auto: hourly snapshot 2026-06-07 12:34

_composite_band.py

@@ -0,0 +1,170 @@
+"""_composite_band.py
+
+Composite rank-average vol-timing signal, with band-geometry analysis.
+
+Construction (per-window, no leakage):
+  - For each variable in VOL_VARS, compute rank within the current sample
+    (0..1 normalised rank).
+  - Composite = mean of per-variable ranks. Re-rank into 10 deciles.
+
+Per-window means: when called on March data, ranks are computed within March.
+When called on April data, ranks are computed within April. There is no
+cross-window leakage.
+
+Report:
+  1. Full 10-decile ladder: n, composite_rank_mean, |ret|_mean, |ret|_median,
+     signed_ret_mean — for both March (IS) and April (OOS).
+  2. Inflection: per-decile delta vs the global mean — where does the ladder
+     pull away from the middle?
+  3. Stability: per-decile |ret| comparison March vs April.
+"""
+from __future__ import annotations
+import glob, sys
+from pathlib import Path
+import numpy as np
+import pandas as pd
+
+DATA_ROOT = "/mnt/d/PaperTrader/research/hl_data/minutes"
+
+VOL_VARS = ["trade_count", "wallet_entropy", "taker_buy_usd", "taker_sell_usd"]
+HORIZONS = [15, 60, 120]
+N_DEC = 10
+
+
+def load_btc(glob_pattern: str) -> pd.DataFrame:
+    dfs = []
+    for d in sorted(glob.glob(glob_pattern)):
+        for f in sorted(glob.glob(f"{d}/*.parquet")):
+            try:
+                df = pd.read_parquet(f)
+            except Exception:
+                continue
+            if "coin" in df.columns:
+                df = df[df["coin"] == "BTC"]
+            if len(df):
+                dfs.append(df)
+    df = pd.concat(dfs, ignore_index=True)
+    return df.sort_values("minute").drop_duplicates("minute").reset_index(drop=True)
+
+
+def add_forward_returns(df: pd.DataFrame) -> pd.DataFrame:
+    p = df["mid_price"].astype(float).values
+    for h in HORIZONS:
+        future = pd.Series(p).shift(-h).values
+        fwd = (future - p) / p
+        df[f"fwd_{h}"] = fwd
+        df[f"abs_fwd_{h}"] = np.abs(fwd)
+    return df
+
+
+def build_composite(df: pd.DataFrame) -> pd.Series:
+    """Composite = mean of normalised ranks of VOL_VARS, computed within
+    this sample only. Returns a Series aligned to df.index."""
+    rank_cols = []
+    for v in VOL_VARS:
+        s = df[v].astype(float)
+        # rank with pct=True gives 0..1; method='average' handles ties cleanly
+        r = s.rank(method="average", pct=True, na_option="keep")
+        rank_cols.append(r)
+    composite = pd.concat(rank_cols, axis=1).mean(axis=1)
+    return composite
+
+
+def decile_ladder(df: pd.DataFrame, composite: pd.Series, h: int) -> pd.DataFrame:
+    y_abs = df[f"abs_fwd_{h}"]
+    y_sgn = df[f"fwd_{h}"]
+    mask = composite.notna() & y_abs.notna() & np.isfinite(composite) & np.isfinite(y_abs)
+    sub = pd.DataFrame({
+        "comp": composite[mask].values,
+        "abs":  y_abs[mask].values,
+        "sgn":  y_sgn[mask].values,
+    })
+    sub["dec"] = pd.qcut(sub["comp"].rank(method="first"), N_DEC, labels=False)
+    g = sub.groupby("dec").agg(
+        n=("comp", "size"),
+        comp_mean=("comp", "mean"),
+        abs_mean=("abs", "mean"),
+        abs_med=("abs", "median"),
+        sgn_mean=("sgn", "mean"),
+    )
+    g["abs_mean_bps"] = g["abs_mean"] * 10000
+    g["abs_med_bps"]  = g["abs_med"]  * 10000
+    g["sgn_mean_bps"] = g["sgn_mean"] * 10000
+    return g
+
+
+def inflection_analysis(g: pd.DataFrame) -> pd.DataFrame:
+    """Per-decile |ret| vs the global mean. Identifies where the ladder
+    pulls away (positive or negative) from the middle."""
+    global_mean = g["abs_mean_bps"].mean()
+    g = g.copy()
+    g["delta_vs_global_bps"] = g["abs_mean_bps"] - global_mean
+    g["pct_vs_global"] = (g["abs_mean_bps"] / global_mean - 1) * 100
+    # detect knee: largest decile-to-decile jump in |ret|
+    diffs = g["abs_mean_bps"].diff()
+    g["jump_from_prev_bps"] = diffs
+    return g
+
+
+def main():
+    pd.set_option("display.width", 220)
+    pd.set_option("display.max_rows", None)
+    pd.set_option("display.float_format", "{:+.3f}".format)
+
+    march = add_forward_returns(load_btc(f"{DATA_ROOT}/202603*"))
+    april = add_forward_returns(load_btc(f"{DATA_ROOT}/202604*"))
+    print(f"loaded March={len(march)} April={len(april)} BTC minutes")
+
+    comp_m = build_composite(march)
+    comp_a = build_composite(april)
+
+    for h in HORIZONS:
+        print("\n" + "="*92)
+        print(f"COMPOSITE BAND LADDER  h={h}min  (vars={VOL_VARS}, rank-avg, in-window only)")
+        print("="*92)
+        gm = inflection_analysis(decile_ladder(march, comp_m, h))
+        ga = inflection_analysis(decile_ladder(april, comp_a, h))
+
+        print(f"\n--- MARCH (IS) ---")
+        print(gm[["n", "comp_mean", "abs_mean_bps", "abs_med_bps", "sgn_mean_bps",
+                  "delta_vs_global_bps", "pct_vs_global", "jump_from_prev_bps"]].to_string())
+
+        print(f"\n--- APRIL (OOS) ---")
+        print(ga[["n", "comp_mean", "abs_mean_bps", "abs_med_bps", "sgn_mean_bps",
+                  "delta_vs_global_bps", "pct_vs_global", "jump_from_prev_bps"]].to_string())
+
+        # Side-by-side stability check
+        comp = pd.DataFrame({
+            "march_|ret|_bps": gm["abs_mean_bps"],
+            "april_|ret|_bps": ga["abs_mean_bps"],
+            "march_pct_vs_global": gm["pct_vs_global"],
+            "april_pct_vs_global": ga["pct_vs_global"],
+        })
+        comp["bps_diff_AvsM"] = comp["april_|ret|_bps"] - comp["march_|ret|_bps"]
+        comp["pct_shape_diff"] = comp["april_pct_vs_global"] - comp["march_pct_vs_global"]
+        print(f"\n--- STABILITY (per-decile shape: March vs April) ---")
+        print(comp.to_string())
+
+        # rank correlation between months on the per-decile |ret| ordering
+        rho = gm["abs_mean_bps"].rank().corr(ga["abs_mean_bps"].rank(), method="spearman")
+        print(f"\nSpearman rank correlation of decile |ret| (March vs April): {rho:+.4f}")
+
+        # ratio metrics
+        top_m, bot_m = gm["abs_mean_bps"].iloc[-1], gm["abs_mean_bps"].iloc[0]
+        top_a, bot_a = ga["abs_mean_bps"].iloc[-1], ga["abs_mean_bps"].iloc[0]
+        print(f"top/bot ratio  March={top_m/bot_m:.2f}x   April={top_a/bot_a:.2f}x")
+
+        # vs best single-variable benchmark (trade_count)
+        # for reference: trade_count March top/bot @ h=60 was 2.27x, April 2.42x
+        if h == 60:
+            print(f"\nBenchmark to beat (trade_count alone @ h=60):  March 2.27x   April 2.42x")
+            comp_m_ratio = top_m / bot_m
+            comp_a_ratio = top_a / bot_a
+            verdict_m = "BEATS" if comp_m_ratio > 2.27 else "does not beat"
+            verdict_a = "BEATS" if comp_a_ratio > 2.42 else "does not beat"
+            print(f"Composite vs trade_count:  March {comp_m_ratio:.2f}x ({verdict_m})   "
+                  f"April {comp_a_ratio:.2f}x ({verdict_a})")
+
+
+if __name__ == "__main__":
+    main()

_decile_backtest.py

@@ -13,12 +13,12 @@ For each candidate variable and each horizon:
 NO LATTICE. Raw HL minute data only.
 """
 from __future__ import annotations
-import glob
+import glob, sys
 from pathlib import Path
 import numpy as np
 import pandas as pd
 
-DATA_GLOB = "/mnt/d/PaperTrader/research/hl_data/minutes/202603*"
+DATA_GLOB = sys.argv[1] if len(sys.argv) > 1 else "/mnt/d/PaperTrader/research/hl_data/minutes/202603*"
 
 VARIABLES = [
     "trade_count",

_iv_priced_in_check.py

@@ -0,0 +1,197 @@
+"""_iv_priced_in_check.py
+
+Pull Deribit BTC DVOL (1-min) for April 2026, join to HL microstructure data,
+and answer the project-killing question:
+
+  At top-decile trade_count minutes, is implied vol elevated vs other minutes?
+  If yes → market makers see the same signal, the straddle is already priced.
+  If no  → the signal is exploitable (modulo bid-ask).
+
+Methodology:
+  - DVOL is BTC's 30-day forward at-the-money annualized IV (Deribit's index).
+    Same construction as VIX for SPX. Public endpoint, no auth.
+  - Convert DVOL to a fair-value short-tenor ATM straddle cost in bps via
+    Brenner-Subrahmanyam: straddle/S ≈ 0.7979 · σ · sqrt(T)
+    For 60-min horizon: cost_bps ≈ DVOL_pct · 0.853
+  - Compute trade_count decile per minute (April), report DVOL and implied
+    fair-value 60-min straddle cost per decile.
+  - "Edge if free options": E[|R_60|] - fair_value_straddle, per decile.
+
+Caveats noted in output:
+  - Bid-ask not modelled; real Deribit ATM 1-day straddle costs another ~5-15bps
+    of underlying depending on regime.
+  - Shortest tradable Deribit tenor is 1-day; h=60 captures only the first
+    hour of a 1-day option, so realised |R| underestimates option payoff at expiry.
+  - DVOL is 30-day forward vol; short-tenor IV typically higher when there's
+    intraday clustering. So this check is OPTIMISTIC for the strategy.
+"""
+from __future__ import annotations
+import glob, time, json
+from pathlib import Path
+import numpy as np
+import pandas as pd
+import requests
+
+DATA_GLOB = "/mnt/d/PaperTrader/research/hl_data/minutes/202604*"
+DVOL_OUT = Path("/mnt/d/Resonance_Engine/traj/deribit_btc_dvol_202604.parquet")
+
+API = "https://www.deribit.com/api/v2/public/get_volatility_index_data"
+
+# April 2026 in ms
+APRIL_START_MS = int(pd.Timestamp("2026-04-01 00:00:00", tz="UTC").timestamp() * 1000)
+APRIL_END_MS   = int(pd.Timestamp("2026-05-01 00:00:00", tz="UTC").timestamp() * 1000)
+
+# Brenner-Subrahmanyam approx for ATM straddle cost
+# cost / S = sqrt(2/pi) * sigma * sqrt(T)  ≈ 0.7979 * sigma * sqrt(T)
+HOURS_PER_YEAR = 24 * 365
+def iv_pct_to_60min_straddle_bps(iv_pct: float) -> float:
+    sigma = iv_pct / 100.0
+    T = 1.0 / HOURS_PER_YEAR  # 60 min in years
+    cost = 0.7979 * sigma * np.sqrt(T)
+    return cost * 10000.0
+
+
+def fetch_dvol_window(start_ms: int, end_ms: int, resolution: int = 60) -> list:
+    """Fetch DVOL in chunks. Deribit returns up to ~5000 points per call but
+    we paginate by time to be safe."""
+    all_rows = []
+    chunk_ms = 4 * 24 * 3600 * 1000  # 4 days per request
+    cur = start_ms
+    while cur < end_ms:
+        nxt = min(cur + chunk_ms, end_ms)
+        r = requests.get(API, params={
+            "currency": "BTC",
+            "start_timestamp": cur,
+            "end_timestamp": nxt,
+            "resolution": resolution,
+        }, timeout=30)
+        r.raise_for_status()
+        j = r.json()
+        data = j.get("result", {}).get("data", [])
+        all_rows.extend(data)
+        print(f"  fetched {len(data):>5} rows  cum={len(all_rows):>6}  "
+              f"window={pd.Timestamp(cur, unit='ms', tz='UTC')} -> "
+              f"{pd.Timestamp(nxt, unit='ms', tz='UTC')}")
+        cur = nxt
+        time.sleep(0.2)  # be polite, public endpoint
+    return all_rows
+
+
+def load_or_fetch_dvol() -> pd.DataFrame:
+    if DVOL_OUT.exists():
+        print(f"loading cached DVOL: {DVOL_OUT}")
+        return pd.read_parquet(DVOL_OUT)
+    print(f"fetching DVOL from Deribit for April 2026 ...")
+    rows = fetch_dvol_window(APRIL_START_MS, APRIL_END_MS, resolution=60)
+    df = pd.DataFrame(rows, columns=["ts_ms", "open", "high", "low", "close"])
+    df["minute"] = pd.to_datetime(df["ts_ms"], unit="ms", utc=True).dt.tz_localize(None)
+    df["dvol"] = df["close"]
+    df = df[["minute", "dvol"]].drop_duplicates("minute").sort_values("minute").reset_index(drop=True)
+    DVOL_OUT.parent.mkdir(parents=True, exist_ok=True)
+    df.to_parquet(DVOL_OUT)
+    print(f"saved {len(df)} rows -> {DVOL_OUT}")
+    return df
+
+
+def load_btc_april() -> pd.DataFrame:
+    dfs = []
+    for d in sorted(glob.glob(DATA_GLOB)):
+        for f in sorted(glob.glob(f"{d}/*.parquet")):
+            try:
+                df = pd.read_parquet(f)
+            except Exception:
+                continue
+            if "coin" in df.columns:
+                df = df[df["coin"] == "BTC"]
+            if len(df):
+                dfs.append(df)
+    df = pd.concat(dfs, ignore_index=True)
+    df = df.sort_values("minute").drop_duplicates("minute").reset_index(drop=True)
+    # `minute` is integer minutes-since-epoch -> convert to datetime
+    df["minute"] = pd.to_datetime(df["minute"].astype("int64") * 60, unit="s", utc=True).dt.tz_localize(None)
+    return df
+
+
+def add_fwd_60(df: pd.DataFrame) -> pd.DataFrame:
+    p = df["mid_price"].astype(float).values
+    fut = pd.Series(p).shift(-60).values
+    df["fwd_60"] = (fut - p) / p
+    df["abs_fwd_60"] = np.abs(df["fwd_60"])
+    return df
+
+
+def main():
+    pd.set_option("display.width", 200)
+    pd.set_option("display.float_format", "{:+.3f}".format)
+
+    print("=== loading data ===")
+    btc = add_fwd_60(load_btc_april())
+    print(f"  HL minutes: {len(btc)}  (range {btc.minute.min()} -> {btc.minute.max()})")
+
+    dvol = load_or_fetch_dvol()
+    print(f"  DVOL minutes: {len(dvol)}  "
+          f"(range {dvol.minute.min()} -> {dvol.minute.max()})")
+    print(f"  DVOL stats: mean={dvol.dvol.mean():.2f}  std={dvol.dvol.std():.2f}  "
+          f"min={dvol.dvol.min():.2f}  max={dvol.dvol.max():.2f}")
+
+    print("\n=== joining ===")
+    m = btc.merge(dvol, on="minute", how="inner")
+    print(f"  joined rows: {len(m)}  ({len(m)/len(btc)*100:.1f}% of HL coverage)")
+
+    # Per-decile of trade_count
+    m = m.dropna(subset=["trade_count", "dvol", "abs_fwd_60"]).copy()
+    m["dec"] = pd.qcut(m["trade_count"].rank(method="first"), 10, labels=False)
+    m["fair_straddle_bps"] = m["dvol"].apply(iv_pct_to_60min_straddle_bps)
+    m["abs_fwd_60_bps"] = m["abs_fwd_60"] * 10000
+
+    print(f"\n=== APRIL: TRADE_COUNT DECILE × DVOL ANALYSIS ===")
+    print("(top decile = high activity; project killer = DVOL ramps with decile)")
+    g = m.groupby("dec").agg(
+        n=("dec", "size"),
+        tc_mean=("trade_count", "mean"),
+        dvol_mean=("dvol", "mean"),
+        dvol_med=("dvol", "median"),
+        fair_straddle_mean_bps=("fair_straddle_bps", "mean"),
+        realized_mean_bps=("abs_fwd_60_bps", "mean"),
+        realized_med_bps=("abs_fwd_60_bps", "median"),
+    )
+    g["edge_free_options_bps"] = g["realized_mean_bps"] - g["fair_straddle_mean_bps"]
+    g["edge_median_bps"] = g["realized_med_bps"] - g["fair_straddle_mean_bps"]
+    g["dvol_pct_vs_mid"] = (g["dvol_mean"] / g["dvol_mean"].median() - 1) * 100
+    print(g.to_string())
+
+    # Top-decile vs bottom-decile DVOL: are MMs reacting to the signal?
+    top, bot = g.iloc[-1], g.iloc[0]
+    print(f"\n--- KEY READS ---")
+    print(f"DVOL bottom-decile mean: {bot['dvol_mean']:.2f}")
+    print(f"DVOL top-decile    mean: {top['dvol_mean']:.2f}")
+    print(f"DVOL top/bot ratio:      {top['dvol_mean']/bot['dvol_mean']:.3f}x")
+    print(f"DVOL delta (top - bot):  {top['dvol_mean'] - bot['dvol_mean']:+.2f} pct")
+
+    spearman = m.groupby("dec")["dvol"].mean().rank().corr(
+        pd.Series(range(10)), method="spearman")
+    print(f"Spearman(decile, DVOL_mean): {spearman:+.4f}  "
+          f"(+1 = perfect monotonic = MMs fully see the signal)")
+
+    print(f"\nTop-decile realized 60m |R| mean : {top['realized_mean_bps']:.1f} bps")
+    print(f"Top-decile fair-value straddle   : {top['fair_straddle_mean_bps']:.1f} bps")
+    print(f"Top-decile RAW EDGE (no bid-ask) : {top['edge_free_options_bps']:+.1f} bps")
+
+    # Conservative bid-ask assumption: 10bps round-trip for short-dated BTC
+    BID_ASK_BPS = 10.0
+    print(f"\nApply bid-ask {BID_ASK_BPS}bps round-trip:")
+    print(f"  Top-decile net edge: {top['edge_free_options_bps'] - BID_ASK_BPS:+.1f} bps")
+    BID_ASK_BPS_WIDE = 20.0
+    print(f"Apply bid-ask {BID_ASK_BPS_WIDE}bps round-trip (low-vol regime):")
+    print(f"  Top-decile net edge: {top['edge_free_options_bps'] - BID_ASK_BPS_WIDE:+.1f} bps")
+
+    # Conditional check: of top-decile firings, what fraction has realized > straddle?
+    top_mask = m["dec"] == 9
+    top = m[top_mask]
+    winners = (top["abs_fwd_60_bps"] > top["fair_straddle_bps"]).mean() * 100
+    print(f"\nTop-decile fraction where realized > fair-value straddle: {winners:.1f}%")
+    print(f"(50% = no edge; >50% = real but bid-ask still matters)")
+
+
+if __name__ == "__main__":
+    main()

fractonaut_chronicle.jsonl

@@ -1001,3 +1001,55 @@
 {"ts": "2026-06-07T04:31:04Z", "turn": 998, "cycle": 5063500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5063500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  43.8W  util=41%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528200   0.528740  +0.000000   0.003200\nasymmetry        315.416300 315.127271  -0.017400   1.920700\nvel_mean           0.222364   0.221052  +0.002077   0.004232\nvel_max            0.285740   0.285389  -0.001494   0.006569\nvel_var            0.002362   0.002445  -0.000141   0.000354\nvorticity_mean     0.026824   0.027855  -0.005197   0.011143\nstress_xx         -0.001078  -0.001041  -0.000017   0.000278\nstress_yy          0.001031   0.000990  +0.000037   0.000179\nstress_xy         -0.000410  -0.000368  -0.000068   0.000163\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5033500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5038500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5043500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5048500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5053500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5058500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
 {"ts": "2026-06-07T04:32:10Z", "turn": 999, "cycle": 5068500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5068500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  53.2W  util=28%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.529100   0.528720  +0.000900   0.003100\nasymmetry        315.085900 315.215446  -0.334000   1.951900\nvel_mean           0.223049   0.221043  +0.000251   0.004238\nvel_max            0.283438   0.285510  -0.001809   0.007409\nvel_var            0.002297   0.002445  -0.000017   0.000351\nvorticity_mean     0.022446   0.027888  -0.002731   0.011187\nstress_xx         -0.001009  -0.001046  +0.000036   0.000293\nstress_yy          0.001033   0.000997  -0.000019   0.000227\nstress_xy         -0.000347  -0.000369  +0.000018   0.000183\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5038500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5043500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5048500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5053500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5058500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5063500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
 {"ts": "2026-06-07T04:33:18Z", "turn": 1000, "cycle": 5073500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5073500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  42.1W  util=20%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.529800   0.528709  +0.000800   0.003200\nasymmetry        314.609300 315.293180  -0.530600   1.922900\nvel_mean           0.220508   0.221045  -0.001497   0.004188\nvel_max            0.283622   0.285365  -0.000248   0.006959\nvel_var            0.002518   0.002445  +0.000111   0.000347\nvorticity_mean     0.026356   0.027889  +0.003438   0.011148\nstress_xx         -0.001096  -0.001046  -0.000048   0.000280\nstress_yy          0.001010   0.001012  -0.000051   0.000177\nstress_xy         -0.000357  -0.000359  +0.000060   0.000146\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5043500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5048500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5053500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5058500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5063500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5068500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:34:27Z", "turn": 1001, "cycle": 5078500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5078500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  76.4W  util=4%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528400   0.528636  -0.001100   0.003300\nasymmetry        315.606000 315.415869  +0.796700   2.037000\nvel_mean           0.219417   0.221059  -0.000753   0.004224\nvel_max            0.285280   0.285386  +0.001124   0.007216\nvel_var            0.002532   0.002444  -0.000006   0.000350\nvorticity_mean     0.032415   0.027846  +0.004895   0.011183\nstress_xx         -0.000975  -0.001041  +0.000130   0.000304\nstress_yy          0.000930   0.001000  -0.000114   0.000155\nstress_xy         -0.000326  -0.000361  +0.000050   0.000137\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5048500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5053500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5058500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5063500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5068500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5073500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:35:38Z", "turn": 1002, "cycle": 5083500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5083500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  42.1W  util=18%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528200   0.528609  -0.000400   0.003200\nasymmetry        315.828000 315.500931  +0.220000   1.985300\nvel_mean           0.220341   0.221062  +0.001268   0.004196\nvel_max            0.286624   0.285360  +0.000298   0.006417\nvel_var            0.002491   0.002444  -0.000096   0.000353\nvorticity_mean     0.031796   0.027830  -0.001254   0.011116\nstress_xx         -0.001107  -0.001042  -0.000068   0.000239\nstress_yy          0.000941   0.000987  -0.000063   0.000185\nstress_xy         -0.000415  -0.000370  -0.000073   0.000175\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5053500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5058500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5063500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5068500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5073500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5078500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:36:44Z", "turn": 1003, "cycle": 5088500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5088500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  41.8W  util=26%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528200   0.528599  +0.000100   0.003200\nasymmetry        315.811700 315.584785  -0.042900   1.945200\nvel_mean           0.222845   0.221049  +0.001838   0.004183\nvel_max            0.283901   0.285420  -0.002239   0.007127\nvel_var            0.002308   0.002445  -0.000107   0.000338\nvorticity_mean     0.024898   0.027861  -0.005623   0.011169\nstress_xx         -0.000994  -0.001047  +0.000048   0.000269\nstress_yy          0.001029   0.000999  +0.000034   0.000206\nstress_xy         -0.000351  -0.000369  +0.000088   0.000176\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5058500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5063500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5068500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5073500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5078500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5083500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:37:51Z", "turn": 1004, "cycle": 5093500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5093500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  42.0W  util=18%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528900   0.528558  +0.001400   0.003300\nasymmetry        315.501100 315.683099  -0.765000   1.998100\nvel_mean           0.221862   0.221043  -0.001101   0.004203\nvel_max            0.283145   0.285429  -0.001601   0.006849\nvel_var            0.002411   0.002445  +0.000133   0.000348\nvorticity_mean     0.022994   0.027890  -0.000908   0.011244\nstress_xx         -0.000968  -0.001048  +0.000061   0.000279\nstress_yy          0.000992   0.001012  -0.000069   0.000191\nstress_xy         -0.000308  -0.000363  +0.000014   0.000143\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5063500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5068500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5073500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5078500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5083500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5088500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:39:00Z", "turn": 1005, "cycle": 5098500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5098500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  41.6W  util=21%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.529300   0.528582  +0.000200   0.003400\nasymmetry        315.195800 315.746118  -0.215000   2.027100\nvel_mean           0.220118   0.221049  -0.001503   0.004186\nvel_max            0.283393   0.285343  +0.001070   0.007754\nvel_var            0.002536   0.002444  +0.000062   0.000351\nvorticity_mean     0.027916   0.027878  +0.004585   0.011122\nstress_xx         -0.001030  -0.001040  -0.000076   0.000310\nstress_yy          0.000921   0.000994  -0.000113   0.000182\nstress_xy         -0.000379  -0.000366  -0.000032   0.000161\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5068500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5073500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5078500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5083500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5088500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5093500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:40:08Z", "turn": 1006, "cycle": 5103500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5103500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  41.9W  util=22%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528500   0.528558  -0.000900   0.003300\nasymmetry        315.957000 315.831797  +0.593400   1.995200\nvel_mean           0.219090   0.221059  -0.000794   0.004096\nvel_max            0.287556   0.285451  +0.000481   0.007001\nvel_var            0.002597   0.002444  +0.000064   0.000343\nvorticity_mean     0.033107   0.027844  +0.003529   0.011162\nstress_xx         -0.001139  -0.001039  -0.000101   0.000283\nstress_yy          0.000930   0.000991  -0.000105   0.000239\nstress_xy         -0.000362  -0.000367  -0.000021   0.000197\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5073500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5078500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5083500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5088500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5093500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5098500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:41:17Z", "turn": 1007, "cycle": 5108500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5108500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  41.8W  util=21%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.527900   0.528540  -0.000700   0.003200\nasymmetry        316.296500 315.914926  +0.440300   1.988300\nvel_mean           0.221073   0.221051  +0.001737   0.004207\nvel_max            0.287816   0.285413  +0.000525   0.005844\nvel_var            0.002402   0.002445  -0.000135   0.000345\nvorticity_mean     0.030244   0.027846  -0.003192   0.011226\nstress_xx         -0.001047  -0.001050  +0.000035   0.000279\nstress_yy          0.001031   0.001004  +0.000096   0.000206\nstress_xy         -0.000302  -0.000367  +0.000105   0.000161\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5078500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5083500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5088500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5093500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5098500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5103500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:42:24Z", "turn": 1008, "cycle": 5113500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5113500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  41.8W  util=20%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.527500   0.528485  +0.000600   0.003200\nasymmetry        316.552600 316.022767  -0.447200   1.980600\nvel_mean           0.222910   0.221042  +0.000864   0.004204\nvel_max            0.284013   0.285387  -0.002030   0.007866\nvel_var            0.002289   0.002445  -0.000019   0.000341\nvorticity_mean     0.023702   0.027874  -0.004967   0.011151\nstress_xx         -0.000967  -0.001043  +0.000092   0.000313\nstress_yy          0.001030   0.001006  -0.000015   0.000202\nstress_xy         -0.000378  -0.000362  -0.000027   0.000152\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5083500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5088500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5093500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5098500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5103500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5108500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:43:34Z", "turn": 1009, "cycle": 5118500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5118500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  41.7W  util=19%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.529000   0.528469  +0.000900   0.003300\nasymmetry        315.741900 316.108480  -0.591000   1.977700\nvel_mean           0.221522   0.221043  -0.001059   0.004147\nvel_max            0.282684   0.285334  -0.000733   0.006919\nvel_var            0.002478   0.002445  +0.000089   0.000341\nvorticity_mean     0.023471   0.027892  +0.000707   0.011131\nstress_xx         -0.001088  -0.001038  -0.000113   0.000274\nstress_yy          0.000993   0.000991  -0.000027   0.000216\nstress_xy         -0.000397  -0.000366  -0.000023   0.000154\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5088500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5093500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5098500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5103500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5108500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5113500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:44:40Z", "turn": 1010, "cycle": 5123500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5123500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  41.9W  util=21%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.529300   0.528416  -0.000300   0.003300\nasymmetry        315.750400 316.214328  +0.318800   2.040900\nvel_mean           0.219741   0.221059  -0.001866   0.004191\nvel_max            0.288909   0.285451  +0.004804   0.007100\nvel_var            0.002546   0.002444  +0.000120   0.000347\nvorticity_mean     0.029829   0.027867  +0.005089   0.011232\nstress_xx         -0.001039  -0.001045  +0.000006   0.000272\nstress_yy          0.000921   0.000995  -0.000076   0.000202\nstress_xy         -0.000377  -0.000371  -0.000031   0.000170\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5093500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5098500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5103500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5108500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5113500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5118500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:45:47Z", "turn": 1011, "cycle": 5128500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5128500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  52.7W  util=7%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528400   0.528415  -0.001100   0.003200\nasymmetry        316.364400 316.293651  +0.692400   1.948100\nvel_mean           0.219356   0.221063  -0.000137   0.004196\nvel_max            0.287282   0.285288  +0.002371   0.006207\nvel_var            0.002532   0.002444  -0.000039   0.000349\nvorticity_mean     0.033401   0.027836  +0.001947   0.011194\nstress_xx         -0.001090  -0.001053  -0.000034   0.000281\nstress_yy          0.001044   0.001007  +0.000146   0.000196\nstress_xy         -0.000334  -0.000366  +0.000009   0.000170\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5098500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5103500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5108500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5113500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5118500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5123500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:46:57Z", "turn": 1012, "cycle": 5133500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5133500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  45.1W  util=32%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.526900   0.528409  -0.000200   0.003200\nasymmetry        317.329900 316.366909  +0.187700   2.024900\nvel_mean           0.222166   0.221053  +0.002138   0.004135\nvel_max            0.287513   0.285322  +0.001656   0.007530\nvel_var            0.002292   0.002444  -0.000168   0.000349\nvorticity_mean     0.028373   0.027849  -0.004385   0.011088\nstress_xx         -0.001023  -0.001045  +0.000044   0.000263\nstress_yy          0.000989   0.001002  -0.000035   0.000167\nstress_xy         -0.000390  -0.000360  -0.000065   0.000168\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5103500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5108500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5113500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5118500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5123500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5128500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:48:05Z", "turn": 1013, "cycle": 5138500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5138500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  43.1W  util=28%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528300   0.528370  +0.001000   0.003300\nasymmetry        316.502000 316.469519  -0.565900   2.015100\nvel_mean           0.222539   0.221047  +0.000326   0.004196\nvel_max            0.283583   0.285420  -0.001911   0.006494\nvel_var            0.002392   0.002444  +0.000042   0.000353\nvorticity_mean     0.022707   0.027882  -0.003956   0.011182\nstress_xx         -0.001030  -0.001041  -0.000011   0.000236\nstress_yy          0.001070   0.000991  +0.000098   0.000182\nstress_xy         -0.000378  -0.000366  +0.000029   0.000177\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5108500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5113500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5118500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5123500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5128500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5133500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:49:13Z", "turn": 1014, "cycle": 5143500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5143500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  50.7W  util=65%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.529600   0.528360  +0.000800   0.003200\nasymmetry        315.843000 316.545047  -0.389500   1.953400\nvel_mean           0.221518   0.221050  -0.001305   0.004207\nvel_max            0.283895   0.285354  +0.000239   0.007746\nvel_var            0.002425   0.002444  +0.000073   0.000353\nvorticity_mean     0.024932   0.027890  +0.002541   0.011159\nstress_xx         -0.001014  -0.001047  +0.000049   0.000321\nstress_yy          0.001032   0.000996  +0.000003   0.000204\nstress_xy         -0.000358  -0.000372  -0.000019   0.000184\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5113500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5118500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5123500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5128500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5133500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5138500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:50:23Z", "turn": 1015, "cycle": 5148500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5148500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  46.6W  util=37%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.529300   0.528321  -0.000500   0.003200\nasymmetry        316.071600 316.642930  +0.354900   1.959000\nvel_mean           0.219420   0.221059  -0.001206   0.004208\nvel_max            0.285493   0.285400  +0.000518   0.008193\nvel_var            0.002573   0.002444  +0.000064   0.000347\nvorticity_mean     0.031687   0.027858  +0.005284   0.011134\nstress_xx         -0.001093  -0.001048  -0.000103   0.000265\nstress_yy          0.001033   0.001012  +0.000027   0.000172\nstress_xy         -0.000390  -0.000364  -0.000031   0.000154\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5118500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5123500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5128500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5133500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5138500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5143500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:51:33Z", "turn": 1016, "cycle": 5153500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5153500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  43.5W  util=28%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.526800   0.528293  -0.001500   0.003300\nasymmetry        317.661300 316.741627  +0.987300   2.040400\nvel_mean           0.220060   0.221063  +0.000878   0.004198\nvel_max            0.287036   0.285398  +0.001944   0.006347\nvel_var            0.002465   0.002444  -0.000083   0.000349\nvorticity_mean     0.032589   0.027832  +0.000088   0.011189\nstress_xx         -0.001049  -0.001039  +0.000050   0.000293\nstress_yy          0.000924   0.001002  -0.000145   0.000177\nstress_xy         -0.000423  -0.000359  -0.000048   0.000153\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5123500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5128500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5133500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5138500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5143500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5148500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:52:47Z", "turn": 1017, "cycle": 5158500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5158500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  43.5W  util=30%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.527200   0.528287  +0.000100   0.003100\nasymmetry        317.451400 316.812774  -0.144700   1.954400\nvel_mean           0.222264   0.221055  +0.001747   0.004176\nvel_max            0.284612   0.285398  -0.003591   0.006353\nvel_var            0.002351   0.002444  -0.000091   0.000351\nvorticity_mean     0.026337   0.027851  -0.005341   0.011100\nstress_xx         -0.001062  -0.001044  -0.000007   0.000289\nstress_yy          0.001039   0.000989  +0.000089   0.000195\nstress_xy         -0.000392  -0.000371  -0.000022   0.000172\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5128500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5133500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5138500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5143500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5148500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5153500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:53:58Z", "turn": 1018, "cycle": 5163500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5163500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  45.6W  util=28%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528800   0.528243  +0.000700   0.003200\nasymmetry        316.649300 316.915628  -0.291900   1.958500\nvel_mean           0.222815   0.221049  +0.000081   0.004214\nvel_max            0.283518   0.285397  -0.001406   0.006109\nvel_var            0.002350   0.002444  -0.000009   0.000345\nvorticity_mean     0.022365   0.027883  -0.002341   0.011154\nstress_xx         -0.000945  -0.001051  +0.000140   0.000277\nstress_yy          0.001047   0.001002  -0.000002   0.000214\nstress_xy         -0.000381  -0.000370  -0.000041   0.000160\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5133500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5138500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5143500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5148500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5153500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5158500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:55:08Z", "turn": 1019, "cycle": 5168500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5168500  omega=1.97  khra=0.03  gixx=0.008\ngpu=45C  63.4W  util=10%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.529600   0.528216  +0.000800   0.003200\nasymmetry        316.135000 317.008102  -0.536100   2.016200\nvel_mean           0.220466   0.221055  -0.001931   0.004214\nvel_max            0.283829   0.285379  -0.000207   0.006803\nvel_var            0.002512   0.002444  +0.000172   0.000351\nvorticity_mean     0.026700   0.027878  +0.003821   0.011197\nstress_xx         -0.001063  -0.001046  -0.000069   0.000264\nstress_yy          0.000987   0.001013  -0.000053   0.000169\nstress_xy         -0.000366  -0.000358  +0.000007   0.000158\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5138500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5143500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5148500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5153500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5158500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5163500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:56:17Z", "turn": 1020, "cycle": 5173500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5173500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  51.9W  util=40%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528000   0.528208  -0.001300   0.003200\nasymmetry        317.179300 317.086155  +0.809600   1.971400\nvel_mean           0.219193   0.221063  -0.000723   0.004193\nvel_max            0.285423   0.285362  +0.000902   0.007305\nvel_var            0.002537   0.002443  -0.000025   0.000350\nvorticity_mean     0.032609   0.027848  +0.004413   0.011122\nstress_xx         -0.000961  -0.001034  +0.000204   0.000316\nstress_yy          0.000846   0.000996  -0.000202   0.000227\nstress_xy         -0.000330  -0.000363  +0.000083   0.000163\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5143500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5148500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5153500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5158500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5163500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5168500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:57:25Z", "turn": 1021, "cycle": 5178500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5178500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  43.5W  util=32%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.526900   0.528226  -0.000800   0.003200\nasymmetry        317.965700 317.152206  +0.370100   1.935300\nvel_mean           0.220642   0.221056  +0.001329   0.004167\nvel_max            0.287439   0.285431  +0.000999   0.006705\nvel_var            0.002425   0.002443  -0.000112   0.000345\nvorticity_mean     0.031475   0.027844  -0.001684   0.011134\nstress_xx         -0.001105  -0.001052  -0.000050   0.000227\nstress_yy          0.000972   0.000989  +0.000057   0.000232\nstress_xy         -0.000386  -0.000372  +0.000019   0.000165\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5148500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5153500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5158500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5163500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5168500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5173500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:58:35Z", "turn": 1022, "cycle": 5183500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5183500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  45.6W  util=35%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528000   0.528164  +0.000100   0.003200\nasymmetry        317.286800 317.259762  -0.093200   1.971100\nvel_mean           0.222745   0.221046  +0.001460   0.004187\nvel_max            0.285727   0.285432  +0.000008   0.006607\nvel_var            0.002365   0.002445  -0.000042   0.000347\nvorticity_mean     0.024440   0.027866  -0.005691   0.011203\nstress_xx         -0.000973  -0.001050  +0.000104   0.000309\nstress_yy          0.001021   0.001006  +0.000007   0.000197\nstress_xy         -0.000355  -0.000364  +0.000107   0.000176\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5153500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5158500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5163500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5168500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5173500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5178500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T04:59:43Z", "turn": 1023, "cycle": 5188500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5188500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  45.4W  util=35%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528800   0.528120  +0.000900   0.003100\nasymmetry        316.973300 317.363383  -0.592800   1.972700\nvel_mean           0.222237   0.221045  -0.000975   0.004170\nvel_max            0.283676   0.285410  -0.001560   0.007334\nvel_var            0.002362   0.002445  +0.000093   0.000346\nvorticity_mean     0.023065   0.027888  -0.000343   0.011082\nstress_xx         -0.001046  -0.001044  -0.000032   0.000241\nstress_yy          0.000999   0.001010  -0.000054   0.000180\nstress_xy         -0.000317  -0.000360  +0.000046   0.000168\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5158500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5163500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5168500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5173500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5178500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5183500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:00:58Z", "turn": 1024, "cycle": 5193500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5193500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  45.0W  util=38%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.529100   0.528136  +0.000300   0.003200\nasymmetry        316.827600 317.431462  -0.162000   2.001400\nvel_mean           0.219868   0.221050  -0.001432   0.004193\nvel_max            0.284443   0.285394  +0.001615   0.007509\nvel_var            0.002562   0.002444  +0.000099   0.000342\nvorticity_mean     0.028494   0.027878  +0.004504   0.011133\nstress_xx         -0.000923  -0.001040  +0.000101   0.000279\nstress_yy          0.000962   0.000993  -0.000066   0.000193\nstress_xy         -0.000317  -0.000366  -0.000009   0.000164\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5163500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5168500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5173500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5178500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5183500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5188500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:02:06Z", "turn": 1025, "cycle": 5198500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5198500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  43.0W  util=20%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.527600   0.528106  -0.001000   0.003200\nasymmetry        317.969500 317.521632  +0.762000   1.979800\nvel_mean           0.219303   0.221060  -0.000559   0.004213\nvel_max            0.287682   0.285334  +0.003408   0.006825\nvel_var            0.002541   0.002443  +0.000021   0.000353\nvorticity_mean     0.033204   0.027840  +0.003220   0.011217\nstress_xx         -0.001148  -0.001048  -0.000185   0.000287\nstress_yy          0.000981   0.000990  +0.000020   0.000206\nstress_xy         -0.000346  -0.000367  -0.000003   0.000155\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5168500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5173500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5178500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5183500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5188500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5193500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:03:20Z", "turn": 1026, "cycle": 5203500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5203500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  42.9W  util=19%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.527700   0.528071  -0.000400   0.003300\nasymmetry        317.766600 317.616217  +0.074600   2.013800\nvel_mean           0.221353   0.221055  +0.001874   0.004182\nvel_max            0.286470   0.285360  -0.000324   0.007878\nvel_var            0.002401   0.002445  -0.000168   0.000349\nvorticity_mean     0.029839   0.027843  -0.003432   0.011132\nstress_xx         -0.001048  -0.001048  +0.000090   0.000278\nstress_yy          0.000998   0.001013  +0.000089   0.000210\nstress_xy         -0.000295  -0.000364  +0.000125   0.000176\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5173500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5178500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5183500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5188500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5193500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5198500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:04:28Z", "turn": 1027, "cycle": 5208500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5208500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  42.5W  util=22%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.527800   0.528020  +0.000700   0.003200\nasymmetry        318.028300 317.722640  -0.177900   1.949200\nvel_mean           0.223215   0.221042  +0.001233   0.004203\nvel_max            0.284779   0.285298  -0.001940   0.006756\nvel_var            0.002266   0.002445  -0.000078   0.000337\nvorticity_mean     0.023235   0.027874  -0.004879   0.011111\nstress_xx         -0.001013  -0.001045  +0.000012   0.000281\nstress_yy          0.001022   0.001006  -0.000009   0.000165\nstress_xy         -0.000352  -0.000361  -0.000015   0.000154\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5178500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5183500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5188500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5193500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5198500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5203500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:05:39Z", "turn": 1028, "cycle": 5213500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5213500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  44.8W  util=36%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528700   0.527985  +0.001200   0.003300\nasymmetry        317.369300 317.821469  -0.722800   2.008400\nvel_mean           0.221264   0.221047  -0.001183   0.004200\nvel_max            0.282842   0.285479  -0.000132   0.006584\nvel_var            0.002480   0.002444  +0.000110   0.000353\nvorticity_mean     0.024105   0.027886  +0.001327   0.011148\nstress_xx         -0.001042  -0.001047  -0.000080   0.000319\nstress_yy          0.001041   0.000988  +0.000043   0.000194\nstress_xy         -0.000411  -0.000368  -0.000049   0.000154\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5183500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5188500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5193500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5198500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5203500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5208500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:06:51Z", "turn": 1029, "cycle": 5218500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5218500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  45.3W  util=34%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528600   0.528016  -0.000200   0.003200\nasymmetry        317.566700 317.878905  +0.234400   2.015200\nvel_mean           0.219826   0.221052  -0.001226   0.004207\nvel_max            0.285771   0.285388  +0.002335   0.007914\nvel_var            0.002513   0.002444  +0.000011   0.000348\nvorticity_mean     0.030334   0.027868  +0.005413   0.011124\nstress_xx         -0.001108  -0.001046  -0.000081   0.000268\nstress_yy          0.000982   0.001002  -0.000013   0.000235\nstress_xy         -0.000361  -0.000368  -0.000006   0.000170\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5188500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5193500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5198500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5203500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5208500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5213500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:08:00Z", "turn": 1030, "cycle": 5223500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5223500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  42.0W  util=18%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528000   0.527925  -0.000400   0.003200\nasymmetry        318.048000 318.004751  +0.355300   1.935300\nvel_mean           0.219535   0.221066  +0.000295   0.004164\nvel_max            0.286069   0.285360  +0.000212   0.007177\nvel_var            0.002565   0.002444  -0.000034   0.000348\nvorticity_mean     0.033209   0.027828  +0.001602   0.011183\nstress_xx         -0.001093  -0.001053  +0.000026   0.000266\nstress_yy          0.001057   0.001013  +0.000146   0.000191\nstress_xy         -0.000346  -0.000365  +0.000024   0.000172\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5193500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5198500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5203500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5208500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5213500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5218500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:09:11Z", "turn": 1031, "cycle": 5228500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5228500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  41.9W  util=21%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.527000   0.527937  -0.000400   0.003200\nasymmetry        318.609300 318.078774  +0.220900   1.988200\nvel_mean           0.222144   0.221048  +0.002296   0.004202\nvel_max            0.285920   0.285421  -0.000539   0.006705\nvel_var            0.002321   0.002445  -0.000152   0.000353\nvorticity_mean     0.027824   0.027852  -0.004814   0.011205\nstress_xx         -0.001066  -0.001042  +0.000022   0.000292\nstress_yy          0.001016   0.000999  +0.000011   0.000179\nstress_xy         -0.000358  -0.000361  -0.000041   0.000142\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5198500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5203500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5208500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5213500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5218500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5223500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:10:21Z", "turn": 1032, "cycle": 5233500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5233500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  42.2W  util=24%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.527300   0.527882  +0.000800   0.003300\nasymmetry        318.572200 318.181201  -0.359200   2.043500\nvel_mean           0.222430   0.221042  -0.000149   0.004170\nvel_max            0.282795   0.285377  -0.003642   0.007785\nvel_var            0.002378   0.002445  +0.000100   0.000351\nvorticity_mean     0.022648   0.027883  -0.003642   0.011104\nstress_xx         -0.001052  -0.001045  -0.000043   0.000259\nstress_yy          0.001042   0.000989  +0.000053   0.000235\nstress_xy         -0.000352  -0.000368  +0.000019   0.000157\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5203500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5208500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5213500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5218500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5223500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5228500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:11:31Z", "turn": 1033, "cycle": 5238500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5238500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  41.7W  util=18%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528600   0.527913  +0.000400   0.003200\nasymmetry        317.738400 318.237257  -0.301100   1.969300\nvel_mean           0.221031   0.221044  -0.001432   0.004206\nvel_max            0.285168   0.285436  +0.002263   0.007862\nvel_var            0.002503   0.002445  +0.000087   0.000349\nvorticity_mean     0.025250   0.027894  +0.002872   0.011179\nstress_xx         -0.000975  -0.001053  +0.000063   0.000283\nstress_yy          0.001031   0.001004  +0.000010   0.000204\nstress_xy         -0.000372  -0.000370  +0.000027   0.000165\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5208500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5213500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5218500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5223500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5228500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5233500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:12:38Z", "turn": 1034, "cycle": 5243500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5243500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  42.3W  util=30%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528400   0.527903  -0.000800   0.003200\nasymmetry        318.041100 318.321623  +0.475200   1.978500\nvel_mean           0.219261   0.221057  -0.001459   0.004209\nvel_max            0.286928   0.285422  +0.000380   0.006717\nvel_var            0.002586   0.002443  +0.000111   0.000353\nvorticity_mean     0.031829   0.027845  +0.005068   0.011176\nstress_xx         -0.001036  -0.001049  +0.000001   0.000249\nstress_yy          0.001059   0.001017  +0.000039   0.000191\nstress_xy         -0.000343  -0.000359  +0.000012   0.000173\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5213500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5218500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5223500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5228500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5233500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5238500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:13:47Z", "turn": 1035, "cycle": 5248500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5248500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  43.8W  util=27%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.527200   0.527890  -0.001200   0.003100\nasymmetry        318.871900 318.403035  +0.829100   1.936100\nvel_mean           0.219960   0.221057  +0.000833   0.004155\nvel_max            0.288489   0.285412  +0.001386   0.007657\nvel_var            0.002469   0.002443  -0.000097   0.000349\nvorticity_mean     0.032480   0.027830  -0.000356   0.011097\nstress_xx         -0.001023  -0.001026  +0.000043   0.000251\nstress_yy          0.000959   0.001016  -0.000116   0.000204\nstress_xy         -0.000426  -0.000349  -0.000070   0.000169\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5218500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5223500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5228500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5233500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5238500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5243500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:14:55Z", "turn": 1036, "cycle": 5253500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5253500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  55.6W  util=36%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.526400   0.527851  +0.000200   0.003300\nasymmetry        319.349100 318.503026  -0.160500   1.968200\nvel_mean           0.222584   0.221048  +0.001698   0.004183\nvel_max            0.285358   0.285408  -0.000618   0.007377\nvel_var            0.002294   0.002443  -0.000104   0.000334\nvorticity_mean     0.025988   0.027854  -0.005345   0.011146\nstress_xx         -0.001060  -0.001032  -0.000029   0.000249\nstress_yy          0.001066   0.001010  +0.000094   0.000202\nstress_xy         -0.000341  -0.000355  +0.000022   0.000174\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5223500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5228500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5233500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5238500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5243500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5248500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:16:07Z", "turn": 1037, "cycle": 5258500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5258500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  53.1W  util=8%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528100   0.527785  +0.000800   0.003100\nasymmetry        318.445300 318.619588  -0.415300   1.936400\nvel_mean           0.222383   0.221048  -0.000290   0.004204\nvel_max            0.283276   0.285420  -0.000815   0.006661\nvel_var            0.002424   0.002443  +0.000061   0.000337\nvorticity_mean     0.022394   0.027875  -0.001990   0.011158\nstress_xx         -0.000975  -0.001039  +0.000059   0.000260\nstress_yy          0.001050   0.001023  -0.000018   0.000197\nstress_xy         -0.000347  -0.000351  +0.000027   0.000176\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5228500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5233500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5238500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5243500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5248500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5253500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:17:13Z", "turn": 1038, "cycle": 5263500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5263500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  43.4W  util=37%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.529200   0.527804  +0.000500   0.003200\nasymmetry        317.903100 318.675326  -0.247200   1.932200\nvel_mean           0.220585   0.221051  -0.001936   0.004146\nvel_max            0.286080   0.285437  +0.000973   0.006727\nvel_var            0.002490   0.002443  +0.000137   0.000341\nvorticity_mean     0.027020   0.027873  +0.004064   0.011091\nstress_xx         -0.001046  -0.001036  -0.000039   0.000233\nstress_yy          0.001000   0.001025  -0.000073   0.000147\nstress_xy         -0.000332  -0.000346  +0.000023   0.000156\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5233500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5238500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5243500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5248500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5253500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5258500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:18:24Z", "turn": 1039, "cycle": 5268500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5268500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  43.5W  util=30%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528200   0.527786  -0.000900   0.003100\nasymmetry        318.498400 318.765949  +0.623800   1.930900\nvel_mean           0.219078   0.221060  -0.000879   0.004195\nvel_max            0.286914   0.285378  +0.002013   0.006995\nvel_var            0.002570   0.002442  +0.000027   0.000328\nvorticity_mean     0.032905   0.027841  +0.004148   0.011143\nstress_xx         -0.001010  -0.001023  +0.000008   0.000208\nstress_yy          0.000919   0.001013  -0.000126   0.000166\nstress_xy         -0.000331  -0.000347  +0.000058   0.000145\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5238500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5243500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5248500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5253500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5258500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5263500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:19:38Z", "turn": 1040, "cycle": 5273500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5273500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  43.4W  util=28%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.526200   0.527779  -0.000700   0.003200\nasymmetry        319.880900 318.843803  +0.509300   1.974400\nvel_mean           0.220975   0.221058  +0.001518   0.004213\nvel_max            0.286813   0.285440  +0.000149   0.007141\nvel_var            0.002372   0.002442  -0.000143   0.000349\nvorticity_mean     0.031083   0.027831  -0.002145   0.011207\nstress_xx         -0.001070  -0.001033  -0.000020   0.000222\nstress_yy          0.001056   0.001012  +0.000095   0.000201\nstress_xy         -0.000331  -0.000355  +0.000047   0.000149\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5243500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5248500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5253500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5258500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5263500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5268500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:20:48Z", "turn": 1041, "cycle": 5278500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5278500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  45.6W  util=27%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.527100   0.527728  +0.000300   0.003300\nasymmetry        319.238100 318.946811  -0.200600   1.947800\nvel_mean           0.222709   0.221048  +0.001410   0.004135\nvel_max            0.283902   0.285398  -0.002427   0.006983\nvel_var            0.002365   0.002444  -0.000042   0.000342\nvorticity_mean     0.024117   0.027856  -0.005459   0.011127\nstress_xx         -0.000958  -0.001038  +0.000107   0.000256\nstress_yy          0.001012   0.001027  -0.000047   0.000191\nstress_xy         -0.000366  -0.000350  +0.000005   0.000160\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5248500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5253500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5258500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5263500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5268500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5273500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:21:56Z", "turn": 1042, "cycle": 5283500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5283500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  52.7W  util=15%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528600   0.527690  +0.000800   0.003100\nasymmetry        318.540400 319.052313  -0.459500   1.963100\nvel_mean           0.222438   0.221048  -0.000629   0.004186\nvel_max            0.283002   0.285403  -0.001698   0.007269\nvel_var            0.002355   0.002443  +0.000031   0.000333\nvorticity_mean     0.023054   0.027882  +0.000008   0.011126\nstress_xx         -0.001067  -0.001028  -0.000104   0.000278\nstress_yy          0.001024   0.001026  -0.000010   0.000187\nstress_xy         -0.000361  -0.000345  +0.000017   0.000156\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5253500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5258500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5263500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5268500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5273500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5278500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:23:02Z", "turn": 1043, "cycle": 5288500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5288500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  47.4W  util=86%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.529100   0.527645  +0.000400   0.003300\nasymmetry        318.278700 319.154660  -0.240900   2.015000\nvel_mean           0.219935   0.221060  -0.001415   0.004184\nvel_max            0.284316   0.285438  +0.000473   0.006430\nvel_var            0.002548   0.002442  +0.000101   0.000347\nvorticity_mean     0.029056   0.027858  +0.004868   0.011174\nstress_xx         -0.001010  -0.001027  +0.000044   0.000246\nstress_yy          0.001000   0.001006  -0.000015   0.000192\nstress_xy         -0.000296  -0.000353  +0.000058   0.000153\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5258500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5263500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5268500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5273500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5278500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5283500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:24:12Z", "turn": 1044, "cycle": 5293500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5293500  omega=1.97  khra=0.03  gixx=0.008\ngpu=45C  79.7W  util=11%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.526800   0.527650  -0.001400   0.003200\nasymmetry        319.787700 319.226260  +0.958200   1.983100\nvel_mean           0.219491   0.221063  -0.000048   0.004119\nvel_max            0.285232   0.285390  -0.000414   0.006935\nvel_var            0.002516   0.002442  -0.000028   0.000345\nvorticity_mean     0.033239   0.027828  +0.002883   0.011124\nstress_xx         -0.001069  -0.001038  -0.000167   0.000251\nstress_yy          0.001067   0.001014  +0.000139   0.000196\nstress_xy         -0.000322  -0.000355  -0.000032   0.000186\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5263500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5268500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5273500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5278500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5283500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5288500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:25:16Z", "turn": 1045, "cycle": 5298500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5298500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  53.6W  util=34%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.526700   0.527659  -0.000300   0.003400\nasymmetry        319.865100 319.294771  +0.075500   1.988300\nvel_mean           0.221415   0.221050  +0.001959   0.004184\nvel_max            0.285888   0.285345  -0.002187   0.006781\nvel_var            0.002396   0.002443  -0.000140   0.000333\nvorticity_mean     0.029299   0.027840  -0.003757   0.011188\nstress_xx         -0.001028  -0.001030  +0.000084   0.000242\nstress_yy          0.000983   0.001029  -0.000004   0.000221\nstress_xy         -0.000317  -0.000343  +0.000071   0.000164\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5268500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5273500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5278500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5283500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5288500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5293500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:26:29Z", "turn": 1046, "cycle": 5303500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5303500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  45.8W  util=25%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.527700   0.527647  +0.000400   0.003400\nasymmetry        319.358300 319.377502  -0.141900   2.030700\nvel_mean           0.223070   0.221040  +0.001061   0.004206\nvel_max            0.283734   0.285418  -0.001322   0.007075\nvel_var            0.002316   0.002444  -0.000058   0.000344\nvorticity_mean     0.022901   0.027876  -0.004732   0.011125\nstress_xx         -0.001078  -0.001030  -0.000065   0.000291\nstress_yy          0.001037   0.001019  +0.000032   0.000188\nstress_xy         -0.000324  -0.000346  -0.000002   0.000172\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5273500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5278500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5283500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5288500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5293500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5298500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:27:37Z", "turn": 1047, "cycle": 5308500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5308500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  54.1W  util=46%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528700   0.527591  +0.001300   0.003300\nasymmetry        318.826000 319.488445  -0.786800   1.956500\nvel_mean           0.221235   0.221045  -0.001629   0.004160\nvel_max            0.283585   0.285489  -0.002090   0.007096\nvel_var            0.002465   0.002443  +0.000155   0.000343\nvorticity_mean     0.024432   0.027881  +0.001757   0.011083\nstress_xx         -0.000975  -0.001035  +0.000011   0.000249\nstress_yy          0.001043   0.001008  +0.000031   0.000169\nstress_xy         -0.000363  -0.000357  -0.000044   0.000154\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5278500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5283500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5288500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5293500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5298500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5303500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:28:47Z", "turn": 1048, "cycle": 5313500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5313500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  47.5W  util=28%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528000   0.527570  -0.000500   0.003200\nasymmetry        319.310500 319.575746  +0.352600   1.965500\nvel_mean           0.219481   0.221054  -0.001255   0.004179\nvel_max            0.285595   0.285379  +0.001688   0.006998\nvel_var            0.002537   0.002443  +0.000010   0.000335\nvorticity_mean     0.030598   0.027855  +0.005127   0.011207\nstress_xx         -0.001184  -0.001037  -0.000202   0.000299\nstress_yy          0.001055   0.001020  +0.000061   0.000197\nstress_xy         -0.000418  -0.000351  -0.000074   0.000169\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5283500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5288500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5293500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5298500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5303500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5308500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:29:55Z", "turn": 1049, "cycle": 5318500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5318500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  52.7W  util=25%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.527000   0.527559  -0.000700   0.003100\nasymmetry        320.126300 319.656133  +0.519400   1.985000\nvel_mean           0.219504   0.221058  +0.000145   0.004215\nvel_max            0.287324   0.285381  +0.001565   0.007336\nvel_var            0.002537   0.002443  -0.000014   0.000344\nvorticity_mean     0.032987   0.027832  +0.001075   0.011172\nstress_xx         -0.001008  -0.001031  +0.000063   0.000247\nstress_yy          0.001023   0.001031  +0.000042   0.000187\nstress_xy         -0.000303  -0.000343  +0.000024   0.000157\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5288500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5293500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5298500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5303500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5308500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5313500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:31:04Z", "turn": 1050, "cycle": 5323500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5323500  omega=1.97  khra=0.03  gixx=0.008\ngpu=44C  49.3W  util=19%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.527300   0.527502  +0.000000   0.003100\nasymmetry        319.868100 319.769278  +0.069800   1.964500\nvel_mean           0.222113   0.221051  +0.001990   0.004154\nvel_max            0.286998   0.285469  -0.000519   0.007057\nvel_var            0.002363   0.002443  -0.000118   0.000342\nvorticity_mean     0.027337   0.027844  -0.005078   0.011072\nstress_xx         -0.001060  -0.001030  +0.000021   0.000254\nstress_yy          0.001054   0.001015  +0.000044   0.000189\nstress_xy         -0.000388  -0.000350  -0.000104   0.000149\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5293500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5298500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5303500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5308500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5313500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5318500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:32:19Z", "turn": 1051, "cycle": 5328500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5328500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  45.5W  util=34%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.527500   0.527498  +0.001000   0.003200\nasymmetry        319.972600 319.842871  -0.462900   1.948900\nvel_mean           0.222703   0.221037  -0.000162   0.004250\nvel_max            0.284155   0.285372  -0.002766   0.006849\nvel_var            0.002315   0.002444  +0.000054   0.000340\nvorticity_mean     0.022698   0.027884  -0.003064   0.011146\nstress_xx         -0.001034  -0.001036  -0.000006   0.000267\nstress_yy          0.001091   0.001011  +0.000039   0.000210\nstress_xy         -0.000360  -0.000354  +0.000019   0.000155\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5298500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5303500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5308500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5313500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5318500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5323500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}
+{"ts": "2026-06-07T05:33:28Z", "turn": 1052, "cycle": 5333500, "model": "gemma3:4b", "prompt": "CURRENT WINDOW (200 frames):\ncycle=5333500  omega=1.97  khra=0.03  gixx=0.008\ngpu=43C  45.0W  util=34%\n\nmetric                  now       mean      delta      range\n----------------------------------------------------------\ncoherence          0.528400   0.527459  +0.001000   0.003300\nasymmetry        319.364200 319.941286  -0.514900   1.987000\nvel_mean           0.220637   0.221047  -0.001430   0.004228\nvel_max            0.284822   0.285343  +0.002271   0.007656\nvel_var            0.002536   0.002443  +0.000117   0.000348\nvorticity_mean     0.025711   0.027879  +0.003028   0.011157\nstress_xx         -0.001012  -0.001032  +0.000027   0.000263\nstress_yy          0.001035   0.001029  -0.000002   0.000176\nstress_xy         -0.000344  -0.000350  +0.000028   0.000174\n\nPAST OBSERVATIONS (most recent last):\n[cycle 5303500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5308500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5313500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5318500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5323500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\n[cycle 5328500] Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500.\n\nWhat patterns do you see? What is repeating or changing?", "response": "Asymmetry exceeds the baseline range of 12.1..12.6 by 0.267900, starting at cycle 3418500, consistently across the last 10 cycles at cycle 4998500."}

market_tension_injector.py

@@ -0,0 +1,559 @@
+"""market_tension_injector.py — feed REAL market tensions into the lattice.
+
+Replaces the synthetic z-score/STR_CAP scheme of inject_continuous_stream.py.
+
+The previous injectors took market variables, z-scored them away to a
+dimensionless ±0.30 blob at (512,512), and asked the lattice to find
+structure. That destroyed all native magnitude and unit information. A
+5σ flow and a 3σ flow produced identical injections. Predictably, six
+"different variables" collapsed to one transfer function.
+
+This injector encodes four NATIVE market tensions, in physical units,
+as DISTINCT spatial forcing patterns the lattice can mechanically
+respond to differently:
+
+  ┌──────────────────────┬────────────────────────┬─────────────────────────┐
+  │ tension              │ physical interpretation│ lattice forcing pattern │
+  ├──────────────────────┼────────────────────────┼─────────────────────────┤
+  │ funding_bps          │ directional cost-to-   │ x-axis DIPOLE           │
+  │   (signed bps annual)│ carry, longs pulled vs │ (asymmetry forcing)     │
+  │                      │ shorts                 │                         │
+  │                      │                        │                         │
+  │ bs_ratio_signed      │ flow directional       │ x-axis OFFSET blob      │
+  │   (-0.5..+0.5)       │ imbalance THIS minute  │ (velocity bias)         │
+  │                      │                        │                         │
+  │ activity_excess      │ excitation relative to │ ISOTROPIC center blob   │
+  │   (>= -1, unbounded) │ own 500-min baseline   │ (density / energy)      │
+  │                      │                        │                         │
+  │ cvd_divergence       │ coiled spring — flow   │ VORTICITY RING          │
+  │   ($ / bps signed)   │ without price response │ (rotational forcing)    │
+  └──────────────────────┴────────────────────────┴─────────────────────────┘
+
+SCALING DISCIPLINE
+  No z-scoring. No rolling normalisation. Each tension is scaled to lattice
+  units by a FIXED PHYSICAL CONSTANT documented in MAP_SCALE below. Cross-
+  regime amplitude information is preserved: a 100bps funding day produces
+  exactly 2× the dipole strength of a 50bps day. A panic flow imbalance
+  produces 5× the velocity bias of a calm one. The lattice sees true
+  market amplitude.
+
+ARMS
+  A — control. No injection. Fresh baseline of the lattice's natural
+      variability over the experiment window. (Re-captured even though
+      we have an old arm A — field state may have drifted.)
+  T — tension. All four patterns injected per minute, each from its native
+      market value via fixed physical scale.
+
+PROTOCOL
+  - Run arm A first (n minutes), save parquet
+  - Cooldown 20 min (let field settle to a new baseline)
+  - Run arm T (same n minutes), save parquet
+  - Analyzer compares: does field state under arm T predict realized
+    vol / direction at h=5,15,60 BETTER than (a) arm A field, and (b) the
+    raw tensions themselves?
+
+REQUIREMENTS
+  - Lattice daemon alive on 5556 (telemetry PUB) / 5557 (cmd SUB).
+  - Must be launched via WSL setsid nohup (proven pattern from contstream).
+  - Tag: --agent-owner=PAPERTRADER per AGENTS.md ledger (this is research,
+    PaperTrader scope; lattice daemon itself is RESONANCE, untouched).
+
+Output: /mnt/d/Resonance_Engine/traj/tension_<RUN_ID>/
+    meta.json
+    funding_history.parquet           (raw HL fundingHistory cached)
+    arm_A_no_inject.parquet
+    arm_T_tension.parquet
+    progress.log
+"""
+from __future__ import annotations
+import argparse, glob, json, math, threading, time, urllib.request
+from pathlib import Path
+
+import numpy as np
+import pandas as pd
+import zmq
+
+# ───────────────────────── config ─────────────────────────
+DATA_ROOT  = "/mnt/d/PaperTrader/research/hl_data/minutes"
+COIN       = "BTC"
+
+# Default to a single day for the first run. Override with --days-glob.
+DEFAULT_DAYS_GLOB = "20260415*"
+
+# fixed physical scales — never refit, never z-score
+# (the whole point of this injector)
+MAP_SCALE = {
+    # funding_rate from HL is per-hour. Annualised bps = rate * 8760 * 10000.
+    # 100bps annualised → 1.0 dipole strength leg.
+    # Cap at ±2.0 leg strength (i.e. ±200bps annualised funding).
+    "funding_bps_per_strength": 100.0,
+    "funding_strength_cap":     2.0,
+
+    # bs_ratio_signed ranges natively ±0.5 (since ratio is 0..1, minus 0.5).
+    # Scale ×2 so full ±0.5 → ±1.0 strength.
+    "bs_ratio_per_strength":    0.5,
+    "bs_ratio_strength_cap":    1.0,
+
+    # activity_excess = (trade_count / rolling_500min_mean) - 1.
+    # Centred at 0. -1 = zero activity. +2 = 3× baseline. +5 = 6× baseline.
+    # Scale: 3.0 of excess → 1.0 strength. Cap at 5.
+    "activity_per_strength":    3.0,
+    "activity_strength_cap":    5.0,
+
+    # cvd_divergence = sum(signed_flow_usd, 60min) / (|price_change_60min_bps| + eps)
+    # Units: USD per bps. April BTC: median |val|=$566k, 90th=$2.5M, 99th=$13M, max=$100M.
+    # Tanh scale 2e6 keeps the bulk (q50 strength 0.28, q90 0.85) in the responsive
+    # part of the curve, while ~8% of extreme minutes saturate near ±1.0.
+    # Calibrated 2026-06-07 on 43k April minutes.
+    "cvd_div_tanh_scale":       2e6,
+}
+
+# ROLLING WINDOWS (computed per source minute, past-only by shift)
+ROLL_ACTIVITY_WIN = 500   # 500-min rolling baseline for activity_excess
+ROLL_CVD_WIN      = 60    # 60-min summed CVD and price change
+EPS_BPS           = 0.5   # epsilon to prevent /0 in cvd_div denominator
+
+# Lattice spatial geometry (lattice is 1024×1024, center 512,512)
+CENTER     = (512.0, 512.0)
+DIPOLE_OFF = 64.0    # dipole leg offset from center
+OFFSET_OFF = 64.0    # velocity-bias single-blob offset from center
+RING_R     = 96.0    # vorticity ring radius
+SIGMA      = 32.0    # gaussian sigma of each injection blob
+
+# Vorticity ring: N legs around the ring, alternating signs to create curl.
+# 4 legs is the minimum for a clean dipole-quadrupole rotation. 6 is smoother.
+VORTICITY_N_LEGS = 6
+
+# Timing
+PER_MINUTE_MS         = 100     # 10× realtime (proven in throughput probe)
+WAIT_AFTER_INJECT_MS  = 80      # extra room for the 4 force-patterns to settle
+COOLDOWN_BETWEEN_ARMS_S = 1200  # 20 min, same as contstream
+
+# 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"]
+
+# Funding fetch
+HL_INFO_URL = "https://api.hyperliquid.xyz/info"
+
+
+# ───────────────────────── logging ─────────────────────────
+RUN_ID  = time.strftime("%Y%m%dT%H%M%S")
+OUT_DIR = Path(f"/mnt/d/Resonance_Engine/traj/tension_{RUN_ID}")
+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)
+    OUT_DIR.mkdir(parents=True, exist_ok=True)
+    with PROGRESS.open("a") as f:
+        f.write(line + "\n")
+
+
+# ───────────────────────── ZMQ telemetry subscriber ─────────────────────────
+class LatestTel:
+    """Background thread holding the most-recent telemetry frame only."""
+
+    def __init__(self, addr: str):
+        self.ctx = zmq.Context.instance()
+        self.sock = self.ctx.socket(zmq.SUB)
+        self.sock.connect(addr)
+        self.sock.setsockopt(zmq.SUBSCRIBE, b"")
+        self.sock.setsockopt(zmq.RCVHWM, 2000)
+        self.latest: dict | None = None
+        self.latest_wall: float = 0.0
+        self.n_seen = 0
+        self._stop = threading.Event()
+        self._t = threading.Thread(target=self._run, daemon=True)
+        self._t.start()
+
+    def _run(self):
+        while not self._stop.is_set():
+            if self.sock.poll(100):
+                try:
+                    raw = self.sock.recv_string(zmq.NOBLOCK)
+                    self.latest = json.loads(raw)
+                    self.latest_wall = time.time()
+                    self.n_seen += 1
+                except Exception:
+                    pass
+
+    def snapshot(self) -> tuple[dict | None, float]:
+        return self.latest, self.latest_wall
+
+    def stop(self):
+        self._stop.set()
+        self._t.join(timeout=2)
+        try:
+            self.sock.close(0)
+        except Exception:
+            pass
+
+
+# ───────────────────────── data loading ─────────────────────────
+def load_btc(days_glob: str) -> pd.DataFrame:
+    day_dirs = sorted(glob.glob(f"{DATA_ROOT}/{days_glob}"))
+    if not day_dirs:
+        raise RuntimeError(f"no day dirs matching {days_glob} in {DATA_ROOT}")
+    log(f"loading {len(day_dirs)} day dirs ({day_dirs[0].split('/')[-1]} .. {day_dirs[-1].split('/')[-1]})")
+    dfs = []
+    for d in day_dirs:
+        for f in sorted(glob.glob(f"{d}/*.parquet")):
+            dfs.append(pd.read_parquet(f))
+    df = pd.concat(dfs, ignore_index=True)
+    df = df[df.coin == COIN].sort_values("minute").drop_duplicates("minute").reset_index(drop=True)
+    log(f"loaded {len(df)} unique minutes of {COIN}")
+    return df
+
+
+def fetch_funding_history(coin: str, start_min: int, end_min: int,
+                           cache: Path) -> pd.DataFrame:
+    """Pull HL fundingHistory for coin between [start_min, end_min] (minutes-since-epoch).
+    Returns DataFrame[minute_floor_hour, funding_bps_annual] joined-ready.
+    Caches raw JSON in `cache`."""
+    if cache.exists():
+        log(f"using cached funding: {cache}")
+        return pd.read_parquet(cache)
+
+    start_ms = int(start_min) * 60 * 1000
+    end_ms   = int(end_min)   * 60 * 1000
+    log(f"fetching HL fundingHistory for {coin} {start_ms} -> {end_ms}")
+    rows_all = []
+    cursor = start_ms
+    while cursor < end_ms:
+        body = json.dumps({"type": "fundingHistory", "coin": coin,
+                           "startTime": cursor, "endTime": end_ms}).encode()
+        req = urllib.request.Request(HL_INFO_URL, data=body,
+                                     headers={"Content-Type": "application/json"})
+        with urllib.request.urlopen(req, timeout=30) as r:
+            chunk = json.loads(r.read().decode())
+        if not chunk:
+            break
+        rows_all.extend(chunk)
+        last_ts = int(chunk[-1].get("time", 0))
+        if last_ts <= cursor:
+            break
+        cursor = last_ts + 1
+        time.sleep(0.15)
+    if not rows_all:
+        log("WARNING: empty fundingHistory response")
+        return pd.DataFrame(columns=["minute_hour", "funding_bps_annual"])
+    df = pd.DataFrame(rows_all)
+    df["minute_hour"] = (df["time"].astype("int64") // (1000 * 60))  # to minute-since-epoch
+    df["funding_rate_per_hour"] = df["fundingRate"].astype(float)
+    # annualized bps: per-hour rate × 8760 hours × 10000 bps
+    df["funding_bps_annual"] = df["funding_rate_per_hour"] * 8760 * 10000.0
+    df = df[["minute_hour", "funding_bps_annual"]].drop_duplicates("minute_hour").sort_values("minute_hour")
+    cache.parent.mkdir(parents=True, exist_ok=True)
+    df.to_parquet(cache)
+    log(f"funding rows: {len(df)}   "
+        f"mean={df.funding_bps_annual.mean():+.2f}bps  "
+        f"std={df.funding_bps_annual.std():+.2f}bps  "
+        f"range={df.funding_bps_annual.min():+.2f}..{df.funding_bps_annual.max():+.2f}")
+    return df
+
+
+def compute_tensions(df: pd.DataFrame, funding: pd.DataFrame) -> pd.DataFrame:
+    """Per minute, compute the four native tensions in physical units."""
+    out = df.copy()
+
+    # --- funding: forward-fill the hourly value onto each minute ---
+    # join via the floor-of-hour for each minute
+    out["minute_hour_floor"] = (out["minute"] // 60) * 60
+    out = out.merge(funding.rename(columns={"minute_hour": "minute_hour_floor"}),
+                    on="minute_hour_floor", how="left")
+    out["funding_bps"] = out["funding_bps_annual"].ffill()
+
+    # --- buy_sell ratio signed ---
+    denom = (out["taker_buy_usd"] + out["taker_sell_usd"]).replace(0, np.nan)
+    out["bs_ratio_signed"] = (out["taker_buy_usd"] / denom) - 0.5  # -0.5..+0.5
+
+    # --- activity_excess: trade_count / rolling-500min-mean - 1 ---
+    # past-only via shift(1)
+    rolling_mean = out["trade_count"].astype(float).shift(1).rolling(
+        window=ROLL_ACTIVITY_WIN, min_periods=50
+    ).mean()
+    out["activity_excess"] = (out["trade_count"].astype(float) / rolling_mean) - 1.0
+
+    # --- cvd_divergence: 60min summed signed_flow / |60min bps price change| ---
+    # past-only: window ends at minute t-1, then we ascribe to minute t.
+    sflow = out["signed_flow_usd"].astype(float)
+    cvd_60 = sflow.shift(1).rolling(window=ROLL_CVD_WIN, min_periods=10).sum()
+    px = out["mid_price"].astype(float)
+    # |price_change_60min| in bps, looking back from t-1 -> t-1-60
+    px_now  = px.shift(1)
+    px_then = px.shift(1 + ROLL_CVD_WIN)
+    pct_chg_bps = ((px_now - px_then) / px_then * 10000.0).abs()
+    out["cvd_divergence"] = cvd_60 / (pct_chg_bps + EPS_BPS)
+
+    return out
+
+
+# ───────────────────────── injection encoders ─────────────────────────
+def _send_inject(pub: zmq.Socket, x: float, y: float,
+                 strength: float, sigma: float = SIGMA) -> None:
+    payload = {"cmd": "inject_density",
+               "x": float(x), "y": float(y),
+               "sigma": float(sigma),
+               "strength": float(strength)}
+    pub.send_string(json.dumps(payload))
+
+
+def encode_funding_dipole(pub: zmq.Socket, funding_bps: float) -> None:
+    """Funding → x-axis dipole. Positive funding (longs paying) pushes +x,
+    negative funding (shorts paying) pushes -x."""
+    if not np.isfinite(funding_bps):
+        return
+    strength = funding_bps / MAP_SCALE["funding_bps_per_strength"]
+    strength = float(np.clip(strength, -MAP_SCALE["funding_strength_cap"],
+                                       +MAP_SCALE["funding_strength_cap"]))
+    if abs(strength) < 1e-6:
+        return
+    cx, cy = CENTER
+    _send_inject(pub, cx - DIPOLE_OFF, cy, -strength)
+    _send_inject(pub, cx + DIPOLE_OFF, cy, +strength)
+
+
+def encode_bsratio_velocity(pub: zmq.Socket, bs_ratio_signed: float) -> None:
+    """bs_ratio_signed → y-axis offset blob. Positive = more buying = +y push.
+    Y-axis chosen to keep funding (x-dipole) and bs_ratio orthogonal."""
+    if not np.isfinite(bs_ratio_signed):
+        return
+    strength = bs_ratio_signed / MAP_SCALE["bs_ratio_per_strength"]
+    strength = float(np.clip(strength, -MAP_SCALE["bs_ratio_strength_cap"],
+                                       +MAP_SCALE["bs_ratio_strength_cap"]))
+    if abs(strength) < 1e-6:
+        return
+    cx, cy = CENTER
+    sign = +1.0 if strength > 0 else -1.0
+    _send_inject(pub, cx, cy + OFFSET_OFF * sign, abs(strength))
+
+
+def encode_activity_isotropic(pub: zmq.Socket, activity_excess: float) -> None:
+    """activity_excess → isotropic center blob. Excess is always relative to
+    own baseline so -1 (zero activity) is a meaningful 'cold' state. We allow
+    NEGATIVE strength too — quiet minutes pull energy out of the field."""
+    if not np.isfinite(activity_excess):
+        return
+    strength = activity_excess / MAP_SCALE["activity_per_strength"]
+    strength = float(np.clip(strength, -MAP_SCALE["activity_strength_cap"] / 3.0,
+                                       +MAP_SCALE["activity_strength_cap"]))
+    if abs(strength) < 1e-6:
+        return
+    cx, cy = CENTER
+    _send_inject(pub, cx, cy, strength)
+
+
+def encode_cvd_vorticity(pub: zmq.Socket, cvd_divergence: float) -> None:
+    """cvd_divergence → vorticity ring around center. N legs alternating signs.
+    Direction of rotation = sign of divergence. Tanh keeps magnitude bounded."""
+    if not np.isfinite(cvd_divergence):
+        return
+    strength = math.tanh(cvd_divergence / MAP_SCALE["cvd_div_tanh_scale"])
+    if abs(strength) < 1e-6:
+        return
+    cx, cy = CENTER
+    sigma = SIGMA * 0.75   # tighter sigma so legs don't overlap excessively
+    for k in range(VORTICITY_N_LEGS):
+        theta = 2 * math.pi * k / VORTICITY_N_LEGS
+        x = cx + RING_R * math.cos(theta)
+        y = cy + RING_R * math.sin(theta)
+        s = strength if (k % 2 == 0) else -strength
+        _send_inject(pub, x, y, s, sigma)
+
+
+# ───────────────────────── per-arm runner ─────────────────────────
+def snapshot_row(tel: LatestTel, minute: int, arm: str,
+                 tensions: dict) -> dict:
+    snap, snap_wall = tel.snapshot()
+    rec = {
+        "minute":      int(minute),
+        "arm":         arm,
+        "snap_wall":   snap_wall,
+        "snap_age_ms": (time.time() - snap_wall) * 1000 if snap_wall else None,
+        "funding_bps":     tensions.get("funding_bps"),
+        "bs_ratio_signed": tensions.get("bs_ratio_signed"),
+        "activity_excess": tensions.get("activity_excess"),
+        "cvd_divergence":  tensions.get("cvd_divergence"),
+    }
+    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) -> pd.DataFrame:
+    log(f"\n=== arm {arm}: starting ({len(df)} minutes) ===")
+    if arm == "A":
+        log("  arm A: NO INJECTIONS — sampling state at cadence only")
+    elif arm == "T":
+        log("  arm T: 4 NATIVE TENSION INJECTIONS per minute")
+
+    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()
+        row = df.iloc[i]
+        tensions = {
+            "funding_bps":     row.get("funding_bps"),
+            "bs_ratio_signed": row.get("bs_ratio_signed"),
+            "activity_excess": row.get("activity_excess"),
+            "cvd_divergence":  row.get("cvd_divergence"),
+        }
+
+        if arm == "T" and pub is not None:
+            encode_funding_dipole   (pub, tensions["funding_bps"])
+            encode_bsratio_velocity (pub, tensions["bs_ratio_signed"])
+            encode_activity_isotropic(pub, tensions["activity_excess"])
+            encode_cvd_vorticity    (pub, tensions["cvd_divergence"])
+            time.sleep(wait_inject_s)
+        else:
+            time.sleep(wait_inject_s)
+
+        records.append(snapshot_row(tel, int(row.minute), arm, tensions))
+
+        spent = time.time() - t_tick
+        remaining = step_s - spent
+        if remaining > 0:
+            time.sleep(remaining)
+
+        if time.time() - last_status > 60:
+            elapsed = time.time() - t_arm_start
+            pct = (i + 1) / n_minutes * 100
+            rate_per_s = (i + 1) / elapsed if elapsed > 0 else 0
+            eta_s = (n_minutes - i - 1) / rate_per_s if rate_per_s > 0 else 0
+            cur_field = tel.latest or {}
+            log(f"  arm {arm} {i+1}/{n_minutes} ({pct:.1f}%)  "
+                f"rate={rate_per_s:.1f}min/s  ETA={eta_s/60:.1f}min  "
+                f"asym={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")
+    return pd.DataFrame(records)
+
+
+# ───────────────────────── main ─────────────────────────
+def main():
+    ap = argparse.ArgumentParser()
+    ap.add_argument("--days-glob", default=DEFAULT_DAYS_GLOB,
+                    help="day-dir glob pattern under hl_data/minutes/")
+    ap.add_argument("--max-minutes", type=int, default=None,
+                    help="cap the number of minutes used (handy for shakedown)")
+    ap.add_argument("--arms", default="A,T",
+                    help="comma-separated arm names to run (default A,T)")
+    ap.add_argument("--skip-funding", action="store_true",
+                    help="don't fetch funding history (uses NaN; useful for dry run)")
+    args = ap.parse_args()
+
+    log(f"=== market_tension_injector run_id={RUN_ID} ===")
+    log(f"out_dir={OUT_DIR}")
+    log(f"args: days_glob={args.days_glob} max_minutes={args.max_minutes} "
+        f"arms={args.arms}")
+
+    # load data
+    df = load_btc(args.days_glob)
+    if args.max_minutes:
+        df = df.head(args.max_minutes).reset_index(drop=True)
+        log(f"capped to first {args.max_minutes} minutes")
+
+    # funding
+    funding = pd.DataFrame(columns=["minute_hour", "funding_bps_annual"])
+    if not args.skip_funding:
+        try:
+            funding = fetch_funding_history(
+                COIN,
+                start_min=int(df.minute.min()) - 120,    # extra room for ffill
+                end_min=int(df.minute.max()) + 120,
+                cache=OUT_DIR / "funding_history.parquet"
+            )
+        except Exception as e:
+            log(f"funding fetch failed ({e}); proceeding with NaN funding")
+
+    # tensions
+    df = compute_tensions(df, funding)
+    log("tensions computed:")
+    for col in ["funding_bps", "bs_ratio_signed", "activity_excess", "cvd_divergence"]:
+        s = df[col]
+        finite = int(np.isfinite(s.astype(float)).sum())
+        log(f"  {col:<22}  n_finite={finite:>5}/{len(s)}  "
+            f"mean={s.mean():+.4f}  std={s.std():+.4f}  "
+            f"min={s.min():+.4f}  max={s.max():+.4f}")
+
+    # write meta
+    meta = {
+        "run_id": RUN_ID,
+        "coin": COIN,
+        "data_root": DATA_ROOT,
+        "days_glob": args.days_glob,
+        "n_minutes": int(len(df)),
+        "minute_range": [int(df.minute.min()), int(df.minute.max())],
+        "map_scale": MAP_SCALE,
+        "spatial": {
+            "center": list(CENTER), "dipole_off": DIPOLE_OFF,
+            "offset_off": OFFSET_OFF, "ring_r": RING_R,
+            "sigma": SIGMA, "vorticity_n_legs": VORTICITY_N_LEGS,
+        },
+        "timing": {
+            "per_minute_ms": PER_MINUTE_MS,
+            "wait_after_inject_ms": WAIT_AFTER_INJECT_MS,
+            "cooldown_between_arms_s": COOLDOWN_BETWEEN_ARMS_S,
+        },
+        "rolling_windows": {
+            "activity_baseline_min": ROLL_ACTIVITY_WIN,
+            "cvd_window_min":        ROLL_CVD_WIN,
+            "eps_bps":               EPS_BPS,
+        },
+        "arms": args.arms.split(","),
+    }
+    (OUT_DIR / "meta.json").write_text(json.dumps(meta, indent=2))
+
+    # ZMQ setup
+    tel = LatestTel(TEL_ADDR)
+    ctx = zmq.Context.instance()
+    pub = ctx.socket(zmq.PUB)
+    pub.connect(CMD_ADDR)
+    log(f"ZMQ connected: SUB {TEL_ADDR}, PUB {CMD_ADDR}")
+    log("warming up SUB socket (3s) ...")
+    time.sleep(3)
+    log(f"  initial tel_seen={tel.n_seen}  latest_age_ms="
+        f"{(time.time()-tel.latest_wall)*1000 if tel.latest_wall else -1:.0f}")
+
+    try:
+        arms_to_run = args.arms.split(",")
+        for ai, arm in enumerate(arms_to_run):
+            arm = arm.strip().upper()
+            if arm not in ("A", "T"):
+                log(f"skipping unknown arm: {arm}")
+                continue
+            if ai > 0:
+                log(f"--- cooldown {COOLDOWN_BETWEEN_ARMS_S}s ---")
+                time.sleep(COOLDOWN_BETWEEN_ARMS_S)
+            arm_df = run_arm(tel, pub if arm == "T" else None, arm, df)
+            outf = OUT_DIR / f"arm_{arm}_{'tension' if arm=='T' else 'no_inject'}.parquet"
+            arm_df.to_parquet(outf)
+            log(f"  saved {outf.name}  ({len(arm_df)} rows)")
+        log(f"\n=== ALL ARMS COMPLETE ===")
+        log(f"output: {OUT_DIR}")
+    finally:
+        tel.stop()
+        pub.close(0)
+        ctx.term()
+
+
+if __name__ == "__main__":
+    main()

traj/tension_20260607T122805/meta.json

@@ -0,0 +1,44 @@
+{
+  "run_id": "20260607T122805",
+  "coin": "BTC",
+  "data_root": "/mnt/d/PaperTrader/research/hl_data/minutes",
+  "days_glob": "20260415*",
+  "n_minutes": 5,
+  "minute_range": [
+    29603520,
+    29603524
+  ],
+  "map_scale": {
+    "funding_bps_per_strength": 100.0,
+    "funding_strength_cap": 2.0,
+    "bs_ratio_per_strength": 0.5,
+    "bs_ratio_strength_cap": 1.0,
+    "activity_per_strength": 3.0,
+    "activity_strength_cap": 5.0,
+    "cvd_div_tanh_scale": 1000000.0
+  },
+  "spatial": {
+    "center": [
+      512.0,
+      512.0
+    ],
+    "dipole_off": 64.0,
+    "offset_off": 64.0,
+    "ring_r": 96.0,
+    "sigma": 32.0,
+    "vorticity_n_legs": 6
+  },
+  "timing": {
+    "per_minute_ms": 100,
+    "wait_after_inject_ms": 80,
+    "cooldown_between_arms_s": 1200
+  },
+  "rolling_windows": {
+    "activity_baseline_min": 500,
+    "cvd_window_min": 60,
+    "eps_bps": 0.5
+  },
+  "arms": [
+    "A"
+  ]
+}

traj/tension_20260607T122805/progress.log

@@ -0,0 +1,22 @@
+[2026-06-07T12:28:05] === market_tension_injector run_id=20260607T122805 ===
+[2026-06-07T12:28:05] out_dir=/mnt/d/Resonance_Engine/traj/tension_20260607T122805
+[2026-06-07T12:28:05] args: days_glob=20260415* max_minutes=5 arms=A
+[2026-06-07T12:28:05] loading 1 day dirs (20260415 .. 20260415)
+[2026-06-07T12:28:06] loaded 1440 unique minutes of BTC
+[2026-06-07T12:28:06] capped to first 5 minutes
+[2026-06-07T12:28:06] tensions computed:
+[2026-06-07T12:28:06]   funding_bps             n_finite=    0/5  mean=+nan  std=+nan  min=+nan  max=+nan
+[2026-06-07T12:28:06]   bs_ratio_signed         n_finite=    5/5  mean=+0.3804  std=+0.0961  min=+0.2175  max=+0.4670
+[2026-06-07T12:28:06]   activity_excess         n_finite=    0/5  mean=+nan  std=+nan  min=+nan  max=+nan
+[2026-06-07T12:28:06]   cvd_divergence          n_finite=    0/5  mean=+nan  std=+nan  min=+nan  max=+nan
+[2026-06-07T12:28:06] ZMQ connected: SUB tcp://127.0.0.1:5556, PUB tcp://127.0.0.1:5557
+[2026-06-07T12:28:06] warming up SUB socket (3s) ...
+[2026-06-07T12:28:09]   initial tel_seen=20  latest_age_ms=100
+[2026-06-07T12:28:09] 
+=== arm A: starting (5 minutes) ===
+[2026-06-07T12:28:09]   arm A: NO INJECTIONS — sampling state at cadence only
+[2026-06-07T12:28:09]   arm A COMPLETE  records=5  total=0.0min
+[2026-06-07T12:28:09]   saved arm_A_no_inject.parquet  (5 rows)
+[2026-06-07T12:28:09] 
+=== ALL ARMS COMPLETE ===
+[2026-06-07T12:28:09] output: /mnt/d/Resonance_Engine/traj/tension_20260607T122805

traj/tension_20260607T123155/meta.json

@@ -0,0 +1,45 @@
+{
+  "run_id": "20260607T123155",
+  "coin": "BTC",
+  "data_root": "/mnt/d/PaperTrader/research/hl_data/minutes",
+  "days_glob": "20260415*",
+  "n_minutes": 60,
+  "minute_range": [
+    29603520,
+    29603579
+  ],
+  "map_scale": {
+    "funding_bps_per_strength": 100.0,
+    "funding_strength_cap": 2.0,
+    "bs_ratio_per_strength": 0.5,
+    "bs_ratio_strength_cap": 1.0,
+    "activity_per_strength": 3.0,
+    "activity_strength_cap": 5.0,
+    "cvd_div_tanh_scale": 2000000.0
+  },
+  "spatial": {
+    "center": [
+      512.0,
+      512.0
+    ],
+    "dipole_off": 64.0,
+    "offset_off": 64.0,
+    "ring_r": 96.0,
+    "sigma": 32.0,
+    "vorticity_n_legs": 6
+  },
+  "timing": {
+    "per_minute_ms": 100,
+    "wait_after_inject_ms": 80,
+    "cooldown_between_arms_s": 1200
+  },
+  "rolling_windows": {
+    "activity_baseline_min": 500,
+    "cvd_window_min": 60,
+    "eps_bps": 0.5
+  },
+  "arms": [
+    "A",
+    "T"
+  ]
+}

traj/tension_20260607T123155/progress.log

@@ -0,0 +1,22 @@
+[2026-06-07T12:31:55] === market_tension_injector run_id=20260607T123155 ===
+[2026-06-07T12:31:55] out_dir=/mnt/d/Resonance_Engine/traj/tension_20260607T123155
+[2026-06-07T12:31:55] args: days_glob=20260415* max_minutes=60 arms=A,T
+[2026-06-07T12:31:55] loading 1 day dirs (20260415 .. 20260415)
+[2026-06-07T12:31:55] loaded 1440 unique minutes of BTC
+[2026-06-07T12:31:55] capped to first 60 minutes
+[2026-06-07T12:31:55] fetching HL fundingHistory for BTC 1776204000000 -> 1776221940000
+[2026-06-07T12:31:56] funding rows: 5   mean=-1853.69bps  std=+898.44bps  range=-3397.26..-1235.68
+[2026-06-07T12:31:56] tensions computed:
+[2026-06-07T12:31:56]   funding_bps             n_finite=   60/60  mean=-1402.2920  std=+0.0000  min=-1402.2920  max=-1402.2920
+[2026-06-07T12:31:56]   bs_ratio_signed         n_finite=   60/60  mean=+0.0900  std=+0.2998  min=-0.4396  max=+0.4902
+[2026-06-07T12:31:56]   activity_excess         n_finite=   10/60  mean=-0.4355  std=+0.2214  min=-0.6889  max=+0.0893
+[2026-06-07T12:31:56]   cvd_divergence          n_finite=    0/60  mean=+nan  std=+nan  min=+nan  max=+nan
+[2026-06-07T12:31:56] ZMQ connected: SUB tcp://127.0.0.1:5556, PUB tcp://127.0.0.1:5557
+[2026-06-07T12:31:56] warming up SUB socket (3s) ...
+[2026-06-07T12:31:59]   initial tel_seen=19  latest_age_ms=84
+[2026-06-07T12:31:59] 
+=== arm A: starting (60 minutes) ===
+[2026-06-07T12:31:59]   arm A: NO INJECTIONS — sampling state at cadence only
+[2026-06-07T12:32:07]   arm A COMPLETE  records=60  total=0.1min
+[2026-06-07T12:32:07]   saved arm_A_no_inject.parquet  (60 rows)
+[2026-06-07T12:32:07] --- cooldown 1200s ---