Atome LM v2 — SuperESP signed on-device heads + held-out metrics

superesp/ATTESTATION.json

@@ -0,0 +1,74 @@
+[
+  {
+    "head": "agri",
+    "signed": true,
+    "verify_ok": true,
+    "reason": "ok"
+  },
+  {
+    "head": "voice",
+    "signed": true,
+    "verify_ok": true,
+    "reason": "ok"
+  },
+  {
+    "head": "motion",
+    "signed": true,
+    "verify_ok": true,
+    "reason": "ok"
+  },
+  {
+    "head": "sound_scene",
+    "signed": true,
+    "verify_ok": true,
+    "reason": "ok"
+  },
+  {
+    "head": "anomaly",
+    "signed": true,
+    "verify_ok": true,
+    "reason": "ok"
+  },
+  {
+    "head": "air",
+    "signed": true,
+    "verify_ok": true,
+    "reason": "ok"
+  },
+  {
+    "head": "os_telem",
+    "signed": true,
+    "verify_ok": true,
+    "reason": "ok"
+  },
+  {
+    "head": "power",
+    "signed": true,
+    "verify_ok": true,
+    "reason": "ok"
+  },
+  {
+    "head": "occupancy",
+    "signed": true,
+    "verify_ok": true,
+    "reason": "ok"
+  },
+  {
+    "head": "wearable",
+    "signed": true,
+    "verify_ok": true,
+    "reason": "ok"
+  },
+  {
+    "head": "water",
+    "signed": true,
+    "verify_ok": true,
+    "reason": "ok"
+  },
+  {
+    "head": "forecast",
+    "signed": true,
+    "verify_ok": true,
+    "reason": "ok"
+  }
+]

superesp/PARITY.json

@@ -0,0 +1,6 @@
+{
+  "max_abs_diff": 1.430511474609375e-06,
+  "argmax_agree": true,
+  "cases": 10,
+  "blobs_load_in_c": 12
+}

superesp/RESULTS.json

@@ -0,0 +1,416 @@
+[
+  {
+    "head": "agri",
+    "title": "SuperESP-Agri",
+    "source": "SYNTH",
+    "classes": [
+      "healthy",
+      "needs_irrigate",
+      "frost_risk",
+      "pest_favorable",
+      "sensor_fault"
+    ],
+    "n_classes": 5,
+    "n_features": 30,
+    "params": 20512,
+    "test_acc": 0.9756,
+    "n_test": 450,
+    "abstain_aurc": 0.0015,
+    "oracle_aurc": 0.0003,
+    "random_aurc": 0.0244,
+    "coverage_at_5pct_risk": 1.0,
+    "blob_bytes": 6633,
+    "delta": {
+      "applicable": true,
+      "thr_0.02": {
+        "speedup": 7.08,
+        "max_err": 0.0046
+      },
+      "thr_0.05": {
+        "speedup": 8.41,
+        "max_err": 0.0179
+      },
+      "thr_0.1": {
+        "speedup": 10.92,
+        "max_err": 0.0376
+      }
+    },
+    "train_s": 42.4
+  },
+  {
+    "head": "voice",
+    "title": "SuperESP-Voice",
+    "source": "REAL",
+    "classes": [
+      "on",
+      "off",
+      "stop",
+      "go"
+    ],
+    "n_classes": 4,
+    "n_features": 32,
+    "params": 20480,
+    "test_acc": 0.625,
+    "n_test": 120,
+    "abstain_aurc": 0.7297,
+    "oracle_aurc": 0.37,
+    "random_aurc": 0.725,
+    "coverage_at_5pct_risk": 0.0,
+    "blob_bytes": 6625,
+    "delta": {
+      "applicable": false,
+      "reason": "tabular head, no temporal stream"
+    },
+    "train_s": 11.5
+  },
+  {
+    "head": "motion",
+    "title": "SuperESP-Motion",
+    "source": "REAL",
+    "classes": [
+      "walking",
+      "upstairs",
+      "downstairs",
+      "sitting",
+      "standing",
+      "laying"
+    ],
+    "n_classes": 6,
+    "n_features": 30,
+    "params": 20544,
+    "test_acc": 0.8109,
+    "n_test": 1544,
+    "abstain_aurc": 0.0644,
+    "oracle_aurc": 0.0191,
+    "random_aurc": 0.1891,
+    "coverage_at_5pct_risk": 0.532,
+    "blob_bytes": 6641,
+    "delta": {
+      "applicable": false,
+      "reason": "tabular head, no temporal stream"
+    },
+    "train_s": 142.1
+  },
+  {
+    "head": "sound_scene",
+    "title": "SuperESP-Sound-Scene",
+    "source": "SYNTH",
+    "classes": [
+      "quiet",
+      "alarm",
+      "glass_break",
+      "speech_like"
+    ],
+    "n_classes": 4,
+    "n_features": 32,
+    "params": 20480,
+    "test_acc": 0.975,
+    "n_test": 240,
+    "abstain_aurc": 0.0064,
+    "oracle_aurc": 0.0003,
+    "random_aurc": 0.025,
+    "coverage_at_5pct_risk": 1.0,
+    "blob_bytes": 6625,
+    "delta": {
+      "applicable": false,
+      "reason": "tabular head, no temporal stream"
+    },
+    "train_s": 33.1
+  },
+  {
+    "head": "anomaly",
+    "title": "SuperESP-Anomaly",
+    "source": "SYNTH",
+    "classes": [
+      "normal",
+      "imbalance",
+      "bearing_fault",
+      "looseness"
+    ],
+    "n_classes": 4,
+    "n_features": 32,
+    "params": 20480,
+    "test_acc": 0.9367,
+    "n_test": 300,
+    "abstain_aurc": 0.029,
+    "oracle_aurc": 0.002,
+    "random_aurc": 0.0633,
+    "coverage_at_5pct_risk": 0.963,
+    "blob_bytes": 6625,
+    "delta": {
+      "applicable": true,
+      "thr_0.02": {
+        "speedup": 4.04,
+        "max_err": 0.005
+      },
+      "thr_0.05": {
+        "speedup": 4.19,
+        "max_err": 0.0161
+      },
+      "thr_0.1": {
+        "speedup": 4.47,
+        "max_err": 0.04
+      }
+    },
+    "train_s": 28.3
+  },
+  {
+    "head": "air",
+    "title": "SuperESP-Air",
+    "source": "SYNTH",
+    "classes": [
+      "clean",
+      "co2_high",
+      "gas_leak",
+      "smoke"
+    ],
+    "n_classes": 4,
+    "n_features": 30,
+    "params": 20480,
+    "test_acc": 0.978,
+    "n_test": 360,
+    "abstain_aurc": 0.0,
+    "oracle_aurc": 0.0,
+    "random_aurc": 0.0,
+    "coverage_at_5pct_risk": 1.0,
+    "blob_bytes": 6625,
+    "delta": {
+      "applicable": true,
+      "thr_0.02": {
+        "speedup": 6.51,
+        "max_err": 0.0041
+      },
+      "thr_0.05": {
+        "speedup": 6.77,
+        "max_err": 0.01
+      },
+      "thr_0.1": {
+        "speedup": 7.28,
+        "max_err": 0.0238
+      }
+    },
+    "train_s": 34.2
+  },
+  {
+    "head": "os_telem",
+    "title": "SuperESP-OS",
+    "source": "SYNTH",
+    "classes": [
+      "normal",
+      "low_memory",
+      "overheating",
+      "wifi_degraded",
+      "power_fault"
+    ],
+    "n_classes": 5,
+    "n_features": 32,
+    "params": 20512,
+    "test_acc": 0.9867,
+    "n_test": 450,
+    "abstain_aurc": 0.0007,
+    "oracle_aurc": 0.0001,
+    "random_aurc": 0.0133,
+    "coverage_at_5pct_risk": 1.0,
+    "blob_bytes": 6633,
+    "delta": {
+      "applicable": true,
+      "thr_0.02": {
+        "speedup": 4.16,
+        "max_err": 0.0044
+      },
+      "thr_0.05": {
+        "speedup": 4.27,
+        "max_err": 0.0106
+      },
+      "thr_0.1": {
+        "speedup": 4.47,
+        "max_err": 0.0301
+      }
+    },
+    "train_s": 42.0
+  },
+  {
+    "head": "power",
+    "title": "SuperESP-Power",
+    "source": "SYNTH",
+    "classes": [
+      "off",
+      "resistive",
+      "motor",
+      "electronic"
+    ],
+    "n_classes": 4,
+    "n_features": 24,
+    "params": 20480,
+    "test_acc": 0.9806,
+    "n_test": 360,
+    "abstain_aurc": 0.0007,
+    "oracle_aurc": 0.0002,
+    "random_aurc": 0.0194,
+    "coverage_at_5pct_risk": 1.0,
+    "blob_bytes": 6625,
+    "delta": {
+      "applicable": true,
+      "thr_0.02": {
+        "speedup": 8.05,
+        "max_err": 0.0026
+      },
+      "thr_0.05": {
+        "speedup": 8.28,
+        "max_err": 0.0142
+      },
+      "thr_0.1": {
+        "speedup": 8.73,
+        "max_err": 0.0325
+      }
+    },
+    "train_s": 28.8
+  },
+  {
+    "head": "occupancy",
+    "title": "SuperESP-Occupancy",
+    "source": "SYNTH",
+    "classes": [
+      "empty",
+      "occupied",
+      "crowded"
+    ],
+    "n_classes": 3,
+    "n_features": 24,
+    "params": 20448,
+    "test_acc": 0.9841,
+    "n_test": 315,
+    "abstain_aurc": 0.0008,
+    "oracle_aurc": 0.0001,
+    "random_aurc": 0.0159,
+    "coverage_at_5pct_risk": 1.0,
+    "blob_bytes": 6617,
+    "delta": {
+      "applicable": true,
+      "thr_0.02": {
+        "speedup": 8.01,
+        "max_err": 0.0041
+      },
+      "thr_0.05": {
+        "speedup": 8.15,
+        "max_err": 0.0127
+      },
+      "thr_0.1": {
+        "speedup": 8.55,
+        "max_err": 0.0221
+      }
+    },
+    "train_s": 25.4
+  },
+  {
+    "head": "wearable",
+    "title": "SuperESP-Wearable",
+    "source": "SYNTH",
+    "classes": [
+      "rest",
+      "active",
+      "exercise",
+      "irregular"
+    ],
+    "n_classes": 4,
+    "n_features": 24,
+    "params": 20480,
+    "test_acc": 0.9833,
+    "n_test": 360,
+    "abstain_aurc": 0.0005,
+    "oracle_aurc": 0.0001,
+    "random_aurc": 0.0167,
+    "coverage_at_5pct_risk": 1.0,
+    "blob_bytes": 6625,
+    "delta": {
+      "applicable": true,
+      "thr_0.02": {
+        "speedup": 8.09,
+        "max_err": 0.0027
+      },
+      "thr_0.05": {
+        "speedup": 8.4,
+        "max_err": 0.0098
+      },
+      "thr_0.1": {
+        "speedup": 9.01,
+        "max_err": 0.0292
+      }
+    },
+    "train_s": 28.7
+  },
+  {
+    "head": "water",
+    "title": "SuperESP-Water",
+    "source": "SYNTH",
+    "classes": [
+      "no_flow",
+      "normal_use",
+      "leak",
+      "burst"
+    ],
+    "n_classes": 4,
+    "n_features": 32,
+    "params": 20480,
+    "test_acc": 0.9889,
+    "n_test": 360,
+    "abstain_aurc": 0.0001,
+    "oracle_aurc": 0.0001,
+    "random_aurc": 0.0111,
+    "coverage_at_5pct_risk": 1.0,
+    "blob_bytes": 6625,
+    "delta": {
+      "applicable": true,
+      "thr_0.02": {
+        "speedup": 8.19,
+        "max_err": 0.0046
+      },
+      "thr_0.05": {
+        "speedup": 8.53,
+        "max_err": 0.0114
+      },
+      "thr_0.1": {
+        "speedup": 9.26,
+        "max_err": 0.0344
+      }
+    },
+    "train_s": 34.3
+  },
+  {
+    "head": "forecast",
+    "title": "SuperESP-Forecast",
+    "source": "SYNTH",
+    "classes": [
+      "safe",
+      "later",
+      "soon",
+      "imminent"
+    ],
+    "n_classes": 4,
+    "n_features": 24,
+    "params": 20480,
+    "test_acc": 0.831,
+    "n_test": 420,
+    "abstain_aurc": 0.0554,
+    "oracle_aurc": 0.0152,
+    "random_aurc": 0.169,
+    "coverage_at_5pct_risk": 0.586,
+    "blob_bytes": 6625,
+    "delta": {
+      "applicable": true,
+      "thr_0.02": {
+        "speedup": 8.4,
+        "max_err": 0.0057
+      },
+      "thr_0.05": {
+        "speedup": 9.19,
+        "max_err": 0.0151
+      },
+      "thr_0.1": {
+        "speedup": 10.92,
+        "max_err": 0.0429
+      }
+    },
+    "train_s": 32.5
+  }
+]

superesp/agri.att.json

@@ -0,0 +1,19 @@
+{
+  "receipt": {
+    "magic": "SESPATT1",
+    "head": "agri",
+    "n_classes": 5,
+    "classes": [
+      "healthy",
+      "needs_irrigate",
+      "frost_risk",
+      "pest_favorable",
+      "sensor_fault"
+    ],
+    "sha256": "169b85540a827b65dc84b38639c8d0d127b3e22d5a57cc760d5da5b0da749ad2",
+    "blob_bytes": 6633,
+    "created": "2026-06-28T01:04:38.976422+00:00",
+    "pubkey": "a668650a5a20dc882053ea9754dc3502663a7379064c40ec9828cd581844ec36"
+  },
+  "signature": "0b630afcb421f0c60c9b06287c58c623edf948c0434a75e9a77d014e284f023b871ffcfceed62d4cb1ca46085f893073a3395be255de1ed9696199ec0f54cb08"
+}

superesp/agri.tok.json

@@ -0,0 +1 @@
+{"vmin": [-20.284624113064638, 4.674502689918469, -29.983974809442138, 6.384918998099579, 0.0, -20.072270303344833, 2.991530957740933, -30.305411357832426, 5.118388400295918, 0.0, -20.092456222337844, 0.7485445952573355, -29.748806185229185, 3.717348312836706, 0.0, -20.130440648324154, 0.12476722470652502, -30.065178280130986, 2.0594932577397875, 0.0, -19.812057037746857, -2.7050569312648474, -29.937524547190666, 0.36680897116423017, 0.0, -20.19476802859836, -4.21274816967793, -30.048165650766805, -1.587235917012162, 0.0], "vmax": [64.36550095798124, 94.85157086357549, 94.44476300752486, 94.91350900137499, 6.507801598916384, 65.80896686139357, 95.25155032604869, 95.34503069263376, 94.95459083378881, 6.43824744278725, 64.69469484858519, 94.87889586638687, 95.43872874777227, 95.04822469434586, 6.439981230897513, 70.28265391231758, 95.44600418206541, 95.93488154140317, 94.97489810881262, 6.342883703667535, 69.26301969570811, 95.1584599754412, 98.7235029555509, 94.5859092133303, 6.536886964993458, 67.08178768328874, 95.45583307222137, 100.87833011974301, 95.03292278045907, 6.203056378129465]}

superesp/air.att.json

@@ -0,0 +1,18 @@
+{
+  "receipt": {
+    "magic": "SESPATT1",
+    "head": "air",
+    "n_classes": 4,
+    "classes": [
+      "clean",
+      "co2_high",
+      "gas_leak",
+      "smoke"
+    ],
+    "sha256": "88df23a50ba82f7bb9beb314dfea94cce216bcbf4c81e41c1e7579f62f0caf72",
+    "blob_bytes": 6625,
+    "created": "2026-06-28T01:04:38.981415+00:00",
+    "pubkey": "a668650a5a20dc882053ea9754dc3502663a7379064c40ec9828cd581844ec36"
+  },
+  "signature": "6330833acce959d65edd5d3ef8656abcbe5a77ff123bf312a9adcfb60897b3576ce2e91068887f3a0b995b009598e179a7b7b40395950926a0cefed8af905200"
+}

superesp/air.tok.json

@@ -0,0 +1 @@
+{"vmin": [46.40731663032045, 293.66663119485446, 25.829147048225437, 18.530656937408164, 34.720301969618994, -12.946715010646628, 192.7872361070475, -6.203851704608496, 16.94389064760005, 31.074267022399475, -44.512382413955024, 56.06895457883536, -32.205243824219, 13.948921284800845, 26.64857027659178, -77.63154369033293, 10.228760622049379, -42.33218781896767, 13.018850225556681, 20.067076064946725, -180.21315187548097, -15.081248362956899, -80.97777081528338, 9.6906195804836, 14.756081103050153, -209.7225977429194, -167.7956095771592, -153.83555691391228, 3.770115050999536, 9.239220781941244], "vmax": [313.81413160171513, 927.752196691848, 238.3165195596252, 30.358419840781004, 54.623479577688826, 452.02058966679436, 1154.7318993513834, 288.63582507137994, 36.27943261228643, 58.046094225246684, 619.6486184756284, 1555.1188561388765, 368.31212617714186, 40.51504207724188, 58.77141398225288, 713.1819768942341, 1754.4091415665291, 429.9629269513306, 45.65645588120995, 57.79225454568768, 893.9380141220345, 1968.0714190923477, 529.0248739792308, 51.56765947255902, 57.65479319752558, 1015.7715480861635, 2248.1682479698575, 573.3051825444644, 59.26549682225774, 60.782014387516625]}

superesp/anomaly.att.json

@@ -0,0 +1,18 @@
+{
+  "receipt": {
+    "magic": "SESPATT1",
+    "head": "anomaly",
+    "n_classes": 4,
+    "classes": [
+      "normal",
+      "imbalance",
+      "bearing_fault",
+      "looseness"
+    ],
+    "sha256": "0f079875a93ee876bc516afdd01e778e092fda4123c9379d1560caaebe690825",
+    "blob_bytes": 6625,
+    "created": "2026-06-28T01:04:38.980666+00:00",
+    "pubkey": "a668650a5a20dc882053ea9754dc3502663a7379064c40ec9828cd581844ec36"
+  },
+  "signature": "316efb18f6e7f7be30eff9ce0fdd7f4db678d50925f433835654906c8f48d63da27b4e2eeae625e982df40cfdd8731a50c67c04a820fedc890442ff2c7a5fc0f"
+}

superesp/anomaly.tok.json

@@ -0,0 +1 @@
+{"vmin": [2.341497647467244, -0.155834601326727, -0.44314139387787027, -0.4792964393279704, -0.8340666983651225, -0.7460202922691787, -0.32281467353527576, -0.3581124147433269, 2.386569487179362, -0.3006678854791076, -0.36176188909276563, -0.6338934445618871, -0.8959712853723539, -0.5738963485245814, -0.18716678320799834, -0.2888202235066549, 2.3541518227630895, -0.3635071405401324, -0.3454954275710071, -0.4055834244406676, -0.5699656046726564, -0.7710987925141456, -0.26847861509564147, -0.17635568083389863, 2.340030999378606, -0.3498611630632317, -0.3620808442954727, -0.50556641364159, -0.7058573039710601, -0.475194403247733, -0.36366546924354587, -0.22820490056659654], "vmax": [4.213060473559023, 2.499546375233823, 3.2087807311302985, 4.709376726182603, 5.314825802644803, 5.09916088159147, 3.060342895256827, 2.9220185155826, 4.195950540548095, 2.4364787827176726, 2.9567926832673708, 5.0615865392283155, 5.145612919998707, 4.912362064351555, 3.14746931353233, 2.7097915509656696, 4.173276445625618, 2.453935880724831, 3.0838384368119507, 5.4320753384298675, 5.16242490581016, 5.180019255612027, 3.002050380597424, 2.6238226844144976, 4.261896230925113, 2.5378088708768787, 2.8572486263851156, 4.868071146981784, 5.116379061402424, 5.324386925818491, 2.8789398508359976, 2.6674079648322153]}

superesp/forecast.att.json

@@ -0,0 +1,18 @@
+{
+  "receipt": {
+    "magic": "SESPATT1",
+    "head": "forecast",
+    "n_classes": 4,
+    "classes": [
+      "safe",
+      "later",
+      "soon",
+      "imminent"
+    ],
+    "sha256": "dab0db78dd5bb89a7259daf06adf66e8f19c397bc9e09e510a95c02ff420e194",
+    "blob_bytes": 6625,
+    "created": "2026-06-28T01:04:38.985417+00:00",
+    "pubkey": "a668650a5a20dc882053ea9754dc3502663a7379064c40ec9828cd581844ec36"
+  },
+  "signature": "60d719eaebbfd00223a880ae2be91534be14dd9d44dd16c8cd4ad661bbd9133643e9c4979657b657ac1f38602514febfc9044e6da953dce51e6d7142cd318d03"
+}

superesp/forecast.tok.json

@@ -0,0 +1 @@
+{"vmin": [-0.02892174597630418, -0.00030399243072512863, -0.06316102666673015, 36.15611139435113, -0.02681340992816271, -0.0010890054815203484, -0.029050997962790148, 36.248362520920836, -0.025610657549174347, -0.00034689272069080186, -0.05692096623230114, 36.31841770602458, -0.023840965760230884, -0.0001005423145873166, -0.010308086839961733, 35.87436204822823, -0.01955698698991995, -0.00023350703946779707, 0.02004937831198897, 36.36543042999963, -0.013833153925593282, 0.0005944263892768038, 0.02622242621789478, 36.94688236588617], "vmax": [0.9359595882692776, 0.05712747660121018, 1.678315140269352, 69.39490283204672, 0.9262948584978024, 0.0563318951092412, 1.7389908180288691, 70.94994071374823, 0.9262462939397273, 0.05770848148651831, 1.770654139683927, 70.91074246814696, 0.9487447963234342, 0.05463176980095923, 1.730691874262914, 70.8032523803283, 0.9532510330959194, 0.056631795305236154, 1.8551736145665072, 70.783036559704, 0.9618725875430444, 0.05714856207766513, 1.8385610173449018, 72.09830168903723]}

superesp/motion.att.json

@@ -0,0 +1,20 @@
+{
+  "receipt": {
+    "magic": "SESPATT1",
+    "head": "motion",
+    "n_classes": 6,
+    "classes": [
+      "walking",
+      "upstairs",
+      "downstairs",
+      "sitting",
+      "standing",
+      "laying"
+    ],
+    "sha256": "423e9d2f732f57db66561b8cce42c4e9d53d3060262771558e15b796a09b87c3",
+    "blob_bytes": 6641,
+    "created": "2026-06-28T01:04:38.979084+00:00",
+    "pubkey": "a668650a5a20dc882053ea9754dc3502663a7379064c40ec9828cd581844ec36"
+  },
+  "signature": "e81d3474ae996f1fce0a26fce9899423986c132f9439f79eff5ca5334e308b7ce7bfcc99dc664a72e6d58b39f7365739c3521121e95b3db3425c892a152d0004"
+}

superesp/motion.tok.json

@@ -0,0 +1 @@
+{"vmin": [-0.974493, -1.0, -1.0, -0.99995776, -0.99998734, -1.0, -1.0, -1.0, -1.0, -1.0, -0.96321766, -1.0, -1.0, -1.0, -0.98949309, -0.98999626, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0], "vmax": [1.0, 0.99394624, 0.9820089, 1.0, 1.0, 1.0, 0.96001, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.9844344, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]}

superesp/occupancy.att.json

@@ -0,0 +1,17 @@
+{
+  "receipt": {
+    "magic": "SESPATT1",
+    "head": "occupancy",
+    "n_classes": 3,
+    "classes": [
+      "empty",
+      "occupied",
+      "crowded"
+    ],
+    "sha256": "52a1385256afbed9a881472d63d1b133d9337b3913e2ddf96f90043a6965043f",
+    "blob_bytes": 6617,
+    "created": "2026-06-28T01:04:38.983386+00:00",
+    "pubkey": "a668650a5a20dc882053ea9754dc3502663a7379064c40ec9828cd581844ec36"
+  },
+  "signature": "466c7997d21159f4a0ff0025bc72216e3850e61d2a7bdd5eac5201cd6353a78d781b566546e2e76ff50cb9a82b2c4dab098e013a44b11b72696d948830f15c0d"
+}

superesp/occupancy.tok.json

@@ -0,0 +1 @@
+{"vmin": [-0.7834176434838945, -364.10066954420313, 0.6755612444886658, -0.8563105161809061, -0.8447146053804189, -313.3986409375035, 3.980976859243995, -1.3044152162463907, -0.6587904228341075, -629.7491479075928, 3.6139134730218494, -1.4374356822874808, -0.8846217391385554, -611.0119920070201, 0.9241251924975344, -1.7978233345104924, -0.6276394755423318, -609.2374625980401, 2.115285836374973, -2.520596123545053, -0.8622725976220231, -837.1386936571116, -2.2641456080379783, -3.0871159909517805], "vmax": [1.5956376306483735, 1477.5371808628097, 104.45126325768831, 1.2811848158628192, 1.6337969436994713, 1796.1108689116306, 99.04810126158416, 1.7668450809261496, 1.6589656291575476, 2165.4191522339456, 103.34331487121793, 2.536371421799026, 1.721767568801172, 2466.7925673726563, 108.55639750554175, 3.1112197436476485, 1.64045773773337, 2901.7294707250016, 101.21101373995572, 3.969162470842618, 1.7606363593817245, 3211.2866216391803, 108.54090684342124, 4.628552033322716]}

superesp/os_telem.att.json

@@ -0,0 +1,19 @@
+{
+  "receipt": {
+    "magic": "SESPATT1",
+    "head": "os_telem",
+    "n_classes": 5,
+    "classes": [
+      "normal",
+      "low_memory",
+      "overheating",
+      "wifi_degraded",
+      "power_fault"
+    ],
+    "sha256": "c8078dafca12b4708c3964ca49d57263a5543cf4767db3f0906af9373cbaaa5f",
+    "blob_bytes": 6633,
+    "created": "2026-06-28T01:04:38.982039+00:00",
+    "pubkey": "a668650a5a20dc882053ea9754dc3502663a7379064c40ec9828cd581844ec36"
+  },
+  "signature": "2fc5e6b282fbac09367266207aec0260bbd154b22889add8ff2bec7356b2201100ded593aecb9d762c8e142743944d8006a15b18f87e32a4927c59be5765c10e"
+}

superesp/os_telem.tok.json

@@ -0,0 +1 @@
+{"vmin": [-24.967389747249136, 29.37755395546564, -97.49056247846826, 2984.5926144349482, 0.948299204986621, -0.39158296863217856, -3.3754550160956898, 0.0, -41.00856490831629, 21.078669281535905, -98.67996510540029, 2844.6977196768107, -18.463042681057612, -0.5926262667486475, -2.653678943041824, 0.0, -61.366230128420995, 10.2100242768812, -113.79037011509583, 2641.2413709889706, -40.86653230421498, -0.33108513199547907, -3.3210551839453997, -0.6621900436704599, -133.19199646956565, 7.221283055866586, -122.4419979851205, 2444.8387658713104, -54.86832254006046, -0.8814539296138297, -3.12564765020121, -0.7570817554982744], "vmax": [276.49078896107596, 74.70160218992426, -32.983633320115324, 3436.7180056670572, 28.402079857782482, 7.569339326158113, 14.088906837647395, 1.0, 324.73161800790876, 88.93868029489158, -30.60418518209962, 3554.68109517727, 71.63772014278263, 7.711536473954928, 12.023151658792454, 1.0, 319.71485926107096, 102.8215661870239, -31.073674619952218, 3635.403950140836, 121.44727242746117, 7.3243587203775675, 12.719069173187773, 1.6955349358236222, 337.0321898305847, 123.63845611151372, -18.473497190055415, 3714.9123997083107, 167.72009462965076, 8.9192037973664, 14.770361309733662, 1.7936159515070786]}

superesp/power.att.json

@@ -0,0 +1,18 @@
+{
+  "receipt": {
+    "magic": "SESPATT1",
+    "head": "power",
+    "n_classes": 4,
+    "classes": [
+      "off",
+      "resistive",
+      "motor",
+      "electronic"
+    ],
+    "sha256": "204c28309ae07c54122b07e09729794205e7be547ce905d5cc7a0262536bd171",
+    "blob_bytes": 6625,
+    "created": "2026-06-28T01:04:38.982738+00:00",
+    "pubkey": "a668650a5a20dc882053ea9754dc3502663a7379064c40ec9828cd581844ec36"
+  },
+  "signature": "ca6b07e0ddf45d999c7f5f83a3a7ac12f5dedb5647b74ae14f9bef13b3d45299943c5264295c31f6f5f029d7573b925033f757f82d17e49258b3f43ca1d50503"
+}

superesp/power.tok.json

@@ -0,0 +1 @@
+{"vmin": [-11.039279505053733, -0.3736694809009045, -0.19940568680600007, 0.14178365508043989, -6.97963216630163, -0.2955479716024716, -0.2637664775035896, 0.09632625702525743, -7.064288312811804, -0.495396177939088, -0.27871914029456124, 0.30356586444003675, -6.6366854465571095, -0.39517752874549605, -0.2104013456335953, 0.04390885775978981, -7.22841408744064, -0.33812782063450925, -0.21884195793971903, 0.11036828998437298, -7.510644528780834, -0.4144301512607873, -0.3186341166599059, 0.04213567181162947], "vmax": [22.296764580834285, 1.4674096204907523, 0.842691759678467, 4.635753540960009, 19.634319462008335, 1.440109319056335, 0.8283089044116452, 4.331295525159599, 19.673410287055006, 1.4544057885964632, 0.793350506298383, 4.4115727006726555, 17.787935635161038, 1.5807831183336447, 0.7858160085396653, 3.968462842471446, 18.991689354315387, 1.5089144784102775, 0.8287691788115327, 4.13099360451072, 19.366437515028032, 1.5119994204240226, 0.8278230433258756, 3.9993008769054352]}

superesp/reports/agri.html

@@ -0,0 +1,9 @@
+<!doctype html><meta charset=utf-8><title>SuperESP agri</title>
+<body style="font-family:system-ui;max-width:720px;margin:2rem auto">
+<h2>SuperESP head — agri</h2>
+<p>Held-out accuracy <b>0.953</b> (n=450) ·
+abstention AURC <b>0.0053</b> (oracle 0.0011).</p>
+<h3>Confusion (rows=true, cols=pred)</h3>
+<table style="border-collapse:collapse" border=1 cellpadding=6>
+<tr><th></th><th>healthy</th><th>needs_irrigate</th><th>frost_risk</th><th>pest_favorable</th><th>sensor_fault</th></tr><tr><th>healthy</th><td style="background:rgba(34,139,34,0.97);text-align:center">87</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.03);text-align:center">3</td></tr><tr><th>needs_irrigate</th><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(34,139,34,1.00);text-align:center">90</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td></tr><tr><th>frost_risk</th><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(34,139,34,1.00);text-align:center">90</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td></tr><tr><th>pest_favorable</th><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(34,139,34,1.00);text-align:center">90</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td></tr><tr><th>sensor_fault</th><td style="background:rgba(200,60,60,0.19);text-align:center">17</td><td style="background:rgba(200,60,60,0.01);text-align:center">1</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(200,60,60,0.00);text-align:center">0</td><td style="background:rgba(34,139,34,0.80);text-align:center">72</td></tr></table>
+</body>

superesp/reports/agri.md

@@ -0,0 +1,28 @@
+# SuperESP head report — agri
+
+Held-out TEST accuracy: **0.953** (n=450)  •  abstention AURC **0.0053** (oracle 0.0011, random 0.0467)
+
+## Confusion matrix (rows = true, cols = predicted)
+
+| true \\ pred | healthy | needs_irrigate | frost_risk | pest_favorable | sensor_fault |
+|---|---|---|---|---|---|
+| healthy | **87** | 0 | 0 | 0 | 3 |
+| needs_irrigate | 0 | **90** | 0 | 0 | 0 |
+| frost_risk | 0 | 0 | **90** | 0 | 0 |
+| pest_favorable | 0 | 0 | 0 | **90** | 0 |
+| sensor_fault | 17 | 1 | 0 | 0 | **72** |
+
+## Per-class recall
+- healthy: 0.967 (87/90)
+- needs_irrigate: 1.000 (90/90)
+- frost_risk: 1.000 (90/90)
+- pest_favorable: 1.000 (90/90)
+- sensor_fault: 0.800 (72/90)
+
+## Risk vs coverage (abstain on low-margin inputs)
+| coverage | risk |
+|---|---|
+| 0.50 | 0.000 |
+| 0.70 | 0.006 |
+| 0.90 | 0.017 |
+| 1.00 | 0.047 |

superesp/sound_scene.att.json

@@ -0,0 +1,18 @@
+{
+  "receipt": {
+    "magic": "SESPATT1",
+    "head": "sound_scene",
+    "n_classes": 4,
+    "classes": [
+      "quiet",
+      "alarm",
+      "glass_break",
+      "speech_like"
+    ],
+    "sha256": "dcdf7a486bae8b52a8b4d5a12d291a74de2d9f53ee5f5f4a8a8a44f49af1ed22",
+    "blob_bytes": 6625,
+    "created": "2026-06-28T01:04:38.979885+00:00",
+    "pubkey": "a668650a5a20dc882053ea9754dc3502663a7379064c40ec9828cd581844ec36"
+  },
+  "signature": "f98d1a9adf14a97e64542a15f6be1066d0d617a84a90015dc0d59d788f0c5c24abfdbd77de78be4faeb244805d0d986432c3a203366bf20020b7b39f8acbac08"
+}

superesp/sound_scene.tok.json

@@ -0,0 +1 @@
+{"vmin": [-0.9834437379827173, -10.449759380244188, -4.168642817029904, -4.202912938655451, -5.7355484490300235, -5.038739962707715, -5.125197328733231, -4.895208319458687, -3.0376761410263367, -8.86205181363046, -4.1218811163831095, -3.652382243996944, -3.9887128882711593, -3.8378258256123536, -4.182566430135392, -4.1320821920660755, -3.3612357041170546, -8.746135840619077, -4.237647237107358, -1.865872630799232, -3.908216861615278, -4.5848199201060185, -3.1507848724543255, -4.588146888327398, -3.687187504408055, -9.367773226821498, -4.184853209721713, -2.2524875133090676, -4.015559145168745, -4.356175771064381, -3.148984295692811, -4.5768930853285354], "vmax": [23.30410042728254, 10.39502792136245, 9.260162520221188, 5.477487920352936, 5.2937638069197614, 4.939169479256114, 6.32623025747265, 5.27351991144302, 23.055306332740194, 8.085211733923542, 7.870695625542845, 3.9096790955582534, 4.7551480408489635, 4.310172002516724, 4.838582944493821, 4.217302646913836, 23.334734166790717, 10.235996288938082, 9.258904209500557, 4.19036979432948, 4.408279490684437, 2.6137297457964106, 4.448423466746387, 4.327917422576798, 23.08431046832985, 9.956497829535232, 9.079858823496672, 4.321307135973677, 5.020040237624954, 4.2787623718217, 5.836609761762608, 4.345018037870198]}

superesp/suite_pubkey.txt

@@ -0,0 +1 @@
+a668650a5a20dc882053ea9754dc3502663a7379064c40ec9828cd581844ec36

superesp/voice.att.json

@@ -0,0 +1,18 @@
+{
+  "receipt": {
+    "magic": "SESPATT1",
+    "head": "voice",
+    "n_classes": 4,
+    "classes": [
+      "on",
+      "off",
+      "stop",
+      "go"
+    ],
+    "sha256": "11fdbc3533efb250c44626aef9e4a341c4a41778a3cf025b6f30e89f17e71fe8",
+    "blob_bytes": 6625,
+    "created": "2026-06-28T01:04:38.978212+00:00",
+    "pubkey": "a668650a5a20dc882053ea9754dc3502663a7379064c40ec9828cd581844ec36"
+  },
+  "signature": "618470db0342e28df3e5f6b4fd6fd54dc0c511dfe69d7f0be4d3278c223717879009b0488c80c355eb7e4b73c9870d6598bf683e3d76f14e0f56866bd4ae8e03"
+}

superesp/voice.tok.json

@@ -0,0 +1 @@
+{"vmin": [-109.6644308339416, -16.02370771111571, -15.909083533069357, -7.477995609124656, -8.217481006034845, -5.950385476801643, -5.029296024261315, -3.5229158956810007, -78.31159332053844, -15.537161464165674, -13.39080325466221, -9.096441993924454, -10.71083914548299, -6.878247007765651, -5.249277695994163, -5.039975419977671, -117.40926320884498, -17.722144325294465, -10.439279890847775, -10.51172985409234, -10.823425815687944, -6.150558074868648, -5.764136539530183, -5.569555650976513, -117.40926320884498, -9.409898073796695, -12.295252124703712, -8.753498528701417, -11.906888375308423, -5.5696003499292726, -5.421684613704149, -5.48952882557392], "vmax": [16.49883852382412, 18.42160684272526, 8.55430670249532, 7.160675986130754, 4.2174172058408494, 6.29416555723772, 4.833259630303915, 3.0189473999783876, 28.47276838026691, 21.272131364265075, 11.808468042674118, 6.401656106747852, 4.114241056697402, 5.837014666908171, 6.360361310637777, 3.9452305451245184, 17.163867962182938, 22.405552532511383, 12.141399555406633, 8.406663727390153, 4.115169830040999, 6.439239857328588, 5.538917974345171, 3.8958588148331357, 15.34765574142349, 22.24469548879541, 9.164351649315066, 8.201938722670736, 4.808184949714102, 5.362513827758714, 4.948422479008851, 3.7024009604336796]}

superesp/water.att.json

@@ -0,0 +1,18 @@
+{
+  "receipt": {
+    "magic": "SESPATT1",
+    "head": "water",
+    "n_classes": 4,
+    "classes": [
+      "no_flow",
+      "normal_use",
+      "leak",
+      "burst"
+    ],
+    "sha256": "d7b082ac361e5a2570aeb793f5ba19de825b88074fbd59a2622b0c94eef229e8",
+    "blob_bytes": 6625,
+    "created": "2026-06-28T01:04:38.984617+00:00",
+    "pubkey": "a668650a5a20dc882053ea9754dc3502663a7379064c40ec9828cd581844ec36"
+  },
+  "signature": "f114b7585ce9b71ef3b25ead9247e3e2a7556c7369224dec4958a199272452b901a4ebf5edd7e431a3594b249dc8f5b5277ebac5921bc80fda4bfa18c08f6c0a"
+}

superesp/water.tok.json

@@ -0,0 +1 @@
+{"vmin": [-5.952715626775751, 2.3715325667965104, -0.010922904010501236, -0.25432512279013497, -5.887342194270568, 2.4121401702357455, -0.05170616621948247, -0.2784318789071238, -7.359913170861722, 2.089964778804759, -0.10680363654411407, -0.3274456822762809, -6.490311846210393, 1.788334194612659, -0.15115999889684356, -0.33583365108573715, -8.1865529974747, 1.3394910436046845, -0.10066637704586438, -0.26734061995770364, -9.952459922525183, 1.0826027723834575, -0.1668893741281219, -0.243368807636692, -8.693047986622798, 0.5568090559070858, -0.20427081632855695, -0.23678792074877386, -8.641577425403892, 0.3190922267621943, -0.28415282074869325, -0.27777954026229235], "vmax": [22.42397569355558, 3.305278441321143, 0.3652550363097938, 1.381279215903852, 23.717487233750457, 3.290408864028119, 0.5039059409170055, 1.3788401281540512, 26.55058036499824, 3.3276096703809683, 0.6511804165430902, 1.4317476601239956, 29.59460475267072, 3.3862040867266097, 0.7594028104065143, 1.4323624008111333, 29.399968523275426, 3.4161598327987206, 0.9337244676296073, 1.4175202531673514, 32.409297317623164, 3.517820499368867, 1.0192557979608734, 1.3417618629259052, 32.688507746873825, 3.624620528433678, 1.2512288545488757, 1.4114633682649096, 36.607030230450434, 3.6790973662500273, 1.2920686296784534, 1.4610922300162241]}

superesp/wearable.att.json

@@ -0,0 +1,18 @@
+{
+  "receipt": {
+    "magic": "SESPATT1",
+    "head": "wearable",
+    "n_classes": 4,
+    "classes": [
+      "rest",
+      "active",
+      "exercise",
+      "irregular"
+    ],
+    "sha256": "f029931133c2cf46f1e6c4054d0d34a767ffa7465e743eb2cb6a51916d506808",
+    "blob_bytes": 6625,
+    "created": "2026-06-28T01:04:38.984028+00:00",
+    "pubkey": "a668650a5a20dc882053ea9754dc3502663a7379064c40ec9828cd581844ec36"
+  },
+  "signature": "951371cb56fe155ba1a26268c3cd1f7af837914093676d2580402a40f550646bfb8f3eb5f33908a4bcec85502de31929577e0a45fb32f4e08ef42abae7533e0d"
+}

superesp/wearable.tok.json

@@ -0,0 +1 @@
+{"vmin": [16.07647342484091, -25.160942169749823, -0.3717296104400992, 0.431094464528483, 21.521315265657098, -25.77605274355414, -0.4361929342949582, 0.3756236289181124, 4.935610265299442, -26.569657661112938, -0.5103128917217683, 0.4282091064249255, 4.6552704268724, -29.245621105280527, -0.3987501099595556, 0.39765582459109405, 17.23523961677203, -28.12371301665798, -0.47062090065481055, 0.4146684095782626, 17.386134330382397, -18.944670747573234, -0.41419983291503704, 0.4368622928060281], "vmax": [189.99206083513766, 200.02186288962264, 1.8185164331297257, 1.0752764614998416, 203.8431420582586, 231.35009138488653, 1.722043489754109, 1.063295231168602, 192.67095389909338, 215.4173586964001, 1.7590264624498357, 1.0754922852635769, 192.03853623726064, 212.03502797431292, 1.7975247339736975, 1.091933620955668, 199.37700299285262, 206.42360524402847, 1.9607690408127239, 1.0777364299013275, 198.13710034570886, 221.87585610670345, 1.8685623170673444, 1.0809780217754779]}