diff --git a/artifacts/spectra/real-birds-ffmpeg/lesser-redpoll/Acanthis_cabaret_-_Lesser_Redpoll_XC482789-log-mel-flux.png b/artifacts/spectra/real-birds-ffmpeg/lesser-redpoll/Acanthis_cabaret_-_Lesser_Redpoll_XC482789-log-mel-flux.png
new file mode 100644
index 0000000..20ae418
Binary files /dev/null and b/artifacts/spectra/real-birds-ffmpeg/lesser-redpoll/Acanthis_cabaret_-_Lesser_Redpoll_XC482789-log-mel-flux.png differ
diff --git a/artifacts/spectra/real-birds-ffmpeg/lesser-redpoll/Acanthis_cabaret_-_Lesser_Redpoll_XC482789-mel-cepstral-features.csv b/artifacts/spectra/real-birds-ffmpeg/lesser-redpoll/Acanthis_cabaret_-_Lesser_Redpoll_XC482789-mel-cepstral-features.csv
index d25bd7c..0a61929 100644
--- a/artifacts/spectra/real-birds-ffmpeg/lesser-redpoll/Acanthis_cabaret_-_Lesser_Redpoll_XC482789-mel-cepstral-features.csv
+++ b/artifacts/spectra/real-birds-ffmpeg/lesser-redpoll/Acanthis_cabaret_-_Lesser_Redpoll_XC482789-mel-cepstral-features.csv
@@ -1,1980 +1,1980 @@
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diff --git a/artifacts/spectra/real-birds-ffmpeg/wattled-guan/Aburria_aburri_-_Wattled_Guan_XC250442-log-mel-flux.png b/artifacts/spectra/real-birds-ffmpeg/wattled-guan/Aburria_aburri_-_Wattled_Guan_XC250442-log-mel-flux.png
new file mode 100644
index 0000000..bc45ef1
Binary files /dev/null and b/artifacts/spectra/real-birds-ffmpeg/wattled-guan/Aburria_aburri_-_Wattled_Guan_XC250442-log-mel-flux.png differ
diff --git a/artifacts/spectra/real-birds-ffmpeg/wattled-guan/Aburria_aburri_-_Wattled_Guan_XC250442-mel-cepstral-features.csv b/artifacts/spectra/real-birds-ffmpeg/wattled-guan/Aburria_aburri_-_Wattled_Guan_XC250442-mel-cepstral-features.csv
index 7f80c53..a045b10 100644
--- a/artifacts/spectra/real-birds-ffmpeg/wattled-guan/Aburria_aburri_-_Wattled_Guan_XC250442-mel-cepstral-features.csv
+++ b/artifacts/spectra/real-birds-ffmpeg/wattled-guan/Aburria_aburri_-_Wattled_Guan_XC250442-mel-cepstral-features.csv
@@ -1,1980 +1,1980 @@
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+1954,3.908000,4.888992,4369.539,1730.845,0.054883,-10.517562,3.779789,-8.331362,-0.293697,2.196159,5.866670,-3.440457,-0.391759,0.734786,1.391533,-1.314136,-2.759362,0.488516,1.842026,-1.838331,0.205464,-0.400678,1.722047,0.888517,-0.421600
+1955,3.910000,4.812472,4384.642,1771.655,0.054880,-10.717499,3.702911,-8.397667,-0.390354,2.029910,5.873578,-3.348223,-0.255355,0.750530,1.382244,-1.571382,-2.856359,0.435297,1.840966,-1.760872,0.380459,-0.206193,1.775508,0.706425,-0.236585
+1956,3.912000,4.761745,4386.740,1770.948,0.059787,-10.910952,3.664443,-8.484548,-0.490900,1.935595,5.860769,-3.285644,-0.136296,0.836514,1.415463,-1.847134,-2.905036,0.429050,1.943913,-1.630295,0.565232,0.046800,1.840319,0.517278,-0.047969
+1957,3.914000,4.734019,4376.093,1737.319,0.067818,-11.078864,3.682687,-8.559415,-0.598966,1.902934,5.804423,-3.250142,-0.045323,0.986575,1.477927,-2.079840,-2.886122,0.490489,2.129827,-1.435658,0.728928,0.309495,1.883856,0.349264,0.150842
+1958,3.916000,4.728585,4354.365,1681.887,0.077532,-11.192823,3.783488,-8.592150,-0.706433,1.920865,5.690381,-3.248567,0.002040,1.180109,1.545668,-2.226972,-2.796295,0.630447,2.351595,-1.187027,0.830081,0.525807,1.871965,0.216819,0.345111
+1959,3.918000,4.745221,4324.454,1616.284,0.089879,-11.216793,3.987825,-8.561672,-0.797226,1.972307,5.519545,-3.292764,-0.018351,1.381677,1.585048,-2.286892,-2.668500,0.832030,2.538325,-0.924118,0.824978,0.645209,1.782247,0.120682,0.496357
+1960,3.920000,4.781352,4290.563,1551.189,0.102476,-11.133025,4.272832,-8.479711,-0.866642,2.024203,5.313002,-3.377143,-0.123904,1.562438,1.584489,-2.277200,-2.556781,1.054439,2.614567,-0.701662,0.696011,0.646786,1.630570,0.074560,0.579817
+1961,3.922000,4.833352,4256.921,1493.235,0.110920,-10.947634,4.579649,-8.385970,-0.914702,2.044710,5.115244,-3.482285,-0.323564,1.695447,1.568449,-2.209679,-2.490047,1.272437,2.562728,-0.535606,0.490359,0.546101,1.457179,0.083243,0.583475
+1962,3.924000,4.897992,4226.427,1443.954,0.112284,-10.686722,4.850138,-8.313832,-0.941234,2.029471,4.972726,-3.593848,-0.622991,1.745869,1.568704,-2.098215,-2.475924,1.465557,2.417868,-0.404031,0.283950,0.377120,1.292638,0.132289,0.515601
+1963,3.926000,4.970625,4200.335,1402.485,0.110257,-10.380333,5.067866,-8.249064,-0.937054,2.002530,4.899562,-3.707522,-1.004692,1.694410,1.608489,-1.959198,-2.506978,1.606263,2.225366,-0.288618,0.120885,0.177741,1.147115,0.197038,0.400291
+1964,3.928000,5.044200,4178.693,1368.580,0.109282,-10.050453,5.256094,-8.126774,-0.869909,2.001154,4.880230,-3.814584,-1.417191,1.555030,1.697493,-1.815966,-2.565955,1.673313,2.017405,-0.203298,-0.004406,-0.025376,1.018477,0.255773,0.248530
+1965,3.930000,5.110769,4160.652,1343.271,0.108220,-9.720472,5.438743,-7.889995,-0.719764,2.044348,4.885982,-3.911458,-1.812856,1.357336,1.828075,-1.688090,-2.628373,1.661093,1.814743,-0.168289,-0.107840,-0.211620,0.911999,0.312982,0.067630
+1966,3.932000,5.163416,4144.848,1327.693,0.110599,-9.433397,5.610933,-7.542152,-0.514932,2.114006,4.880341,-4.016717,-2.185926,1.116394,1.965140,-1.589664,-2.671471,1.583123,1.636713,-0.184932,-0.197203,-0.371520,0.828611,0.378074,-0.135716
+1967,3.934000,5.197277,4130.126,1322.474,0.107300,-9.237257,5.753931,-7.132119,-0.313965,2.172364,4.833282,-4.150320,-2.550833,0.842485,2.064198,-1.527013,-2.687746,1.465864,1.498258,-0.240904,-0.274551,-0.506652,0.763247,0.449933,-0.355786
+1968,3.936000,5.209849,4116.182,1327.985,0.096790,-9.150654,5.860786,-6.712386,-0.163001,2.200905,4.735171,-4.310986,-2.907293,0.556319,2.088066,-1.503889,-2.692714,1.339650,1.409290,-0.320617,-0.339530,-0.622331,0.707991,0.511325,-0.587799
+1969,3.938000,5.201005,4103.763,1343.993,0.083223,-9.158108,5.929390,-6.332625,-0.090216,2.203168,4.586487,-4.480563,-3.229038,0.290414,2.011970,-1.528039,-2.717512,1.228287,1.369529,-0.415346,-0.394341,-0.718843,0.655692,0.534861,-0.820346
+1970,3.940000,5.172624,4094.543,1369.696,0.070633,-9.219284,5.957250,-6.032694,-0.097515,2.200274,4.395749,-4.633095,-3.467084,0.092634,1.836748,-1.594909,-2.778996,1.153307,1.370684,-0.524790,-0.446027,-0.784422,0.602186,0.494653,-1.031132
+1971,3.942000,5.127974,4090.794,1404.149,0.063625,-9.278791,5.958212,-5.809713,-0.134155,2.238968,4.203026,-4.729672,-3.555620,0.024699,1.608362,-1.655997,-2.841781,1.156560,1.425569,-0.626096,-0.483084,-0.778120,0.572325,0.401656,-1.170603
+1972,3.944000,5.071502,4095.146,1446.013,0.066883,-9.303452,5.942375,-5.628857,-0.132371,2.347896,4.062631,-4.742069,-3.452974,0.124510,1.392690,-1.646513,-2.848246,1.270211,1.547333,-0.683021,-0.488903,-0.659710,0.603985,0.290024,-1.195064
+1973,3.946000,5.008317,4109.855,1493.293,0.078226,-9.327546,5.860100,-5.493450,-0.093457,2.466761,3.969228,-4.706292,-3.208079,0.344229,1.202057,-1.570805,-2.806895,1.445335,1.682545,-0.714843,-0.499330,-0.459789,0.673879,0.146279,-1.135899
+1974,3.948000,4.943116,4135.700,1543.447,0.077130,-9.392693,5.673705,-5.403319,-0.035655,2.526499,3.895859,-4.656605,-2.894302,0.613154,1.039264,-1.459944,-2.749921,1.613609,1.770129,-0.760470,-0.553809,-0.230426,0.740313,-0.044487,-1.044989
+1975,3.950000,4.879526,4171.082,1593.614,0.069414,-9.506169,5.400612,-5.333373,0.045721,2.513458,3.828310,-4.596752,-2.572016,0.871183,0.917900,-1.336367,-2.688233,1.746612,1.790236,-0.847403,-0.659409,-0.003441,0.785112,-0.267032,-0.960548
+1976,3.952000,4.820096,4212.189,1640.957,0.061081,-9.646006,5.093206,-5.262165,0.146186,2.442461,3.753721,-4.532285,-2.304941,1.053582,0.837589,-1.218770,-2.618167,1.847948,1.752318,-0.996473,-0.805317,0.198556,0.815370,-0.486354,-0.917280
+1977,3.954000,4.767007,4254.181,1683.390,0.056549,-9.776981,4.805780,-5.195658,0.233307,2.335152,3.669953,-4.480323,-2.154690,1.104073,0.786588,-1.117080,-2.535748,1.929703,1.680638,-1.218195,-0.973145,0.362208,0.869244,-0.643873,-0.928963
+1978,3.956000,4.723384,4292.817,1719.341,0.060579,-9.876138,4.566507,-5.159758,0.272258,2.222135,3.597554,-4.453563,-2.154449,0.995893,0.745851,-1.040865,-2.457405,1.982717,1.582977,-1.518433,-1.141805,0.486592,0.992898,-0.678763,-0.971800
diff --git a/research/bioacoustic-contestants-2026-05-24.md b/research/bioacoustic-contestants-2026-05-24.md
index 4a1684e..eaec49e 100644
--- a/research/bioacoustic-contestants-2026-05-24.md
+++ b/research/bioacoustic-contestants-2026-05-24.md
@@ -313,9 +313,11 @@ Decoded WAVs remain ignored scratch artifacts. Committed receipts live under
 `artifacts/spectra/real-birds-ffmpeg/`:
 
 - `lesser-redpoll/Acanthis_cabaret_-_Lesser_Redpoll_XC482789-log-mel.png`
+- `lesser-redpoll/Acanthis_cabaret_-_Lesser_Redpoll_XC482789-log-mel-flux.png`
 - `lesser-redpoll/Acanthis_cabaret_-_Lesser_Redpoll_XC482789-cepstrum.png`
 - `lesser-redpoll/Acanthis_cabaret_-_Lesser_Redpoll_XC482789-mel-cepstral-features.csv`
 - `wattled-guan/Aburria_aburri_-_Wattled_Guan_XC250442-log-mel.png`
+- `wattled-guan/Aburria_aburri_-_Wattled_Guan_XC250442-log-mel-flux.png`
 - `wattled-guan/Aburria_aburri_-_Wattled_Guan_XC250442-cepstrum.png`
 - `wattled-guan/Aburria_aburri_-_Wattled_Guan_XC250442-mel-cepstral-features.csv`
 
@@ -328,18 +330,26 @@ Invalid data found when processing input
 
 The mel-cepstral receipt tool chooses the loudest active window when no start
 time is supplied, then writes log-mel, cepstrum, and per-frame feature CSV. The
-first real-bird readings:
+feature CSV now includes positive log-mel spectral flux: frame-to-frame
+new-energy motion in mel space. This is a better timing-anchor surface than the
+plain cepstrum because sustained bands recede and attacks/glides light up.
+
+The first real-bird readings:
 
 ```text
 Lesser Redpoll active window: start=2.000s, duration=4.000s
 centroid median=2440 Hz, p90=3041 Hz, max=3981 Hz
 bandwidth median=2427 Hz, p90=2683 Hz
 peak-energy frame near 1.732s, centroid=3224 Hz, bandwidth=1768 Hz
+log-mel flux median=0.0870, p90=0.1166, p99=0.2079, max=0.3437
+top flux frames around 1.716-1.720s and 1.478-1.482s
 
 Wattled Guan active window: start=137.000s, duration=4.000s
 centroid median=2217 Hz, p90=4229 Hz, max=4445 Hz
 bandwidth median=1072 Hz, p90=1854 Hz
 peak-energy frame near 1.722s, centroid=2021 Hz, bandwidth=766 Hz
+log-mel flux median=0.0749, p90=0.1034, p99=0.1818, max=0.2370
+top flux frames around 0.034-0.036s and the 3.248-3.744s high-band shifts
 ```
 
 Read against the current `canary-packet-trill`, the lesson is blunt:
@@ -354,6 +364,11 @@ Read against the current `canary-packet-trill`, the lesson is blunt:
   deliberately sharp, but it is still too ladder-like. Real birds are carrying
   identity through redundant contour, roughness, onset statistics, and cepstral
   envelope motion at the same time. That is the next scoring surface.
+- The log-mel flux receipts are the clearest current clue. They expose repeated
+  curved strokes in Redpoll and slower phrase-boundary/harmonic-motion anchors
+  in Guan. The next decoder should treat flux ridges as anchor proposals, then
+  classify the surrounding log-mel/cepstral word shape instead of asking the
+  cepstrum to do all the work alone.
 
 ## Next Cut
 
diff --git a/tools/render_mel_cepstral_receipt.py b/tools/render_mel_cepstral_receipt.py
index 7866020..bb1f936 100644
--- a/tools/render_mel_cepstral_receipt.py
+++ b/tools/render_mel_cepstral_receipt.py
@@ -104,6 +104,16 @@ def colorize(surface: np.ndarray, floor: float | None = None, ceiling: float | N
     return Image.fromarray(np.stack([r, g, b], axis=2).astype(np.uint8), mode="RGB")
 
 
+def log_mel_flux(log_mel: np.ndarray) -> tuple[np.ndarray, np.ndarray]:
+    if log_mel.shape[1] == 0:
+        return log_mel.copy(), np.empty((0,), dtype=np.float32)
+
+    delta = np.diff(log_mel, axis=1, prepend=log_mel[:, :1])
+    positive_delta = np.maximum(delta, 0.0)
+    flux = np.sqrt(np.mean(positive_delta * positive_delta, axis=0)).astype(np.float32)
+    return positive_delta.astype(np.float32), flux
+
+
 def select_active_window(samples: np.ndarray, sample_rate: int, duration: float) -> int:
     window = max(1, int(round(duration * sample_rate)))
     if len(samples) <= window:
@@ -124,6 +134,7 @@ def write_features(
     path: Path,
     log_mel: np.ndarray,
     cepstrum: np.ndarray,
+    spectral_flux: np.ndarray,
     centers_hz: np.ndarray,
     sample_rate: int,
     hop: int,
@@ -135,7 +146,7 @@ def write_features(
 
     with path.open("w", newline="", encoding="utf-8") as handle:
         writer = csv.writer(handle)
-        header = ["frame", "time_seconds", "log_energy", "centroid_hz", "bandwidth_hz"]
+        header = ["frame", "time_seconds", "log_energy", "centroid_hz", "bandwidth_hz", "log_mel_spectral_flux"]
         header.extend(f"cepstrum_{index}" for index in range(cepstrum.shape[0]))
         writer.writerow(header)
         for frame in range(log_mel.shape[1]):
@@ -145,6 +156,7 @@ def write_features(
                 f"{math.log(max(float(energy[frame]), 1.0e-12)):.6f}",
                 f"{float(centroid[frame]):.3f}",
                 f"{float(bandwidth[frame]):.3f}",
+                f"{float(spectral_flux[frame]):.6f}",
             ]
             row.extend(f"{float(value):.6f}" for value in cepstrum[:, frame])
             writer.writerow(row)
@@ -178,20 +190,24 @@ def main() -> int:
     bank, centers = mel_filterbank(sample_rate, args.fft, args.mel_bands, args.min_hz, min(args.max_hz, sample_rate * 0.5))
     mel_power = np.maximum(bank @ power, 1.0e-18)
     log_mel = np.log(mel_power)
+    flux_surface, spectral_flux = log_mel_flux(log_mel)
     cepstrum = dct_matrix(args.cepstra, args.mel_bands) @ log_mel
 
     stem = args.input.stem
     log_mel_png = args.output_dir / f"{stem}-log-mel.png"
+    flux_png = args.output_dir / f"{stem}-log-mel-flux.png"
     cepstrum_png = args.output_dir / f"{stem}-cepstrum.png"
     features_csv = args.output_dir / f"{stem}-mel-cepstral-features.csv"
 
     width = max(900, log_mel.shape[1] * 4)
     colorize(log_mel).resize((width, 640)).save(log_mel_png)
+    colorize(flux_surface, floor=0.0).resize((width, 640)).save(flux_png)
     colorize(cepstrum).resize((width, 420)).save(cepstrum_png)
-    write_features(features_csv, log_mel, cepstrum, centers, sample_rate, args.hop)
+    write_features(features_csv, log_mel, cepstrum, spectral_flux, centers, sample_rate, args.hop)
 
     print(f"mel-cepstral input={args.input} sampleRate={sample_rate} startSeconds={start / sample_rate:.6f} samples={len(samples)}")
     print(f"logMel={log_mel_png}")
+    print(f"logMelFlux={flux_png}")
     print(f"cepstrum={cepstrum_png}")
     print(f"features={features_csv}")
     return 0