0.000600   0.000587  +0.000069   0.000144\nstress_xy         -0.000229  -0.000208  -0.000045   0.000121\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3488500] idle, baseline\n\n[cycle 3493500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3498500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3503500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3508500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3513500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\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 3518500."}
+{"ts": "2026-06-06T22:36:08Z", "turn": 690, "cycle": 3523500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3523500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  30.6W  util=30%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.656800   0.657436  +0.000000   0.002800\nasymmetry         50.442300  50.256966  +0.034400   0.639100\nvel_mean           0.221596   0.221108  +0.001988   0.004140\nvel_max            0.288674   0.285176  +0.002533   0.007628\nvel_var            0.002400   0.002451  -0.000133   0.000330\nvorticity_mean     0.029185   0.027840  -0.003774   0.011091\nstress_xx         -0.000614  -0.000607  +0.000058   0.000161\nstress_yy          0.000578   0.000593  +0.000036   0.000107\nstress_xy         -0.000224  -0.000203  -0.000005   0.000120\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3493500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3498500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3503500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3508500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3513500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3518500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3518500.\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."}
+{"ts": "2026-06-06T22:37:21Z", "turn": 691, "cycle": 3528500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3528500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  30.4W  util=34%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.657300   0.657417  +0.000100   0.002700\nasymmetry         50.291600  50.276774  -0.017300   0.622700\nvel_mean           0.223130   0.221096  +0.001054   0.004108\nvel_max            0.284548   0.285198  -0.000922   0.007445\nvel_var            0.002324   0.002451  -0.000062   0.000355\nvorticity_mean     0.022925   0.027878  -0.004699   0.011048\nstress_xx         -0.000625  -0.000608  -0.000027   0.000185\nstress_yy          0.000621   0.000582  +0.000022   0.000119\nstress_xy         -0.000216  -0.000212  -0.000042   0.000114\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3498500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3503500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3508500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3513500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3518500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3518500.\n\n[cycle 3523500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\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 3523500."}
+{"ts": "2026-06-06T22:38:32Z", "turn": 692, "cycle": 3533500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3533500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  30.2W  util=29%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.658100   0.657365  +0.001100   0.002700\nasymmetry         50.117600  50.302662  -0.238100   0.637800\nvel_mean           0.221244   0.221101  -0.001619   0.004074\nvel_max            0.284091   0.285213  -0.000567   0.006399\nvel_var            0.002470   0.002451  +0.000155   0.000345\nvorticity_mean     0.024484   0.027884  +0.001681   0.010992\nstress_xx         -0.000590  -0.000615  -0.000029   0.000160\nstress_yy          0.000644   0.000579  +0.000063   0.000135\nstress_xy         -0.000238  -0.000215  -0.000054   0.000106\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3503500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3508500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3513500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3518500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3518500.\n\n[cycle 3523500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3528500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3523500.\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."}
+{"ts": "2026-06-06T22:39:48Z", "turn": 693, "cycle": 3538500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3538500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  31.0W  util=29%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.657700   0.657356  -0.000500   0.002700\nasymmetry         50.222700  50.316052  +0.101300   0.628600\nvel_mean           0.219540   0.221106  -0.001223   0.004130\nvel_max            0.284156   0.285244  +0.000915   0.006951\nvel_var            0.002552   0.002451  +0.000023   0.000335\nvorticity_mean     0.030613   0.027861  +0.005024   0.011078\nstress_xx         -0.000687  -0.000612  -0.000086   0.000179\nstress_yy          0.000616   0.000591  +0.000041   0.000120\nstress_xy         -0.000237  -0.000207  -0.000009   0.000113\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3508500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3513500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3518500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3518500.\n\n[cycle 3523500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3528500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3523500.\n\n[cycle 3533500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\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 3538500."}
+{"ts": "2026-06-06T22:41:01Z", "turn": 694, "cycle": 3543500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3543500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  31.3W  util=35%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.656800   0.657370  -0.000600   0.002800\nasymmetry         50.479900  50.329423  +0.170800   0.648500\nvel_mean           0.219632   0.221110  +0.000219   0.004132\nvel_max            0.287552   0.285161  +0.001456   0.007454\nvel_var            0.002538   0.002450  -0.000022   0.000349\nvorticity_mean     0.032929   0.027836  +0.001033   0.011086\nstress_xx         -0.000591  -0.000609  +0.000049   0.000162\nstress_yy          0.000611   0.000591  +0.000050   0.000101\nstress_xy         -0.000215  -0.000206  -0.000038   0.000100\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3513500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3518500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3518500.\n\n[cycle 3523500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3528500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3523500.\n\n[cycle 3533500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3538500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3538500.\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 3538500."}
+{"ts": "2026-06-06T22:42:14Z", "turn": 695, "cycle": 3548500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3548500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  31.3W  util=27%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.656900   0.657324  -0.000300   0.002800\nasymmetry         50.411200  50.356099  +0.025400   0.624700\nvel_mean           0.222208   0.221104  +0.001999   0.004110\nvel_max            0.285176   0.285264  -0.001646   0.007833\nvel_var            0.002372   0.002451  -0.000116   0.000346\nvorticity_mean     0.027261   0.027846  -0.005062   0.010946\nstress_xx         -0.000610  -0.000609  +0.000014   0.000190\nstress_yy          0.000578   0.000579  -0.000027   0.000125\nstress_xy         -0.000243  -0.000213  -0.000082   0.000115\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3518500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3518500.\n\n[cycle 3523500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3528500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3523500.\n\n[cycle 3533500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3538500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3538500.\n\n[cycle 3543500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3538500.\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 3548500."}
+{"ts": "2026-06-06T22:43:27Z", "turn": 696, "cycle": 3553500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3553500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  30.7W  util=27%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.657100   0.657311  +0.000700   0.002700\nasymmetry         50.421000  50.368838  -0.130700   0.616400\nvel_mean           0.222698   0.221090  -0.000216   0.004150\nvel_max            0.283911   0.285170  -0.001831   0.005917\nvel_var            0.002320   0.002452  +0.000054   0.000341\nvorticity_mean     0.022789   0.027888  -0.002992   0.011089\nstress_xx         -0.000609  -0.000614  +0.000003   0.000145\nstress_yy          0.000631   0.000581  +0.000025   0.000138\nstress_xy         -0.000211  -0.000213  +0.000016   0.000107\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3523500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3528500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3523500.\n\n[cycle 3533500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3538500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3538500.\n\n[cycle 3543500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3538500.\n\n[cycle 3548500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3548500.\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 3553500."}
+{"ts": "2026-06-06T22:44:40Z", "turn": 697, "cycle": 3558500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3558500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  31.5W  util=24%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.658200   0.657238  +0.001000   0.002700\nasymmetry         50.206000  50.403197  -0.193300   0.657000\nvel_mean           0.220647   0.221103  -0.001404   0.004137\nvel_max            0.283269   0.285246  +0.000396   0.007161\nvel_var            0.002543   0.002451  +0.000115   0.000345\nvorticity_mean     0.025797   0.027878  +0.003051   0.011061\nstress_xx         -0.000546  -0.000611  +0.000071   0.000173\nstress_yy          0.000594   0.000595  -0.000030   0.000123\nstress_xy         -0.000178  -0.000208  +0.000046   0.000104\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3528500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3523500.\n\n[cycle 3533500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3538500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3538500.\n\n[cycle 3543500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3538500.\n\n[cycle 3548500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3548500.\n\n[cycle 3553500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3553500.\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 3558500."}
+{"ts": "2026-06-06T22:45:53Z", "turn": 698, "cycle": 3563500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3563500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  30.2W  util=24%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.657300   0.657243  -0.000900   0.002700\nasymmetry         50.386300  50.416268  +0.201400   0.628400\nvel_mean           0.219296   0.221110  -0.001410   0.004081\nvel_max            0.286137   0.285256  +0.000017   0.007323\nvel_var            0.002571   0.002451  +0.000081   0.000341\nvorticity_mean     0.032108   0.027845  +0.004786   0.010997\nstress_xx         -0.000619  -0.000609  -0.000044   0.000160\nstress_yy          0.000561   0.000586  -0.000011   0.000123\nstress_xy         -0.000249  -0.000208  -0.000036   0.000124\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3533500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles.\n\n[cycle 3538500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3538500.\n\n[cycle 3543500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3538500.\n\n[cycle 3548500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3548500.\n\n[cycle 3553500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3553500.\n\n[cycle 3558500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3558500.\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 3563500."}
+{"ts": "2026-06-06T22:47:09Z", "turn": 699, "cycle": 3568500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3568500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  31.2W  util=27%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.657200   0.657209  -0.000400   0.002800\nasymmetry         50.451100  50.436672  +0.109400   0.644600\nvel_mean           0.220352   0.221114  +0.001046   0.004149\nvel_max            0.287453   0.285237  +0.000635   0.008287\nvel_var            0.002468   0.002451  -0.000130   0.000344\nvorticity_mean     0.032160   0.027829  -0.000856   0.011072\nstress_xx         -0.000636  -0.000610  -0.000021   0.000151\nstress_yy          0.000548   0.000577  -0.000062   0.000131\nstress_xy         -0.000238  -0.000212  -0.000028   0.000108\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3538500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3538500.\n\n[cycle 3543500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3538500.\n\n[cycle 3548500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3548500.\n\n[cycle 3553500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3553500.\n\n[cycle 3558500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3558500.\n\n[cycle 3563500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3563500.\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 3568500."}
+{"ts": "2026-06-06T22:48:25Z", "turn": 700, "cycle": 3573500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3573500  omega=1.97  khra=0.03  gixx=0.008\ngpu=41C  45.4W  util=30%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.656300   0.657190  -0.000100   0.002800\nasymmetry         50.667000  50.454630  -0.020000   0.653500\nvel_mean           0.223027   0.221102  +0.002049   0.004139\nvel_max            0.285317   0.285291  -0.000410   0.006824\nvel_var            0.002260   0.002451  -0.000147   0.000349\nvorticity_mean     0.025511   0.027858  -0.005469   0.011095\nstress_xx         -0.000580  -0.000614  +0.000039   0.000155\nstress_yy          0.000598   0.000586  +0.000023   0.000120\nstress_xy         -0.000192  -0.000213  +0.000056   0.000133\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3543500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3538500.\n\n[cycle 3548500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3548500.\n\n[cycle 3553500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3553500.\n\n[cycle 3558500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3558500.\n\n[cycle 3563500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3563500.\n\n[cycle 3568500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3568500.\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 3573500."}
+{"ts": "2026-06-06T22:49:34Z", "turn": 701, "cycle": 3578500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3578500  omega=1.97  khra=0.03  gixx=0.008\ngpu=41C  42.1W  util=29%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.657300   0.657192  +0.001000   0.002800\nasymmetry         50.441100  50.469482  -0.224500   0.630000\nvel_mean           0.222021   0.221096  -0.000651   0.004111\nvel_max            0.282910   0.285185  -0.001201   0.006622\nvel_var            0.002438   0.002452  +0.000087   0.000345\nvorticity_mean     0.022791   0.027886  -0.001337   0.011003\nstress_xx         -0.000572  -0.000612  +0.000031   0.000157\nstress_yy          0.000589   0.000592  -0.000028   0.000114\nstress_xy         -0.000206  -0.000206  -0.000004   0.000099\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3548500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3548500.\n\n[cycle 3553500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3553500.\n\n[cycle 3558500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3558500.\n\n[cycle 3563500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3563500.\n\n[cycle 3568500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3568500.\n\n[cycle 3573500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3573500.\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 3573500."}
+{"ts": "2026-06-06T22:50:45Z", "turn": 702, "cycle": 3583500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3583500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  41.4W  util=23%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.658100   0.657120  +0.000500   0.002800\nasymmetry         50.287300  50.500618  -0.064800   0.633600\nvel_mean           0.220629   0.221109  -0.001459   0.004098\nvel_max            0.286034   0.285230  +0.002112   0.006976\nvel_var            0.002488   0.002451  +0.000047   0.000337\nvorticity_mean     0.027558   0.027868  +0.004422   0.011049\nstress_xx         -0.000631  -0.000607  -0.000072   0.000159\nstress_yy          0.000588   0.000584  -0.000037   0.000118\nstress_xy         -0.000216  -0.000208  -0.000017   0.000131\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3553500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3553500.\n\n[cycle 3558500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3558500.\n\n[cycle 3563500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3563500.\n\n[cycle 3568500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3568500.\n\n[cycle 3573500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3573500.\n\n[cycle 3578500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3573500.\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 3583500."}
+{"ts": "2026-06-06T22:51:53Z", "turn": 703, "cycle": 3588500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3588500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  41.5W  util=21%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.657500   0.657117  -0.000600   0.002700\nasymmetry         50.403200  50.515920  +0.142700   0.639200\nvel_mean           0.219281   0.221121  -0.000555   0.004147\nvel_max            0.285829   0.285222  +0.001724   0.005842\nvel_var            0.002597   0.002450  +0.000022   0.000353\nvorticity_mean     0.033157   0.027835  +0.004022   0.011089\nstress_xx         -0.000636  -0.000610  -0.000004   0.000152\nstress_yy          0.000539   0.000581  -0.000017   0.000133\nstress_xy         -0.000200  -0.000215  +0.000025   0.000114\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3558500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3558500.\n\n[cycle 3563500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3563500.\n\n[cycle 3568500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3568500.\n\n[cycle 3573500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3573500.\n\n[cycle 3578500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3573500.\n\n[cycle 3583500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3583500.\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 3588500."}
+{"ts": "2026-06-06T22:53:01Z", "turn": 704, "cycle": 3593500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3593500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  42.2W  util=19%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.656100   0.657113  -0.000700   0.002700\nasymmetry         50.808700  50.528941  +0.197100   0.643700\nvel_mean           0.221132   0.221112  +0.001881   0.004089\nvel_max            0.285164   0.285211  -0.001061   0.005795\nvel_var            0.002394   0.002451  -0.000140   0.000341\nvorticity_mean     0.030664   0.027833  -0.002645   0.011013\nstress_xx         -0.000632  -0.000615  -0.000009   0.000184\nstress_yy          0.000605   0.000590  +0.000095   0.000129\nstress_xy         -0.000188  -0.000212  +0.000053   0.000120\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3563500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3563500.\n\n[cycle 3568500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3568500.\n\n[cycle 3573500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3573500.\n\n[cycle 3578500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3573500.\n\n[cycle 3583500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3583500.\n\n[cycle 3588500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3588500.\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 3593500."}
+{"ts": "2026-06-06T22:54:07Z", "turn": 705, "cycle": 3598500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3598500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  41.5W  util=24%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.656400   0.657087  +0.000600   0.002700\nasymmetry         50.722300  50.550297  -0.146600   0.637800\nvel_mean           0.222657   0.221099  +0.000820   0.004125\nvel_max            0.284622   0.285158  -0.002479   0.007370\nvel_var            0.002359   0.002452  +0.000015   0.000336\nvorticity_mean     0.023926   0.027865  -0.005203   0.011094\nstress_xx         -0.000575  -0.000613  +0.000056   0.000167\nstress_yy          0.000567   0.000590  -0.000012   0.000119\nstress_xy         -0.000218  -0.000205  -0.000002   0.000125\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3568500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3568500.\n\n[cycle 3573500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3573500.\n\n[cycle 3578500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3573500.\n\n[cycle 3583500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3583500.\n\n[cycle 3588500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3588500.\n\n[cycle 3593500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3593500.\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 3593500."}
+{"ts": "2026-06-06T22:55:19Z", "turn": 706, "cycle": 3603500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3603500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  42.6W  util=21%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.657600   0.657064  +0.000600   0.002700\nasymmetry         50.428600  50.570582  -0.132600   0.640400\nvel_mean           0.222023   0.221102  -0.000885   0.004122\nvel_max            0.284878   0.285308  +0.001705   0.007289\nvel_var            0.002437   0.002451  +0.000041   0.000349\nvorticity_mean     0.023284   0.027885  +0.000528   0.011085\nstress_xx         -0.000620  -0.000608  -0.000064   0.000171\nstress_yy          0.000586   0.000583  -0.000005   0.000111\nstress_xy         -0.000204  -0.000210  -0.000004   0.000121\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3573500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3573500.\n\n[cycle 3578500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3573500.\n\n[cycle 3583500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3583500.\n\n[cycle 3588500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3588500.\n\n[cycle 3593500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3593500.\n\n[cycle 3598500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3593500.\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 3598500."}
+{"ts": "2026-06-06T22:56:26Z", "turn": 707, "cycle": 3608500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3608500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  41.9W  util=19%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.658100   0.657026  +0.000200   0.002700\nasymmetry         50.329800  50.591413  -0.008200   0.644500\nvel_mean           0.219800   0.221117  -0.001822   0.004052\nvel_max            0.285376   0.285185  +0.000690   0.007110\nvel_var            0.002572   0.002450  +0.000152   0.000344\nvorticity_mean     0.029516   0.027859  +0.005098   0.010983\nstress_xx         -0.000581  -0.000614  +0.000034   0.000154\nstress_yy          0.000604   0.000581  +0.000030   0.000128\nstress_xy         -0.000185  -0.000217  +0.000016   0.000107\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3578500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3573500.\n\n[cycle 3583500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3583500.\n\n[cycle 3588500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3588500.\n\n[cycle 3593500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3593500.\n\n[cycle 3598500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3593500.\n\n[cycle 3603500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3598500.\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 3608500."}
+{"ts": "2026-06-06T22:57:36Z", "turn": 708, "cycle": 3613500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3613500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  42.0W  util=26%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.656600   0.657007  -0.001300   0.002700\nasymmetry         50.719400  50.611624  +0.325400   0.652100\nvel_mean           0.219400   0.221120  -0.000025   0.004129\nvel_max            0.286408   0.285161  +0.001636   0.006368\nvel_var            0.002521   0.002450  -0.000052   0.000333\nvorticity_mean     0.033326   0.027827  +0.002478   0.011198\nstress_xx         -0.000644  -0.000616  -0.000057   0.000150\nstress_yy          0.000635   0.000591  +0.000117   0.000130\nstress_xy         -0.000216  -0.000207  -0.000040   0.000110\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3583500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3583500.\n\n[cycle 3588500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3588500.\n\n[cycle 3593500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3593500.\n\n[cycle 3598500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3593500.\n\n[cycle 3603500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3598500.\n\n[cycle 3608500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3608500.\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 3608500."}
+{"ts": "2026-06-06T22:58:43Z", "turn": 709, "cycle": 3618500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3618500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  41.6W  util=18%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.655800   0.657010  -0.000200   0.002700\nasymmetry         50.929900  50.624381  +0.061400   0.641200\nvel_mean           0.221959   0.221110  +0.001961   0.004128\nvel_max            0.287867   0.285274  +0.001229   0.006864\nvel_var            0.002331   0.002451  -0.000134   0.000346\nvorticity_mean     0.028853   0.027840  -0.003934   0.011093\nstress_xx         -0.000611  -0.000606  +0.000039   0.000173\nstress_yy          0.000569   0.000592  -0.000035   0.000106\nstress_xy         -0.000201  -0.000203  -0.000008   0.000119\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3588500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3588500.\n\n[cycle 3593500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3593500.\n\n[cycle 3598500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3593500.\n\n[cycle 3603500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3598500.\n\n[cycle 3608500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3608500.\n\n[cycle 3613500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3608500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "idle, baseline"}
+{"ts": "2026-06-06T22:59:53Z", "turn": 710, "cycle": 3623500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3623500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  41.6W  util=19%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.657000   0.656988  +0.000300   0.002900\nasymmetry         50.636900  50.645522  -0.094600   0.661700\nvel_mean           0.222919   0.221103  +0.000518   0.004077\nvel_max            0.283991   0.285247  -0.003880   0.007387\nvel_var            0.002385   0.002451  +0.000030   0.000339\nvorticity_mean     0.022662   0.027872  -0.004406   0.010967\nstress_xx         -0.000631  -0.000610  -0.000030   0.000154\nstress_yy          0.000621   0.000580  +0.000042   0.000128\nstress_xy         -0.000220  -0.000215  -0.000023   0.000105\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3593500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3593500.\n\n[cycle 3598500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3593500.\n\n[cycle 3603500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3598500.\n\n[cycle 3608500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3608500.\n\n[cycle 3613500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3608500.\n\n[cycle 3618500] idle, baseline\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 3618500."}
+{"ts": "2026-06-06T23:01:00Z", "turn": 711, "cycle": 3628500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3628500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  41.5W  util=19%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.657900   0.656956  +0.000900   0.002800\nasymmetry         50.410600  50.664465  -0.226800   0.647400\nvel_mean           0.221498   0.221106  -0.001606   0.004131\nvel_max            0.284712   0.285176  +0.001428   0.006848\nvel_var            0.002438   0.002450  +0.000128   0.000338\nvorticity_mean     0.024662   0.027882  +0.002237   0.011065\nstress_xx         -0.000584  -0.000618  +0.000012   0.000142\nstress_yy          0.000621   0.000584  +0.000015   0.000129\nstress_xy         -0.000213  -0.000214  -0.000031   0.000102\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3598500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3593500.\n\n[cycle 3603500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3598500.\n\n[cycle 3608500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3608500.\n\n[cycle 3613500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3608500.\n\n[cycle 3618500] idle, baseline\n\n[cycle 3623500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3618500.\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 3628500."}
+{"ts": "2026-06-06T23:02:10Z", "turn": 712, "cycle": 3633500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3633500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  41.4W  util=19%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.657900   0.656919  -0.000100   0.002600\nasymmetry         50.501700  50.687621  +0.045800   0.631000\nvel_mean           0.219309   0.221115  -0.001335   0.004123\nvel_max            0.283960   0.285213  -0.000371   0.007042\nvel_var            0.002578   0.002450  +0.000064   0.000341\nvorticity_mean     0.031077   0.027851  +0.004915   0.011067\nstress_xx         -0.000667  -0.000613  -0.000096   0.000152\nstress_yy          0.000602   0.000594  +0.000007   0.000119\nstress_xy         -0.000240  -0.000205  -0.000034   0.000086\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3603500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3598500.\n\n[cycle 3608500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3608500.\n\n[cycle 3613500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3608500.\n\n[cycle 3618500] idle, baseline\n\n[cycle 3623500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3618500.\n\n[cycle 3628500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3628500.\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 3628500."}
+{"ts": "2026-06-06T23:03:16Z", "turn": 713, "cycle": 3638500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3638500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  42.0W  util=19%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.655800   0.656919  -0.000900   0.002800\nasymmetry         50.988300  50.702905  +0.264000   0.655100\nvel_mean           0.220059   0.221119  +0.000576   0.004092\nvel_max            0.285811   0.285165  +0.000703   0.006261\nvel_var            0.002470   0.002450  -0.000071   0.000342\nvorticity_mean     0.032671   0.027828  +0.000452   0.011001\nstress_xx         -0.000633  -0.000609  +0.000078   0.000186\nstress_yy          0.000537   0.000589  -0.000041   0.000104\nstress_xy         -0.000225  -0.000208  +0.000010   0.000115\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3608500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3608500.\n\n[cycle 3613500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3608500.\n\n[cycle 3618500] idle, baseline\n\n[cycle 3623500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3618500.\n\n[cycle 3628500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3628500.\n\n[cycle 3633500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3628500.\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 3638500."}
+{"ts": "2026-06-06T23:04:27Z", "turn": 714, "cycle": 3643500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3643500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  42.0W  util=21%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.656600   0.656874  +0.000000   0.002900\nasymmetry         50.804400  50.727277  +0.002300   0.651200\nvel_mean           0.222511   0.221109  +0.002132   0.004132\nvel_max            0.286348   0.285212  -0.003851   0.008363\nvel_var            0.002361   0.002451  -0.000143   0.000343\nvorticity_mean     0.026753   0.027846  -0.005219   0.011034\nstress_xx         -0.000626  -0.000615  -0.000006   0.000144\nstress_yy          0.000591   0.000579  +0.000000   0.000131\nstress_xy         -0.000226  -0.000217  -0.000018   0.000096\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3613500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3608500.\n\n[cycle 3618500] idle, baseline\n\n[cycle 3623500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3618500.\n\n[cycle 3628500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3628500.\n\n[cycle 3633500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3628500.\n\n[cycle 3638500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3638500.\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 3638500."}
+{"ts": "2026-06-06T23:05:36Z", "turn": 715, "cycle": 3648500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3648500  omega=1.97  khra=0.03  gixx=0.008\ngpu=41C  45.0W  util=36%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.656900   0.656869  +0.000500   0.002700\nasymmetry         50.713700  50.742604  -0.105700   0.631900\nvel_mean           0.223041   0.221099  +0.000192   0.004128\nvel_max            0.284427   0.285232  -0.002725   0.006253\nvel_var            0.002310   0.002451  -0.000009   0.000348\nvorticity_mean     0.022481   0.027881  -0.002757   0.011077\nstress_xx         -0.000578  -0.000616  +0.000044   0.000172\nstress_yy          0.000629   0.000587  +0.000016   0.000130\nstress_xy         -0.000226  -0.000210  -0.000023   0.000124\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3618500] idle, baseline\n\n[cycle 3623500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3618500.\n\n[cycle 3628500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3628500.\n\n[cycle 3633500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3628500.\n\n[cycle 3638500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3638500.\n\n[cycle 3643500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3638500.\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 3643500."}
+{"ts": "2026-06-06T23:06:46Z", "turn": 716, "cycle": 3653500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3653500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  41.5W  util=25%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.657900   0.656845  +0.000900   0.002700\nasymmetry         50.531800  50.762801  -0.196100   0.638900\nvel_mean           0.220513   0.221105  -0.001477   0.004100\nvel_max            0.283409   0.285140  -0.000077   0.006778\nvel_var            0.002525   0.002451  +0.000110   0.000347\nvorticity_mean     0.026401   0.027878  +0.003408   0.011007\nstress_xx         -0.000629  -0.000607  -0.000007   0.000168\nstress_yy          0.000576   0.000595  -0.000041   0.000110\nstress_xy         -0.000196  -0.000206  +0.000035   0.000098\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3623500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3618500.\n\n[cycle 3628500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3628500.\n\n[cycle 3633500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3628500.\n\n[cycle 3638500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3638500.\n\n[cycle 3643500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3638500.\n\n[cycle 3648500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3643500.\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 3653500."}
+{"ts": "2026-06-06T23:07:56Z", "turn": 717, "cycle": 3658500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3658500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  42.8W  util=20%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.656600   0.656825  -0.000900   0.002700\nasymmetry         50.842700  50.782382  +0.263000   0.624000\nvel_mean           0.219504   0.221112  -0.000690   0.004121\nvel_max            0.284379   0.285199  +0.000410   0.007645\nvel_var            0.002532   0.002450  -0.000017   0.000348\nvorticity_mean     0.032434   0.027848  +0.004833   0.011059\nstress_xx         -0.000545  -0.000609  +0.000074   0.000188\nstress_yy          0.000544   0.000586  -0.000067   0.000110\nstress_xy         -0.000195  -0.000211  +0.000003   0.000107\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3628500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3628500.\n\n[cycle 3633500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3628500.\n\n[cycle 3638500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3638500.\n\n[cycle 3643500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3638500.\n\n[cycle 3648500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3643500.\n\n[cycle 3653500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3653500.\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 3658500."}
+{"ts": "2026-06-06T23:09:03Z", "turn": 718, "cycle": 3663500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3663500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  41.5W  util=24%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.656500   0.656806  -0.000300   0.002700\nasymmetry         50.885900  50.800728  +0.056000   0.628900\nvel_mean           0.220430   0.221113  +0.001269   0.004136\nvel_max            0.286213   0.285238  +0.000025   0.007332\nvel_var            0.002493   0.002450  -0.000096   0.000346\nvorticity_mean     0.031700   0.027831  -0.001261   0.011038\nstress_xx         -0.000674  -0.000614  -0.000081   0.000141\nstress_yy          0.000554   0.000579  -0.000072   0.000127\nstress_xy         -0.000234  -0.000215  -0.000017   0.000098\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3633500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3628500.\n\n[cycle 3638500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3638500.\n\n[cycle 3643500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3638500.\n\n[cycle 3648500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3643500.\n\n[cycle 3653500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3653500.\n\n[cycle 3658500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3658500.\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 3658500."}
+{"ts": "2026-06-06T23:10:13Z", "turn": 719, "cycle": 3668500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3668500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  41.4W  util=18%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.656200   0.656780  -0.000200   0.002700\nasymmetry         50.917500  50.820288  +0.010600   0.629500\nvel_mean           0.222899   0.221100  +0.001809   0.004135\nvel_max            0.285771   0.285150  -0.001180   0.006669\nvel_var            0.002320   0.002451  -0.000096   0.000343\nvorticity_mean     0.024916   0.027859  -0.005592   0.011065\nstress_xx         -0.000575  -0.000615  +0.000076   0.000166\nstress_yy          0.000617   0.000589  +0.000047   0.000128\nstress_xy         -0.000185  -0.000209  +0.000082   0.000120\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3638500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3638500.\n\n[cycle 3643500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3638500.\n\n[cycle 3648500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3643500.\n\n[cycle 3653500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3653500.\n\n[cycle 3658500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3658500.\n\n[cycle 3663500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3658500.\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 3663500."}
+{"ts": "2026-06-06T23:11:20Z", "turn": 720, "cycle": 3673500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3673500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  41.5W  util=23%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.657000   0.656748  +0.001200   0.002600\nasymmetry         50.803100  50.842842  -0.238000   0.639400\nvel_mean           0.221837   0.221095  -0.001167   0.004135\nvel_max            0.283627   0.285141  -0.001149   0.007333\nvel_var            0.002421   0.002452  +0.000136   0.000345\nvorticity_mean     0.023118   0.027887  -0.000857   0.011090\nstress_xx         -0.000567  -0.000613  +0.000045   0.000177\nstress_yy          0.000577   0.000594  -0.000051   0.000115\nstress_xy         -0.000185  -0.000206  +0.000014   0.000101\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3643500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3638500.\n\n[cycle 3648500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3643500.\n\n[cycle 3653500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3653500.\n\n[cycle 3658500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3658500.\n\n[cycle 3663500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3658500.\n\n[cycle 3668500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3663500.\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 3668500."}
+{"ts": "2026-06-06T23:12:29Z", "turn": 721, "cycle": 3678500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3678500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  41.2W  util=19%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.657500   0.656721  +0.000500   0.002800\nasymmetry         50.677400  50.863705  -0.093100   0.632400\nvel_mean           0.220180   0.221106  -0.001464   0.004120\nvel_max            0.283691   0.285148  +0.000839   0.007233\nvel_var            0.002543   0.002450  +0.000060   0.000352\nvorticity_mean     0.027963   0.027869  +0.004596   0.011043\nstress_xx         -0.000624  -0.000611  -0.000068   0.000163\nstress_yy          0.000552   0.000583  -0.000047   0.000115\nstress_xy         -0.000247  -0.000211  -0.000046   0.000112\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3648500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3643500.\n\n[cycle 3653500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3653500.\n\n[cycle 3658500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3658500.\n\n[cycle 3663500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3658500.\n\n[cycle 3668500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3663500.\n\n[cycle 3673500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3668500.\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 3673500."}
+{"ts": "2026-06-06T23:13:36Z", "turn": 722, "cycle": 3683500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3683500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  41.3W  util=22%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.656800   0.656689  -0.000500   0.002700\nasymmetry         50.886700  50.884114  +0.164500   0.630500\nvel_mean           0.219142   0.221117  -0.000801   0.004036\nvel_max            0.287486   0.285227  +0.002456   0.006790\nvel_var            0.002599   0.002451  +0.000064   0.000348\nvorticity_mean     0.033041   0.027835  +0.003457   0.011074\nstress_xx         -0.000661  -0.000613  -0.000030   0.000152\nstress_yy          0.000523   0.000582  -0.000072   0.000129\nstress_xy         -0.000207  -0.000214  -0.000008   0.000134\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3653500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3653500.\n\n[cycle 3658500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3658500.\n\n[cycle 3663500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3658500.\n\n[cycle 3668500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3663500.\n\n[cycle 3673500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3668500.\n\n[cycle 3678500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3673500.\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 3678500."}
+{"ts": "2026-06-06T23:14:48Z", "turn": 723, "cycle": 3688500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3688500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  46.0W  util=39%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.656300   0.656667  -0.000400   0.002800\nasymmetry         51.016700  50.902070  +0.121600   0.648100\nvel_mean           0.221180   0.221110  +0.001750   0.004133\nvel_max            0.285676   0.285190  -0.000922   0.006002\nvel_var            0.002404   0.002451  -0.000133   0.000345\nvorticity_mean     0.030211   0.027835  -0.003110   0.011091\nstress_xx         -0.000613  -0.000615  +0.000053   0.000200\nstress_yy          0.000610   0.000594  +0.000076   0.000126\nstress_xy         -0.000170  -0.000210  +0.000070   0.000108\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3658500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3658500.\n\n[cycle 3663500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3658500.\n\n[cycle 3668500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3663500.\n\n[cycle 3673500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3668500.\n\n[cycle 3678500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3673500.\n\n[cycle 3683500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3678500.\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 3683500."}
+{"ts": "2026-06-06T23:16:01Z", "turn": 724, "cycle": 3693500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3693500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  44.5W  util=43%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.638700   0.647622  -0.016800   0.028400\nasymmetry         60.276200  55.206830  +9.066700  12.211600\nvel_mean           0.222929   0.221109  +0.000828   0.004112\nvel_max            0.283975   0.285311  -0.000651   0.007689\nvel_var            0.002307   0.002452  -0.000002   0.000345\nvorticity_mean     0.023716   0.027856  -0.004962   0.011066\nstress_xx         -0.000594  -0.000618  +0.000018   0.000176\nstress_yy          0.000617   0.000599  +0.000011   0.000135\nstress_xy         -0.000223  -0.000208  -0.000035   0.000109\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3663500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3658500.\n\n[cycle 3668500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3663500.\n\n[cycle 3673500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3668500.\n\n[cycle 3678500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3673500.\n\n[cycle 3683500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3678500.\n\n[cycle 3688500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3683500.\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 3688500."}
+{"ts": "2026-06-06T23:17:13Z", "turn": 725, "cycle": 3698500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3698500  omega=1.97  khra=0.03  gixx=0.008\ngpu=41C  45.2W  util=33%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.649500   0.648493  +0.001800   0.003300\nasymmetry         57.416500  57.653602  -0.431000   0.841000\nvel_mean           0.221520   0.221098  -0.001120   0.004057\nvel_max            0.282513   0.285304  -0.000911   0.007730\nvel_var            0.002485   0.002451  +0.000090   0.000339\nvorticity_mean     0.023569   0.027895  +0.000769   0.011018\nstress_xx         -0.000658  -0.000628  -0.000062   0.000139\nstress_yy          0.000638   0.000598  +0.000021   0.000121\nstress_xy         -0.000238  -0.000219  -0.000022   0.000109\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3668500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3663500.\n\n[cycle 3673500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3668500.\n\n[cycle 3678500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3673500.\n\n[cycle 3683500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3678500.\n\n[cycle 3688500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3683500.\n\n[cycle 3693500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3688500.\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 3693500."}
+{"ts": "2026-06-06T23:18:24Z", "turn": 726, "cycle": 3703500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3703500  omega=1.97  khra=0.03  gixx=0.008\ngpu=41C  49.1W  util=37%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.650200   0.649461  -0.000300   0.002700\nasymmetry         57.248400  57.424054  +0.070000   0.674800\nvel_mean           0.219792   0.221111  -0.001860   0.004150\nvel_max            0.287592   0.285254  +0.004395   0.006964\nvel_var            0.002557   0.002451  +0.000127   0.000340\nvorticity_mean     0.029803   0.027864  +0.005029   0.011137\nstress_xx         -0.000610  -0.000634  +0.000011   0.000163\nstress_yy          0.000593   0.000603  +0.000001   0.000143\nstress_xy         -0.000206  -0.000221  +0.000012   0.000116\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3673500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3668500.\n\n[cycle 3678500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3673500.\n\n[cycle 3683500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3678500.\n\n[cycle 3688500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3683500.\n\n[cycle 3693500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3688500.\n\n[cycle 3698500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3693500.\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 3698500."}
+{"ts": "2026-06-06T23:19:33Z", "turn": 727, "cycle": 3708500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3708500  omega=1.97  khra=0.03  gixx=0.008\ngpu=41C  52.8W  util=21%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.649700   0.649664  -0.000800   0.002600\nasymmetry         57.382900  57.389806  +0.210000   0.675900\nvel_mean           0.219456   0.221116  -0.000073   0.004131\nvel_max            0.287479   0.285167  +0.002220   0.006552\nvel_var            0.002533   0.002450  -0.000053   0.000339\nvorticity_mean     0.033355   0.027832  +0.001943   0.011052\nstress_xx         -0.000654  -0.000635  -0.000011   0.000195\nstress_yy          0.000638   0.000612  +0.000097   0.000131\nstress_xy         -0.000217  -0.000214  -0.000033   0.000105\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3678500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3673500.\n\n[cycle 3683500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3678500.\n\n[cycle 3688500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3683500.\n\n[cycle 3693500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3688500.\n\n[cycle 3698500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3693500.\n\n[cycle 3703500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3698500.\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 3703500."}
+{"ts": "2026-06-06T23:20:44Z", "turn": 728, "cycle": 3713500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3713500  omega=1.97  khra=0.03  gixx=0.008\ngpu=42C  47.4W  util=36%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.648400   0.649691  -0.000300   0.002800\nasymmetry         57.746700  57.397428  +0.107200   0.686300\nvel_mean           0.222261   0.221103  +0.002200   0.004080\nvel_max            0.285060   0.285179  -0.000014   0.006968\nvel_var            0.002296   0.002451  -0.000173   0.000339\nvorticity_mean     0.028367   0.027846  -0.004349   0.010983\nstress_xx         -0.000619  -0.000627  +0.000038   0.000168\nstress_yy          0.000605   0.000606  -0.000010   0.000126\nstress_xy         -0.000228  -0.000213  -0.000031   0.000123\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3683500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3678500.\n\n[cycle 3688500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3683500.\n\n[cycle 3693500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3688500.\n\n[cycle 3698500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3693500.\n\n[cycle 3703500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3698500.\n\n[cycle 3708500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3703500.\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 3708500."}
+{"ts": "2026-06-06T23:21:50Z", "turn": 729, "cycle": 3718500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3718500  omega=1.97  khra=0.03  gixx=0.008\ngpu=42C  57.3W  util=18%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.649500   0.649666  +0.000800   0.002900\nasymmetry         57.469400  57.421438  -0.170800   0.694100\nvel_mean           0.222625   0.221099  +0.000290   0.004150\nvel_max            0.282440   0.285248  -0.001649   0.007205\nvel_var            0.002404   0.002451  +0.000053   0.000347\nvorticity_mean     0.022659   0.027878  -0.003961   0.011100\nstress_xx         -0.000633  -0.000632  -0.000014   0.000164\nstress_yy          0.000637   0.000600  +0.000062   0.000118\nstress_xy         -0.000232  -0.000223  +0.000005   0.000114\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3688500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3683500.\n\n[cycle 3693500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3688500.\n\n[cycle 3698500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3693500.\n\n[cycle 3703500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3698500.\n\n[cycle 3708500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3703500.\n\n[cycle 3713500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3708500.\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 3713500."}
+{"ts": "2026-06-06T23:23:04Z", "turn": 730, "cycle": 3723500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3723500  omega=1.97  khra=0.03  gixx=0.008\ngpu=41C  42.4W  util=35%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.650800   0.649655  +0.000700   0.002800\nasymmetry         57.163200  57.437499  -0.183000   0.701500\nvel_mean           0.221539   0.221102  -0.001303   0.004129\nvel_max            0.283455   0.285205  -0.000775   0.005984\nvel_var            0.002438   0.002451  +0.000071   0.000350\nvorticity_mean     0.024961   0.027881  +0.002581   0.011126\nstress_xx         -0.000617  -0.000635  +0.000029   0.000174\nstress_yy          0.000647   0.000608  +0.000022   0.000130\nstress_xy         -0.000220  -0.000221  -0.000021   0.000153\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3693500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3688500.\n\n[cycle 3698500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3693500.\n\n[cycle 3703500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3698500.\n\n[cycle 3708500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3703500.\n\n[cycle 3713500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3708500.\n\n[cycle 3718500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3713500.\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 3718500."}
+{"ts": "2026-06-06T23:24:13Z", "turn": 731, "cycle": 3728500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3728500  omega=1.97  khra=0.03  gixx=0.008\ngpu=41C  48.6W  util=30%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.650400   0.649622  -0.000400   0.002900\nasymmetry         57.263700  57.462762  +0.097800   0.689300\nvel_mean           0.219468   0.221113  -0.001152   0.004118\nvel_max            0.285463   0.285268  +0.001127   0.007034\nvel_var            0.002576   0.002450  +0.000060   0.000343\nvorticity_mean     0.031644   0.027851  +0.005205   0.011066\nstress_xx         -0.000653  -0.000634  -0.000056   0.000183\nstress_yy          0.000598   0.000613  -0.000031   0.000111\nstress_xy         -0.000250  -0.000210  -0.000043   0.000113\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3698500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3693500.\n\n[cycle 3703500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3698500.\n\n[cycle 3708500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3703500.\n\n[cycle 3713500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3708500.\n\n[cycle 3718500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3713500.\n\n[cycle 3723500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3718500.\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 3723500."}
+{"ts": "2026-06-06T23:25:22Z", "turn": 732, "cycle": 3733500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3733500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  44.0W  util=29%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.648300   0.649601  -0.001400   0.002800\nasymmetry         57.789400  57.483173  +0.337900   0.700500\nvel_mean           0.220180   0.221117  +0.000926   0.004137\nvel_max            0.286586   0.285171  +0.000552   0.006510\nvel_var            0.002465   0.002450  -0.000086   0.000346\nvorticity_mean     0.032554   0.027830  +0.000123   0.011090\nstress_xx         -0.000662  -0.000626  +0.000011   0.000164\nstress_yy          0.000562   0.000605  -0.000099   0.000138\nstress_xy         -0.000225  -0.000214  +0.000005   0.000131\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3703500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3698500.\n\n[cycle 3708500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3703500.\n\n[cycle 3713500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3708500.\n\n[cycle 3718500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3713500.\n\n[cycle 3723500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3718500.\n\n[cycle 3728500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3723500.\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 3728500."}
+{"ts": "2026-06-06T23:26:33Z", "turn": 733, "cycle": 3738500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3738500  omega=1.97  khra=0.03  gixx=0.008\ngpu=42C  77.7W  util=10%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.648700   0.649610  +0.000200   0.002700\nasymmetry         57.728500  57.499163  -0.051700   0.673700\nvel_mean           0.222372   0.221104  +0.001706   0.004129\nvel_max            0.284059   0.285215  -0.005271   0.007149\nvel_var            0.002358   0.002451  -0.000077   0.000352\nvorticity_mean     0.026267   0.027851  -0.005311   0.011016\nstress_xx         -0.000631  -0.000634  -0.000006   0.000170\nstress_yy          0.000626   0.000599  +0.000028   0.000131\nstress_xy         -0.000229  -0.000226  +0.000003   0.000101\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3708500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3703500.\n\n[cycle 3713500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3708500.\n\n[cycle 3718500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3713500.\n\n[cycle 3723500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3718500.\n\n[cycle 3728500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3723500.\n\n[cycle 3733500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3728500.\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 3733500."}
+{"ts": "2026-06-06T23:27:40Z", "turn": 734, "cycle": 3743500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3743500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  44.7W  util=31%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.649900   0.649572  +0.000400   0.002800\nasymmetry         57.457600  57.523789  -0.094300   0.683600\nvel_mean           0.222817   0.221100  +0.000014   0.004110\nvel_max            0.284102   0.285125  -0.000787   0.006792\nvel_var            0.002362   0.002451  -0.000008   0.000343\nvorticity_mean     0.022357   0.027882  -0.002345   0.011105\nstress_xx         -0.000576  -0.000639  +0.000075   0.000147\nstress_yy          0.000612   0.000609  -0.000024   0.000140\nstress_xy         -0.000211  -0.000215  -0.000005   0.000111\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3713500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3708500.\n\n[cycle 3718500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3713500.\n\n[cycle 3723500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3718500.\n\n[cycle 3728500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3723500.\n\n[cycle 3733500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3728500.\n\n[cycle 3738500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3733500.\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 3738500."}
+{"ts": "2026-06-06T23:28:49Z", "turn": 735, "cycle": 3748500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3748500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  43.3W  util=40%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.650700   0.649549  +0.000600   0.002800\nasymmetry         57.248200  57.546992  -0.201800   0.703900\nvel_mean           0.220454   0.221105  -0.001949   0.004136\nvel_max            0.284092   0.285232  +0.000210   0.007805\nvel_var            0.002525   0.002451  +0.000171   0.000346\nvorticity_mean     0.026746   0.027879  +0.003811   0.011096\nstress_xx         -0.000669  -0.000628  -0.000052   0.000198\nstress_yy          0.000571   0.000613  -0.000082   0.000139\nstress_xy         -0.000188  -0.000210  +0.000055   0.000098\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3718500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3713500.\n\n[cycle 3723500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3718500.\n\n[cycle 3728500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3723500.\n\n[cycle 3733500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3728500.\n\n[cycle 3738500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3733500.\n\n[cycle 3743500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3738500.\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 3743500."}
+{"ts": "2026-06-06T23:29:58Z", "turn": 736, "cycle": 3753500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3753500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  43.2W  util=28%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.649500   0.649493  -0.000800   0.002700\nasymmetry         57.575300  57.573629  +0.243700   0.672700\nvel_mean           0.219278   0.221118  -0.000675   0.004103\nvel_max            0.285617   0.285257  +0.001057   0.006599\nvel_var            0.002544   0.002450  -0.000025   0.000339\nvorticity_mean     0.032571   0.027842  +0.004357   0.011001\nstress_xx         -0.000571  -0.000629  +0.000140   0.000187\nstress_yy          0.000523   0.000601  -0.000121   0.000121\nstress_xy         -0.000200  -0.000222  +0.000020   0.000112\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3723500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3718500.\n\n[cycle 3728500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3723500.\n\n[cycle 3733500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3728500.\n\n[cycle 3738500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3733500.\n\n[cycle 3743500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3738500.\n\n[cycle 3748500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3743500.\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 3748500."}
+{"ts": "2026-06-06T23:31:06Z", "turn": 737, "cycle": 3758500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3758500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  42.6W  util=25%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.648200   0.649484  -0.000700   0.002900\nasymmetry         57.878700  57.593656  +0.142300   0.673500\nvel_mean           0.220775   0.221116  +0.001355   0.004089\nvel_max            0.286837   0.285271  +0.000501   0.006573\nvel_var            0.002428   0.002450  -0.000110   0.000339\nvorticity_mean     0.031390   0.027829  -0.001736   0.011038\nstress_xx         -0.000690  -0.000636  -0.000077   0.000163\nstress_yy          0.000584   0.000599  +0.000030   0.000148\nstress_xy         -0.000247  -0.000225  +0.000006   0.000116\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3728500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3723500.\n\n[cycle 3733500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3728500.\n\n[cycle 3738500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3733500.\n\n[cycle 3743500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3738500.\n\n[cycle 3748500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3743500.\n\n[cycle 3753500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3748500.\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 3753500."}
+{"ts": "2026-06-06T23:32:15Z", "turn": 738, "cycle": 3763500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3763500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  42.2W  util=30%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.649400   0.649494  +0.000300   0.002900\nasymmetry         57.654600  57.606790  -0.008200   0.672800\nvel_mean           0.222825   0.221097  +0.001416   0.004154\nvel_max            0.283755   0.285214  -0.003140   0.006247\nvel_var            0.002370   0.002452  -0.000042   0.000344\nvorticity_mean     0.024464   0.027866  -0.005562   0.011115\nstress_xx         -0.000598  -0.000634  +0.000044   0.000182\nstress_yy          0.000613   0.000612  +0.000012   0.000129\nstress_xy         -0.000202  -0.000212  +0.000074   0.000113\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3733500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3728500.\n\n[cycle 3738500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3733500.\n\n[cycle 3743500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3738500.\n\n[cycle 3748500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3743500.\n\n[cycle 3753500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3748500.\n\n[cycle 3758500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3753500.\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 3758500."}
+{"ts": "2026-06-06T23:33:26Z", "turn": 739, "cycle": 3768500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=3768500  omega=1.97  khra=0.03  gixx=0.008\ngpu=40C  55.7W  util=12%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.650000   0.649455  +0.000900   0.002700\nasymmetry         57.522500  57.631433  -0.221800   0.675400\nvel_mean           0.222255   0.221096  -0.000964   0.004114\nvel_max            0.284201   0.285190  +0.000684   0.007447\nvel_var            0.002368   0.002452  +0.000090   0.000343\nvorticity_mean     0.023146   0.027888  -0.000320   0.011029\nstress_xx         -0.000624  -0.000629  +0.000005   0.000178\nstress_yy          0.000593   0.000609  -0.000049   0.000122\nstress_xy         -0.000181  -0.000212  +0.000017   0.000113\n\nPAST OBSERVATIONS (most recent last):\n[cycle 3738500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3733500.\n\n[cycle 3743500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3738500.\n\n[cycle 3748500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3743500.\n\n[cycle 3753500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3748500.\n\n[cycle 3758500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3753500.\n\n[cycle 3763500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 3758500.\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 3763500."}

inject_continuous_stream.py

@@ -0,0 +1,340 @@
+"""inject_continuous_stream.py — 4-arm continuous-streaming experiment.
+
+Question: when real BTC minute data is fed continuously into the lattice,
+does field state predict future |price moves| BETTER than the raw data alone?
+
+Arms:
+  A — NO-INJECTION CONTROL. Lattice runs free, we sample state every replay-tick.
+      Tells us the lattice's natural variability over the experiment window.
+  B — STACKED. All 3 vars injected at (512,512), distinct ZMQ messages per var.
+      Tests "amplitude only" — does the lattice add anything over data?
+  C — SEPARATED. signed_flow @(400,512), vwap_drift @(512,512), wallet_entropy @(624,512).
+      Tests "spatial separation creates distinguishable channels".
+  D — RAW DATA BASELINE. Computed offline by the analyzer from parquets directly.
+      No lattice involved. Reference performance — "how good is the data alone?".
+
+Variables (the 3 confirmed-real channels from varisol overnight):
+  signed_flow_usd, vwap_drift, wallet_entropy
+
+Per source minute m:
+  1. compute one-sided rolling z-score for each var over past 500 minutes
+  2. cap z at +/-3, convert to strength = z/3 * STR_CAP (STR_CAP=0.30, calibrated linear range)
+  3. for arms B/C: send 3 inject_density messages per minute
+  4. wait WAIT_AFTER_INJECT_MS
+  5. snapshot most-recent telemetry as field_state(m)
+  6. advance to next minute after PER_MINUTE_MS total
+
+Replay rate: 100ms per source minute (10x realtime). Lattice halflife ~0.5s, so
+each minute's injection contributes to a sustained accumulated state. Verified
+by _throughput_probe.py — lattice handles 20/sec without packet loss.
+
+Output: /mnt/d/Resonance_Engine/traj/contstream_<RUN_ID>/
+    meta.json
+    arm_A_no_inject.parquet
+    arm_B_stacked.parquet
+    arm_C_separated.parquet
+    progress.log
+"""
+from __future__ import annotations
+import glob, json, threading, time
+from pathlib import Path
+
+import numpy as np
+import pandas as pd
+import zmq
+
+# ─────── config ───────
+DATA_ROOT  = "/mnt/d/PaperTrader/research/hl_data/minutes"
+DAYS_GLOB  = "202603*"          # all of March 2026
+COIN       = "BTC"
+
+VARIABLES  = ["signed_flow_usd", "vwap_drift", "wallet_entropy"]
+ROLL_WIN   = 500                # past-only rolling z-score window
+STR_CAP    = 0.30               # stay in calibrated linear range
+Z_CLIP     = 3.0
+
+# Spatial coords (used by arm C; B uses XY_CENTER for all)
+XY_CENTER  = (512.0, 512.0)
+ARM_C_XY   = {
+    "signed_flow_usd": (400.0, 512.0),
+    "vwap_drift":      (512.0, 512.0),
+    "wallet_entropy":  (624.0, 512.0),
+}
+INJECT_SIG = 32.0
+
+# Timing
+PER_MINUTE_MS         = 100     # total per-minute budget (10x realtime)
+WAIT_AFTER_INJECT_MS  = 60      # wait after the 3 sends before snapshot
+COOLDOWN_BETWEEN_ARMS_S = 1200  # 20 min between arms B/C to let field settle
+
+# ZMQ
+TEL_ADDR = "tcp://127.0.0.1:5556"
+CMD_ADDR = "tcp://127.0.0.1:5557"
+
+CHANNELS = ["asymmetry", "coherence", "stress_xx", "stress_yy", "stress_xy",
+            "vorticity_mean", "vel_mean", "vel_max", "vel_var"]
+
+RUN_ID  = time.strftime("%Y%m%dT%H%M%S")
+OUT_DIR = Path(f"/mnt/d/Resonance_Engine/traj/contstream_{RUN_ID}")
+OUT_DIR.mkdir(parents=True, exist_ok=True)
+PROGRESS = OUT_DIR / "progress.log"
+
+
+def log(msg: str) -> None:
+    line = f"[{time.strftime('%Y-%m-%dT%H:%M:%S')}] {msg}"
+    print(line, flush=True)
+    with PROGRESS.open("a") as f:
+        f.write(line + "\n")
+
+
+# ─────── ZMQ telemetry subscriber (keeps most-recent only) ───────
+class LatestTel:
+    def __init__(self, addr: str):
+        self.ctx = zmq.Context.instance()
+        self.sock = self.ctx.socket(zmq.SUB)
+        self.sock.connect(addr)
+        self.sock.setsockopt(zmq.SUBSCRIBE, b"")
+        self.sock.setsockopt(zmq.RCVHWM, 2000)
+        self.latest: dict | None = None
+        self.latest_wall: float = 0.0
+        self.n_seen = 0
+        self._stop = threading.Event()
+        self._t = threading.Thread(target=self._run, daemon=True)
+        self._t.start()
+
+    def _run(self):
+        while not self._stop.is_set():
+            if self.sock.poll(100):
+                try:
+                    raw = self.sock.recv_string(zmq.NOBLOCK)
+                    self.latest = json.loads(raw)
+                    self.latest_wall = time.time()
+                    self.n_seen += 1
+                except Exception:
+                    pass
+
+    def snapshot(self) -> tuple[dict | None, float]:
+        return self.latest, self.latest_wall
+
+    def stop(self):
+        self._stop.set()
+
+
+# ─────── data loading ───────
+def load_btc_month() -> pd.DataFrame:
+    day_dirs = sorted(glob.glob(f"{DATA_ROOT}/{DAYS_GLOB}"))
+    if not day_dirs:
+        raise RuntimeError(f"no day dirs matching {DAYS_GLOB} in {DATA_ROOT}")
+    log(f"loading {len(day_dirs)} day dirs ({day_dirs[0].split('/')[-1]} .. {day_dirs[-1].split('/')[-1]})")
+    dfs = []
+    for d in day_dirs:
+        files = sorted(glob.glob(f"{d}/*.parquet"))
+        for f in files:
+            dfs.append(pd.read_parquet(f))
+    df = pd.concat(dfs, ignore_index=True)
+    df = df[df.coin == COIN].sort_values("minute").reset_index(drop=True)
+    df = df.drop_duplicates(subset=["minute"]).reset_index(drop=True)
+    log(f"loaded {len(df)} unique minutes of {COIN} data, "
+        f"minute range {df.minute.min()}..{df.minute.max()}")
+    return df
+
+
+def compute_one_sided_zscores(df: pd.DataFrame, vars_: list[str], win: int) -> dict[str, np.ndarray]:
+    """For each var: rolling z-score using only PAST `win` minutes (no look-ahead)."""
+    out = {}
+    for v in vars_:
+        s = df[v].astype(float)
+        # shift(1) so the window for minute m uses minutes m-win..m-1 (strictly past)
+        roll = s.shift(1).rolling(window=win, min_periods=50)
+        mu = roll.mean()
+        sd = roll.std()
+        z = (s - mu) / sd.replace(0, np.nan)
+        out[v] = z.values
+    return out
+
+
+# ─────── inject + snapshot ───────
+def inject_one(pub: zmq.Socket, x: float, y: float, strength: float) -> None:
+    payload = {"cmd": "inject_density",
+               "x": float(x), "y": float(y),
+               "sigma": INJECT_SIG, "strength": float(strength)}
+    pub.send_string(json.dumps(payload))
+
+
+def snapshot_row(tel: LatestTel, minute: int, strengths: dict[str, float],
+                 arm: str) -> dict:
+    """Pull latest telemetry, build per-minute record."""
+    snap, snap_wall = tel.snapshot()
+    rec = {
+        "minute":  int(minute),
+        "arm":     arm,
+        "snap_wall": snap_wall,
+        "snap_age_ms": (time.time() - snap_wall) * 1000 if snap_wall else None,
+    }
+    for v in VARIABLES:
+        rec[f"str_{v}"] = strengths.get(v)
+    if snap is None:
+        for ch in CHANNELS:
+            rec[ch] = None
+    else:
+        for ch in CHANNELS:
+            rec[ch] = snap.get(ch)
+    return rec
+
+
+def run_arm(tel: LatestTel, pub: zmq.Socket | None, arm: str,
+            df: pd.DataFrame, zscores: dict[str, np.ndarray]) -> pd.DataFrame:
+    """Run one arm end to end. Returns a DataFrame of per-minute records."""
+    log(f"\n=== arm {arm}: starting ({len(df)} minutes) ===")
+    if arm == "A":
+        log("  arm A: NO INJECTIONS — sampling state at cadence only")
+    elif arm == "B":
+        log(f"  arm B: all 3 vars at {XY_CENTER}")
+    elif arm == "C":
+        log(f"  arm C: spatially separated — {ARM_C_XY}")
+
+    records: list[dict] = []
+    t_arm_start = time.time()
+    last_status = t_arm_start
+    n_minutes = len(df)
+    step_s = PER_MINUTE_MS / 1000.0
+    wait_inject_s = WAIT_AFTER_INJECT_MS / 1000.0
+
+    for i in range(n_minutes):
+        t_tick = time.time()
+        minute = int(df.minute.iat[i])
+        strengths = {}
+        for v in VARIABLES:
+            z = zscores[v][i]
+            if not np.isfinite(z):
+                strengths[v] = None
+            else:
+                z_c = float(np.clip(z, -Z_CLIP, Z_CLIP))
+                strengths[v] = (z_c / Z_CLIP) * STR_CAP
+
+        # inject (skip if arm A, or if strength is None/insufficient warmup)
+        if arm in ("B", "C") and pub is not None:
+            for v in VARIABLES:
+                s = strengths[v]
+                if s is None:
+                    continue
+                if arm == "B":
+                    x, y = XY_CENTER
+                else:
+                    x, y = ARM_C_XY[v]
+                inject_one(pub, x, y, s)
+            # let field react
+            time.sleep(wait_inject_s)
+        else:
+            # arm A — just wait the inject-equivalent gap so cadence matches
+            time.sleep(wait_inject_s)
+
+        rec = snapshot_row(tel, minute, strengths, arm)
+        records.append(rec)
+
+        # pace to step_s per minute total
+        spent = time.time() - t_tick
+        remaining = step_s - spent
+        if remaining > 0:
+            time.sleep(remaining)
+
+        # status every 60s wall-time
+        if time.time() - last_status > 60:
+            elapsed = time.time() - t_arm_start
+            pct = (i + 1) / n_minutes * 100
+            rate_per_s = (i + 1) / elapsed if elapsed > 0 else 0
+            eta_s = (n_minutes - i - 1) / rate_per_s if rate_per_s > 0 else 0
+            cur_field = tel.latest or {}
+            log(f"  arm {arm} {i+1}/{n_minutes} ({pct:.1f}%)  rate={rate_per_s:.1f}min/s  "
+                f"ETA={eta_s/60:.1f}min  asym={cur_field.get('asymmetry','?'):.3f}  "
+                f"latest_tel_age={(time.time()-tel.latest_wall)*1000 if tel.latest_wall else -1:.0f}ms  "
+                f"tel_seen={tel.n_seen}")
+            last_status = time.time()
+
+    log(f"  arm {arm} COMPLETE  records={len(records)}  total={(time.time()-t_arm_start)/60:.1f}min")
+    out = pd.DataFrame(records)
+    return out
+
+
+# ─────── main ───────
+def main():
+    log(f"=== inject_continuous_stream run_id={RUN_ID} ===")
+    log(f"out_dir={OUT_DIR}")
+    log(f"config: per_minute_ms={PER_MINUTE_MS} wait_after_inject_ms={WAIT_AFTER_INJECT_MS} "
+        f"str_cap={STR_CAP} roll_win={ROLL_WIN}")
+
+    # load data
+    df = load_btc_month()
+    # compute one-sided z-scores
+    zscores = compute_one_sided_zscores(df, VARIABLES, ROLL_WIN)
+    n_finite = {v: int(np.isfinite(zscores[v]).sum()) for v in VARIABLES}
+    log(f"zscore finite counts: {n_finite}")
+
+    # write meta
+    meta = {
+        "run_id": RUN_ID,
+        "coin":   COIN,
+        "data_root": DATA_ROOT,
+        "days_glob": DAYS_GLOB,
+        "n_minutes": int(len(df)),
+        "minute_range": [int(df.minute.min()), int(df.minute.max())],
+        "variables": VARIABLES,
+        "roll_win": ROLL_WIN,
+        "z_clip": Z_CLIP,
+        "str_cap": STR_CAP,
+        "xy_center": list(XY_CENTER),
+        "arm_C_xy": {k: list(v) for k, v in ARM_C_XY.items()},
+        "inject_sigma": INJECT_SIG,
+        "per_minute_ms": PER_MINUTE_MS,
+        "wait_after_inject_ms": WAIT_AFTER_INJECT_MS,
+        "cooldown_between_arms_s": COOLDOWN_BETWEEN_ARMS_S,
+        "wall_iso_start": time.strftime("%Y-%m-%dT%H:%M:%S"),
+    }
+    (OUT_DIR / "meta.json").write_text(json.dumps(meta, indent=2))
+
+    # ZMQ
+    tel = LatestTel(TEL_ADDR)
+    ctx = zmq.Context.instance()
+    pub = ctx.socket(zmq.PUB)
+    pub.connect(CMD_ADDR)
+    time.sleep(0.8)
+
+    # wait for telemetry up
+    t0 = time.time()
+    while tel.latest is None and time.time() - t0 < 15:
+        time.sleep(0.2)
+    if tel.latest is None:
+        log("FATAL: no telemetry on 5556 within 15s")
+        return
+    log(f"telemetry up — initial asym={tel.latest['asymmetry']:.3f}")
+
+    # ── ARM A: no-injection control FIRST (preserves natural state) ──
+    df_A = run_arm(tel, None, "A", df, zscores)
+    df_A.to_parquet(OUT_DIR / "arm_A_no_inject.parquet")
+    log(f"  saved arm_A_no_inject.parquet  ({len(df_A)} rows)")
+
+    # ── cooldown ──
+    log(f"\ncooldown {COOLDOWN_BETWEEN_ARMS_S}s before arm B")
+    time.sleep(COOLDOWN_BETWEEN_ARMS_S)
+
+    # ── ARM B: stacked at center ──
+    df_B = run_arm(tel, pub, "B", df, zscores)
+    df_B.to_parquet(OUT_DIR / "arm_B_stacked.parquet")
+    log(f"  saved arm_B_stacked.parquet  ({len(df_B)} rows)")
+
+    # ── cooldown ──
+    log(f"\ncooldown {COOLDOWN_BETWEEN_ARMS_S}s before arm C")
+    time.sleep(COOLDOWN_BETWEEN_ARMS_S)
+
+    # ── ARM C: spatially separated ──
+    df_C = run_arm(tel, pub, "C", df, zscores)
+    df_C.to_parquet(OUT_DIR / "arm_C_separated.parquet")
+    log(f"  saved arm_C_separated.parquet  ({len(df_C)} rows)")
+
+    log(f"\n=== ALL ARMS COMPLETE ===  total wall time {(time.time()-t0)/3600:.2f}h")
+    log(f"output: {OUT_DIR}")
+    tel.stop()
+
+
+if __name__ == "__main__":
+    main()

traj/contstream_20260607T061849/progress.log

@@ -0,0 +1,2 @@
+[2026-06-07T06:18:49] loading 30 day dirs (20260301 .. 20260330)
+[2026-06-07T06:19:00] loaded 43193 unique minutes of BTC data, minute range 29538720..29581919

traj/contstream_20260607T061910/meta.json

@@ -0,0 +1,42 @@
+{
+  "run_id": "20260607T061910",
+  "coin": "BTC",
+  "data_root": "/mnt/d/PaperTrader/research/hl_data/minutes",
+  "days_glob": "202603*",
+  "n_minutes": 43193,
+  "minute_range": [
+    29538720,
+    29581919
+  ],
+  "variables": [
+    "signed_flow_usd",
+    "vwap_drift",
+    "wallet_entropy"
+  ],
+  "roll_win": 500,
+  "z_clip": 3.0,
+  "str_cap": 0.3,
+  "xy_center": [
+    512.0,
+    512.0
+  ],
+  "arm_C_xy": {
+    "signed_flow_usd": [
+      400.0,
+      512.0
+    ],
+    "vwap_drift": [
+      512.0,
+      512.0
+    ],
+    "wallet_entropy": [
+      624.0,
+      512.0
+    ]
+  },
+  "inject_sigma": 32.0,
+  "per_minute_ms": 100,
+  "wait_after_inject_ms": 60,
+  "cooldown_between_arms_s": 1200,
+  "wall_iso_start": "2026-06-07T06:19:16"
+}

traj/contstream_20260607T061910/progress.log

@@ -0,0 +1,25 @@
+[2026-06-07T06:19:10] === inject_continuous_stream run_id=20260607T061910 ===
+[2026-06-07T06:19:10] out_dir=/mnt/d/Resonance_Engine/traj/contstream_20260607T061910
+[2026-06-07T06:19:10] config: per_minute_ms=100 wait_after_inject_ms=60 str_cap=0.3 roll_win=500
+[2026-06-07T06:19:10] loading 30 day dirs (20260301 .. 20260330)
+[2026-06-07T06:19:16] loaded 43193 unique minutes of BTC data, minute range 29538720..29581919
+[2026-06-07T06:19:16] zscore finite counts: {'signed_flow_usd': 43143, 'vwap_drift': 43143, 'wallet_entropy': 43143}
+[2026-06-07T06:19:17] telemetry up — initial asym=57.632
+[2026-06-07T06:19:17] 
+=== arm A: starting (43193 minutes) ===
+[2026-06-07T06:19:17]   arm A: NO INJECTIONS — sampling state at cadence only
+[2026-06-07T06:20:17]   arm A 563/43193 (1.3%)  rate=9.4min/s  ETA=75.8min  asym=57.569  latest_tel_age=136ms  tel_seen=435
+[2026-06-07T06:21:17]   arm A 1162/43193 (2.7%)  rate=9.7min/s  ETA=72.4min  asym=57.347  latest_tel_age=45ms  tel_seen=870
+[2026-06-07T06:22:17]   arm A 1790/43193 (4.1%)  rate=9.9min/s  ETA=69.5min  asym=57.454  latest_tel_age=23ms  tel_seen=1328
+[2026-06-07T06:23:17]   arm A 2391/43193 (5.5%)  rate=10.0min/s  ETA=68.3min  asym=57.597  latest_tel_age=64ms  tel_seen=1743
+[2026-06-07T06:24:17]   arm A 2992/43193 (6.9%)  rate=10.0min/s  ETA=67.3min  asym=57.222  latest_tel_age=102ms  tel_seen=2162
+[2026-06-07T06:25:18]   arm A 3553/43193 (8.2%)  rate=9.9min/s  ETA=67.0min  asym=57.413  latest_tel_age=32ms  tel_seen=2587
+[2026-06-07T06:26:18]   arm A 4189/43193 (9.7%)  rate=10.0min/s  ETA=65.2min  asym=57.401  latest_tel_age=117ms  tel_seen=3006
+[2026-06-07T06:27:18]   arm A 4851/43193 (11.2%)  rate=10.1min/s  ETA=63.3min  asym=57.656  latest_tel_age=80ms  tel_seen=3478
+[2026-06-07T06:28:18]   arm A 5450/43193 (12.6%)  rate=10.1min/s  ETA=62.4min  asym=57.336  latest_tel_age=20ms  tel_seen=3908
+[2026-06-07T06:29:18]   arm A 6051/43193 (14.0%)  rate=10.1min/s  ETA=61.4min  asym=57.323  latest_tel_age=46ms  tel_seen=4336
+[2026-06-07T06:30:18]   arm A 6651/43193 (15.4%)  rate=10.1min/s  ETA=60.5min  asym=57.921  latest_tel_age=91ms  tel_seen=4769
+[2026-06-07T06:31:18]   arm A 7251/43193 (16.8%)  rate=10.1min/s  ETA=59.5min  asym=57.432  latest_tel_age=104ms  tel_seen=5214
+[2026-06-07T06:32:18]   arm A 7878/43193 (18.2%)  rate=10.1min/s  ETA=58.3min  asym=57.434  latest_tel_age=77ms  tel_seen=5655
+[2026-06-07T06:33:18]   arm A 8477/43193 (19.6%)  rate=10.1min/s  ETA=57.4min  asym=57.887  latest_tel_age=14ms  tel_seen=6078
+[2026-06-07T06:34:18]   arm A 9113/43193 (21.1%)  rate=10.1min/s  ETA=56.2min  asym=57.491  latest_tel_age=83ms  tel_seen=6524

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