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OpenTelemetry","\u002Fcompare\u002Fopentelemetry","8.compare\u002F2.opentelemetry",{"title":596,"path":597,"stem":598,"icon":572},"evlog vs LogTape","\u002Fcompare\u002Flogtape","8.compare\u002F3.logtape",{"title":600,"path":601,"stem":602,"icon":572},"evlog vs Winston: formats and request events","\u002Fcompare\u002Fwinston","8.compare\u002F4.winston",{"title":604,"path":605,"stem":606,"icon":572},"evlog vs Consola: reporters and request context","\u002Fcompare\u002Fconsola","8.compare\u002F5.consola",{"id":608,"title":420,"body":609,"description":3016,"extension":3017,"links":3018,"meta":3023,"navigation":3024,"path":481,"seo":3025,"stem":482,"__hash__":3026},"docs\u002F5.use-cases\u002F7.signals\u002F05.recipes.md",{"type":610,"value":611,"toc":3005},"minimark",[612,621,626,629,1396,1399,1427,1431,1637,2920,2924,2958,2962,3001],[613,614,615,616,620],"p",{},"Every signal here is a question a rule cannot answer from the fields alone. Change the ",[617,618,619],"code",{},"when"," to your paths and they are yours.",[622,623,625],"h2",{"id":624},"start-with-these-three","Start with these three",[613,627,628],{},"One file, three columns, and a week later you have numbers you did not have before.",[630,631,637],"pre",{"className":632,"code":633,"filename":634,"language":635,"meta":636,"style":636},"language-typescript shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","import { defineSignal } from '@evlog\u002Fsignals'\n\nconst errorName = (e: Record\u003Cstring, unknown>) => (e.error as { name?: string } | undefined)?.name ?? 'none'\n\n\u002F** Every 4xx\u002F5xx. Splits the error budget between the client, the code and the dependencies. *\u002F\nexport const fault = defineSignal({\n  name: 'fault',\n  when: e => (e.status ?? 0) >= 400,\n  ask: 'Who is responsible for this failure?',\n  choice: {\n    client: 'Bad input, expired session, missing permission, client mistake',\n    app: 'A bug, a misconfiguration or a validation error in our own code',\n    upstream: 'A third-party dependency failed, timed out or rate-limited us',\n  },\n  cacheKey: e => e.error ? `${e.method} ${e.path} ${e.status} ${errorName(e)}` : undefined,\n})\n\n\u002F** Every 5xx. Tells a retry policy which failures are worth a second attempt. *\u002F\nexport const retryable = defineSignal({\n  name: 'retryable',\n  when: e => (e.status ?? 0) >= 500,\n  ask: 'Would the same request most likely succeed if retried in a few seconds?',\n  criteria: { true: 'Timeout, connection reset, rate limit, transient upstream error', false: 'Bug, bad data, missing resource' },\n  cacheKey: e => e.error ? `${e.path} ${errorName(e)}` : undefined,\n})\n\n\u002F** Successful checkouts. The 200 that sampling deletes and nobody notices. *\u002F\nexport const silentFailure = defineSignal({\n  name: 'silent-failure',\n  when: e => e.status === 200 && e.path === '\u002Fapi\u002Fcheckout',\n  ask: 'The request returned 200, but the customer did not get what they came for',\n  criteria: { true: 'No order or confirmation, a fallback path, an empty or partial result', false: 'Order created and confirmed' },\n  keep: v => v.value && v.confidence > 0.8,\n})\n","server\u002Fsignals.ts","typescript","",[617,638,639,672,679,775,780,787,810,829,866,883,894,911,928,945,951,1025,1033,1038,1044,1062,1078,1108,1124,1163,1204,1211,1216,1222,1240,1256,1300,1316,1351,1389],{"__ignoreMap":636},[640,641,644,648,652,656,659,662,665,669],"span",{"class":642,"line":643},"line",1,[640,645,647],{"class":646},"s7zQu","import",[640,649,651],{"class":650},"sMK4o"," {",[640,653,655],{"class":654},"sTEyZ"," defineSignal",[640,657,658],{"class":650}," }",[640,660,661],{"class":646}," from",[640,663,664],{"class":650}," '",[640,666,668],{"class":667},"sfazB","@evlog\u002Fsignals",[640,670,671],{"class":650},"'\n",[640,673,675],{"class":642,"line":674},2,[640,676,678],{"emptyLinePlaceholder":677},true,"\n",[640,680,682,686,689,692,695,699,702,706,709,712,715,718,721,724,727,730,733,736,738,742,745,748,750,753,756,759,762,765,768,770,773],{"class":642,"line":681},3,[640,683,685],{"class":684},"spNyl","const",[640,687,688],{"class":654}," errorName ",[640,690,691],{"class":650},"=",[640,693,694],{"class":650}," (",[640,696,698],{"class":697},"sHdIc","e",[640,700,701],{"class":650},":",[640,703,705],{"class":704},"sBMFI"," Record",[640,707,708],{"class":650},"\u003C",[640,710,711],{"class":704},"string",[640,713,714],{"class":650},",",[640,716,717],{"class":704}," unknown",[640,719,720],{"class":650},">)",[640,722,723],{"class":684}," =>",[640,725,726],{"class":654}," (e",[640,728,729],{"class":650},".",[640,731,732],{"class":654},"error ",[640,734,735],{"class":646},"as",[640,737,651],{"class":650},[640,739,741],{"class":740},"swJcz"," name",[640,743,744],{"class":650},"?:",[640,746,747],{"class":704}," string",[640,749,658],{"class":650},[640,751,752],{"class":650}," |",[640,754,755],{"class":704}," undefined",[640,757,758],{"class":654},")",[640,760,761],{"class":650},"?.",[640,763,764],{"class":654},"name ",[640,766,767],{"class":650},"??",[640,769,664],{"class":650},[640,771,772],{"class":667},"none",[640,774,671],{"class":650},[640,776,778],{"class":642,"line":777},4,[640,779,678],{"emptyLinePlaceholder":677},[640,781,783],{"class":642,"line":782},5,[640,784,786],{"class":785},"sHwdD","\u002F** Every 4xx\u002F5xx. Splits the error budget between the client, the code and the dependencies. *\u002F\n",[640,788,790,793,796,799,801,804,807],{"class":642,"line":789},6,[640,791,792],{"class":646},"export",[640,794,795],{"class":684}," const",[640,797,798],{"class":654}," fault ",[640,800,691],{"class":650},[640,802,655],{"class":803},"s2Zo4",[640,805,806],{"class":654},"(",[640,808,809],{"class":650},"{\n",[640,811,813,816,818,820,823,826],{"class":642,"line":812},7,[640,814,815],{"class":740},"  name",[640,817,701],{"class":650},[640,819,664],{"class":650},[640,821,822],{"class":667},"fault",[640,824,825],{"class":650},"'",[640,827,828],{"class":650},",\n",[640,830,832,835,837,840,842,844,846,849,851,855,858,861,864],{"class":642,"line":831},8,[640,833,834],{"class":803},"  when",[640,836,701],{"class":650},[640,838,839],{"class":697}," e",[640,841,723],{"class":684},[640,843,726],{"class":654},[640,845,729],{"class":650},[640,847,848],{"class":654},"status ",[640,850,767],{"class":650},[640,852,854],{"class":853},"sbssI"," 0",[640,856,857],{"class":654},") ",[640,859,860],{"class":650},">=",[640,862,863],{"class":853}," 400",[640,865,828],{"class":650},[640,867,869,872,874,876,879,881],{"class":642,"line":868},9,[640,870,871],{"class":740},"  ask",[640,873,701],{"class":650},[640,875,664],{"class":650},[640,877,878],{"class":667},"Who is responsible for this failure?",[640,880,825],{"class":650},[640,882,828],{"class":650},[640,884,886,889,891],{"class":642,"line":885},10,[640,887,888],{"class":740},"  choice",[640,890,701],{"class":650},[640,892,893],{"class":650}," {\n",[640,895,897,900,902,904,907,909],{"class":642,"line":896},11,[640,898,899],{"class":740},"    client",[640,901,701],{"class":650},[640,903,664],{"class":650},[640,905,906],{"class":667},"Bad input, expired session, missing permission, client mistake",[640,908,825],{"class":650},[640,910,828],{"class":650},[640,912,914,917,919,921,924,926],{"class":642,"line":913},12,[640,915,916],{"class":740},"    app",[640,918,701],{"class":650},[640,920,664],{"class":650},[640,922,923],{"class":667},"A bug, a misconfiguration or a validation error in our own code",[640,925,825],{"class":650},[640,927,828],{"class":650},[640,929,931,934,936,938,941,943],{"class":642,"line":930},13,[640,932,933],{"class":740},"    upstream",[640,935,701],{"class":650},[640,937,664],{"class":650},[640,939,940],{"class":667},"A third-party dependency failed, timed out or rate-limited us",[640,942,825],{"class":650},[640,944,828],{"class":650},[640,946,948],{"class":642,"line":947},14,[640,949,950],{"class":650},"  },\n",[640,952,954,957,959,961,963,965,967,969,972,975,977,979,982,985,988,990,992,995,997,999,1001,1003,1006,1008,1010,1013,1016,1019,1022],{"class":642,"line":953},15,[640,955,956],{"class":803},"  cacheKey",[640,958,701],{"class":650},[640,960,839],{"class":697},[640,962,723],{"class":684},[640,964,839],{"class":654},[640,966,729],{"class":650},[640,968,732],{"class":654},[640,970,971],{"class":650},"?",[640,973,974],{"class":650}," `${",[640,976,698],{"class":654},[640,978,729],{"class":650},[640,980,981],{"class":654},"method",[640,983,984],{"class":650},"}",[640,986,987],{"class":650}," ${",[640,989,698],{"class":654},[640,991,729],{"class":650},[640,993,994],{"class":654},"path",[640,996,984],{"class":650},[640,998,987],{"class":650},[640,1000,698],{"class":654},[640,1002,729],{"class":650},[640,1004,1005],{"class":654},"status",[640,1007,984],{"class":650},[640,1009,987],{"class":650},[640,1011,1012],{"class":803},"errorName",[640,1014,1015],{"class":654},"(e)",[640,1017,1018],{"class":650},"}`",[640,1020,1021],{"class":650}," :",[640,1023,1024],{"class":650}," undefined,\n",[640,1026,1028,1030],{"class":642,"line":1027},16,[640,1029,984],{"class":650},[640,1031,1032],{"class":654},")\n",[640,1034,1036],{"class":642,"line":1035},17,[640,1037,678],{"emptyLinePlaceholder":677},[640,1039,1041],{"class":642,"line":1040},18,[640,1042,1043],{"class":785},"\u002F** Every 5xx. Tells a retry policy which failures are worth a second attempt. *\u002F\n",[640,1045,1047,1049,1051,1054,1056,1058,1060],{"class":642,"line":1046},19,[640,1048,792],{"class":646},[640,1050,795],{"class":684},[640,1052,1053],{"class":654}," retryable ",[640,1055,691],{"class":650},[640,1057,655],{"class":803},[640,1059,806],{"class":654},[640,1061,809],{"class":650},[640,1063,1065,1067,1069,1071,1074,1076],{"class":642,"line":1064},20,[640,1066,815],{"class":740},[640,1068,701],{"class":650},[640,1070,664],{"class":650},[640,1072,1073],{"class":667},"retryable",[640,1075,825],{"class":650},[640,1077,828],{"class":650},[640,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1106],{"class":642,"line":1080},21,[640,1082,834],{"class":803},[640,1084,701],{"class":650},[640,1086,839],{"class":697},[640,1088,723],{"class":684},[640,1090,726],{"class":654},[640,1092,729],{"class":650},[640,1094,848],{"class":654},[640,1096,767],{"class":650},[640,1098,854],{"class":853},[640,1100,857],{"class":654},[640,1102,860],{"class":650},[640,1104,1105],{"class":853}," 500",[640,1107,828],{"class":650},[640,1109,1111,1113,1115,1117,1120,1122],{"class":642,"line":1110},22,[640,1112,871],{"class":740},[640,1114,701],{"class":650},[640,1116,664],{"class":650},[640,1118,1119],{"class":667},"Would the same request most likely succeed if retried in a few seconds?",[640,1121,825],{"class":650},[640,1123,828],{"class":650},[640,1125,1127,1130,1132,1134,1137,1139,1141,1144,1146,1148,1151,1153,1155,1158,1160],{"class":642,"line":1126},23,[640,1128,1129],{"class":740},"  criteria",[640,1131,701],{"class":650},[640,1133,651],{"class":650},[640,1135,1136],{"class":740}," true",[640,1138,701],{"class":650},[640,1140,664],{"class":650},[640,1142,1143],{"class":667},"Timeout, connection reset, rate limit, transient upstream error",[640,1145,825],{"class":650},[640,1147,714],{"class":650},[640,1149,1150],{"class":740}," false",[640,1152,701],{"class":650},[640,1154,664],{"class":650},[640,1156,1157],{"class":667},"Bug, bad data, missing resource",[640,1159,825],{"class":650},[640,1161,1162],{"class":650}," },\n",[640,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202],{"class":642,"line":1165},24,[640,1167,956],{"class":803},[640,1169,701],{"class":650},[640,1171,839],{"class":697},[640,1173,723],{"class":684},[640,1175,839],{"class":654},[640,1177,729],{"class":650},[640,1179,732],{"class":654},[640,1181,971],{"class":650},[640,1183,974],{"class":650},[640,1185,698],{"class":654},[640,1187,729],{"class":650},[640,1189,994],{"class":654},[640,1191,984],{"class":650},[640,1193,987],{"class":650},[640,1195,1012],{"class":803},[640,1197,1015],{"class":654},[640,1199,1018],{"class":650},[640,1201,1021],{"class":650},[640,1203,1024],{"class":650},[640,1205,1207,1209],{"class":642,"line":1206},25,[640,1208,984],{"class":650},[640,1210,1032],{"class":654},[640,1212,1214],{"class":642,"line":1213},26,[640,1215,678],{"emptyLinePlaceholder":677},[640,1217,1219],{"class":642,"line":1218},27,[640,1220,1221],{"class":785},"\u002F** Successful checkouts. The 200 that sampling deletes and nobody notices. *\u002F\n",[640,1223,1225,1227,1229,1232,1234,1236,1238],{"class":642,"line":1224},28,[640,1226,792],{"class":646},[640,1228,795],{"class":684},[640,1230,1231],{"class":654}," silentFailure ",[640,1233,691],{"class":650},[640,1235,655],{"class":803},[640,1237,806],{"class":654},[640,1239,809],{"class":650},[640,1241,1243,1245,1247,1249,1252,1254],{"class":642,"line":1242},29,[640,1244,815],{"class":740},[640,1246,701],{"class":650},[640,1248,664],{"class":650},[640,1250,1251],{"class":667},"silent-failure",[640,1253,825],{"class":650},[640,1255,828],{"class":650},[640,1257,1259,1261,1263,1265,1267,1269,1271,1273,1276,1279,1282,1284,1286,1289,1291,1293,1296,1298],{"class":642,"line":1258},30,[640,1260,834],{"class":803},[640,1262,701],{"class":650},[640,1264,839],{"class":697},[640,1266,723],{"class":684},[640,1268,839],{"class":654},[640,1270,729],{"class":650},[640,1272,848],{"class":654},[640,1274,1275],{"class":650},"===",[640,1277,1278],{"class":853}," 200",[640,1280,1281],{"class":650}," &&",[640,1283,839],{"class":654},[640,1285,729],{"class":650},[640,1287,1288],{"class":654},"path ",[640,1290,1275],{"class":650},[640,1292,664],{"class":650},[640,1294,1295],{"class":667},"\u002Fapi\u002Fcheckout",[640,1297,825],{"class":650},[640,1299,828],{"class":650},[640,1301,1303,1305,1307,1309,1312,1314],{"class":642,"line":1302},31,[640,1304,871],{"class":740},[640,1306,701],{"class":650},[640,1308,664],{"class":650},[640,1310,1311],{"class":667},"The request returned 200, but the customer did not get what they came for",[640,1313,825],{"class":650},[640,1315,828],{"class":650},[640,1317,1319,1321,1323,1325,1327,1329,1331,1334,1336,1338,1340,1342,1344,1347,1349],{"class":642,"line":1318},32,[640,1320,1129],{"class":740},[640,1322,701],{"class":650},[640,1324,651],{"class":650},[640,1326,1136],{"class":740},[640,1328,701],{"class":650},[640,1330,664],{"class":650},[640,1332,1333],{"class":667},"No order or confirmation, a fallback path, an empty or partial result",[640,1335,825],{"class":650},[640,1337,714],{"class":650},[640,1339,1150],{"class":740},[640,1341,701],{"class":650},[640,1343,664],{"class":650},[640,1345,1346],{"class":667},"Order created and confirmed",[640,1348,825],{"class":650},[640,1350,1162],{"class":650},[640,1352,1354,1357,1359,1362,1364,1366,1368,1371,1374,1376,1378,1381,1384,1387],{"class":642,"line":1353},33,[640,1355,1356],{"class":803},"  keep",[640,1358,701],{"class":650},[640,1360,1361],{"class":697}," v",[640,1363,723],{"class":684},[640,1365,1361],{"class":654},[640,1367,729],{"class":650},[640,1369,1370],{"class":654},"value ",[640,1372,1373],{"class":650},"&&",[640,1375,1361],{"class":654},[640,1377,729],{"class":650},[640,1379,1380],{"class":654},"confidence ",[640,1382,1383],{"class":650},">",[640,1385,1386],{"class":853}," 0.8",[640,1388,828],{"class":650},[640,1390,1392,1394],{"class":642,"line":1391},34,[640,1393,984],{"class":650},[640,1395,1032],{"class":654},[613,1397,1398],{},"What each one gives you:",[1400,1401,1402,1413,1419],"ul",{},[1403,1404,1405,1408,1409,1412],"li",{},[617,1406,1407],{},"GROUP BY signals.fault.value"," over a week says whether the next sprint goes to validation messages, your own bugs, or a dependency's SLA. ",[617,1410,1411],{},"cacheKey"," on the error name makes an outage one call, not one per request.",[1403,1414,1415,1418],{},[617,1416,1417],{},"signals.retryable.value = true"," on a 502 is the difference between a retry policy and a guess.",[1403,1420,1421,1423,1424,1426],{},[617,1422,1251],{}," promotes the checkouts that returned 200 with no order. Point ",[617,1425,619],{}," at your own money path.",[622,1428,1430],{"id":1429},"all-twelve","All twelve",[1432,1433,1434,1453],"table",{},[1435,1436,1437],"thead",{},[1438,1439,1440,1444,1447,1450],"tr",{},[1441,1442,1443],"th",{},"Signal",[1441,1445,1446],{},"Hook",[1441,1448,1449],{},"Question",[1441,1451,1452],{},"Why a rule cannot",[1454,1455,1456,1472,1488,1502,1517,1532,1547,1562,1577,1592,1607,1622],"tbody",{},[1438,1457,1458,1463,1466,1469],{},[1459,1460,1461],"td",{},[617,1462,822],{},[1459,1464,1465],{},"enrich, cached",[1459,1467,1468],{},"Who is responsible: user, us, upstream",[1459,1470,1471],{},"A Stripe timeout and a null deref are both a 500",[1438,1473,1474,1479,1482,1485],{},[1459,1475,1476],{},[617,1477,1478],{},"severity",[1459,1480,1481],{},"enrich",[1459,1483,1484],{},"noise, watch or page",[1459,1486,1487],{},"Urgency depends on what failed and for whom",[1438,1489,1490,1494,1496,1499],{},[1459,1491,1492],{},[617,1493,1073],{},[1459,1495,1465],{},[1459,1497,1498],{},"Would a retry succeed",[1459,1500,1501],{},"Transient and permanent errors share status codes",[1438,1503,1504,1509,1511,1514],{},[1459,1505,1506],{},[617,1507,1508],{},"slow-cause",[1459,1510,1481],{},[1459,1512,1513],{},"database, upstream, compute",[1459,1515,1516],{},"Reading the timings takes a human",[1438,1518,1519,1523,1526,1529],{},[1459,1520,1521],{},[617,1522,1251],{},[1459,1524,1525],{},"keep",[1459,1527,1528],{},"200, but the customer left empty-handed",[1459,1530,1531],{},"Sampling only keeps what a predicate can name",[1438,1533,1534,1539,1541,1544],{},[1459,1535,1536],{},[617,1537,1538],{},"webhook-ignored",[1459,1540,1525],{},[1459,1542,1543],{},"Acknowledged but not acted on",[1459,1545,1546],{},"The provider only sees the 200",[1438,1548,1549,1554,1556,1559],{},[1459,1550,1551],{},[617,1552,1553],{},"validation-bug",[1459,1555,1525],{},[1459,1557,1558],{},"The rejected input was valid",[1459,1560,1561],{},"Looks identical to bad input",[1438,1563,1564,1569,1571,1574],{},[1459,1565,1566],{},[617,1567,1568],{},"turn-resolved",[1459,1570,1481],{},[1459,1572,1573],{},"The agent did what was asked",[1459,1575,1576],{},"A sampled LLM-as-judge misses the rest",[1438,1578,1579,1584,1586,1589],{},[1459,1580,1581],{},[617,1582,1583],{},"turn-looping",[1459,1585,1525],{},[1459,1587,1588],{},"Repeated a tool call without progress",[1459,1590,1591],{},"Loops hide in successful turns",[1438,1593,1594,1599,1601,1604],{},[1459,1595,1596],{},[617,1597,1598],{},"turn-off-script",[1459,1600,1525],{},[1459,1602,1603],{},"Did something nobody asked for",[1459,1605,1606],{},"Same",[1438,1608,1609,1614,1616,1619],{},[1459,1610,1611],{},[617,1612,1613],{},"audit-review",[1459,1615,1525],{},[1459,1617,1618],{},"This action deserves a reviewer",[1459,1620,1621],{},"Risk is in the combination, not one field",[1438,1623,1624,1629,1631,1634],{},[1459,1625,1626],{},[617,1627,1628],{},"job-flaky",[1459,1630,1481],{},[1459,1632,1633],{},"Succeeded only because it retried",[1459,1635,1636],{},"The retry hides the cause",[1638,1639,1641,1646,1932,1942,1946,2229,2243,2247,2261,2618,2622,2911],"collapsible",{"name":1640},"the other nine, with code",[1642,1643,1645],"h3",{"id":1644},"rank-failures-and-explain-slow-requests","Rank failures and explain slow requests",[630,1647,1649],{"className":632,"code":1648,"language":635,"meta":636,"style":636},"export const severity = defineSignal({\n  name: 'severity',\n  when: e => (e.status ?? 0) >= 500,\n  ask: 'How urgent is this failure for the on-call engineer?',\n  score: ['noise', 'watch', 'page'],\n})\n\nexport const slowCause = defineSignal({\n  name: 'slow-cause',\n  when: e => (e.durationMs ?? 0) > 2_000,\n  ask: 'What dominated the duration of this request?',\n  choice: {\n    database: 'Query time, lock waits, many round trips',\n    upstream: 'A third-party API or another service',\n    compute: 'Serialization, rendering, large payloads, CPU work',\n    unknown: 'Nothing in the event explains the time',\n  },\n})\n",[617,1650,1651,1668,1682,1710,1725,1765,1771,1775,1792,1806,1836,1851,1859,1875,1890,1906,1922,1926],{"__ignoreMap":636},[640,1652,1653,1655,1657,1660,1662,1664,1666],{"class":642,"line":643},[640,1654,792],{"class":646},[640,1656,795],{"class":684},[640,1658,1659],{"class":654}," severity ",[640,1661,691],{"class":650},[640,1663,655],{"class":803},[640,1665,806],{"class":654},[640,1667,809],{"class":650},[640,1669,1670,1672,1674,1676,1678,1680],{"class":642,"line":674},[640,1671,815],{"class":740},[640,1673,701],{"class":650},[640,1675,664],{"class":650},[640,1677,1478],{"class":667},[640,1679,825],{"class":650},[640,1681,828],{"class":650},[640,1683,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708],{"class":642,"line":681},[640,1685,834],{"class":803},[640,1687,701],{"class":650},[640,1689,839],{"class":697},[640,1691,723],{"class":684},[640,1693,726],{"class":654},[640,1695,729],{"class":650},[640,1697,848],{"class":654},[640,1699,767],{"class":650},[640,1701,854],{"class":853},[640,1703,857],{"class":654},[640,1705,860],{"class":650},[640,1707,1105],{"class":853},[640,1709,828],{"class":650},[640,1711,1712,1714,1716,1718,1721,1723],{"class":642,"line":777},[640,1713,871],{"class":740},[640,1715,701],{"class":650},[640,1717,664],{"class":650},[640,1719,1720],{"class":667},"How urgent is this failure for the on-call engineer?",[640,1722,825],{"class":650},[640,1724,828],{"class":650},[640,1726,1727,1730,1732,1735,1737,1740,1742,1744,1746,1749,1751,1753,1755,1758,1760,1763],{"class":642,"line":782},[640,1728,1729],{"class":740},"  score",[640,1731,701],{"class":650},[640,1733,1734],{"class":654}," [",[640,1736,825],{"class":650},[640,1738,1739],{"class":667},"noise",[640,1741,825],{"class":650},[640,1743,714],{"class":650},[640,1745,664],{"class":650},[640,1747,1748],{"class":667},"watch",[640,1750,825],{"class":650},[640,1752,714],{"class":650},[640,1754,664],{"class":650},[640,1756,1757],{"class":667},"page",[640,1759,825],{"class":650},[640,1761,1762],{"class":654},"]",[640,1764,828],{"class":650},[640,1766,1767,1769],{"class":642,"line":789},[640,1768,984],{"class":650},[640,1770,1032],{"class":654},[640,1772,1773],{"class":642,"line":812},[640,1774,678],{"emptyLinePlaceholder":677},[640,1776,1777,1779,1781,1784,1786,1788,1790],{"class":642,"line":831},[640,1778,792],{"class":646},[640,1780,795],{"class":684},[640,1782,1783],{"class":654}," slowCause ",[640,1785,691],{"class":650},[640,1787,655],{"class":803},[640,1789,806],{"class":654},[640,1791,809],{"class":650},[640,1793,1794,1796,1798,1800,1802,1804],{"class":642,"line":868},[640,1795,815],{"class":740},[640,1797,701],{"class":650},[640,1799,664],{"class":650},[640,1801,1508],{"class":667},[640,1803,825],{"class":650},[640,1805,828],{"class":650},[640,1807,1808,1810,1812,1814,1816,1818,1820,1823,1825,1827,1829,1831,1834],{"class":642,"line":885},[640,1809,834],{"class":803},[640,1811,701],{"class":650},[640,1813,839],{"class":697},[640,1815,723],{"class":684},[640,1817,726],{"class":654},[640,1819,729],{"class":650},[640,1821,1822],{"class":654},"durationMs ",[640,1824,767],{"class":650},[640,1826,854],{"class":853},[640,1828,857],{"class":654},[640,1830,1383],{"class":650},[640,1832,1833],{"class":853}," 2_000",[640,1835,828],{"class":650},[640,1837,1838,1840,1842,1844,1847,1849],{"class":642,"line":896},[640,1839,871],{"class":740},[640,1841,701],{"class":650},[640,1843,664],{"class":650},[640,1845,1846],{"class":667},"What dominated the duration of this request?",[640,1848,825],{"class":650},[640,1850,828],{"class":650},[640,1852,1853,1855,1857],{"class":642,"line":913},[640,1854,888],{"class":740},[640,1856,701],{"class":650},[640,1858,893],{"class":650},[640,1860,1861,1864,1866,1868,1871,1873],{"class":642,"line":930},[640,1862,1863],{"class":740},"    database",[640,1865,701],{"class":650},[640,1867,664],{"class":650},[640,1869,1870],{"class":667},"Query time, lock waits, many round trips",[640,1872,825],{"class":650},[640,1874,828],{"class":650},[640,1876,1877,1879,1881,1883,1886,1888],{"class":642,"line":947},[640,1878,933],{"class":740},[640,1880,701],{"class":650},[640,1882,664],{"class":650},[640,1884,1885],{"class":667},"A third-party API or another service",[640,1887,825],{"class":650},[640,1889,828],{"class":650},[640,1891,1892,1895,1897,1899,1902,1904],{"class":642,"line":953},[640,1893,1894],{"class":740},"    compute",[640,1896,701],{"class":650},[640,1898,664],{"class":650},[640,1900,1901],{"class":667},"Serialization, rendering, large payloads, CPU work",[640,1903,825],{"class":650},[640,1905,828],{"class":650},[640,1907,1908,1911,1913,1915,1918,1920],{"class":642,"line":1027},[640,1909,1910],{"class":740},"    unknown",[640,1912,701],{"class":650},[640,1914,664],{"class":650},[640,1916,1917],{"class":667},"Nothing in the event explains the time",[640,1919,825],{"class":650},[640,1921,828],{"class":650},[640,1923,1924],{"class":642,"line":1035},[640,1925,950],{"class":650},[640,1927,1928,1930],{"class":642,"line":1040},[640,1929,984],{"class":650},[640,1931,1032],{"class":654},[613,1933,1934,1935,1938,1939,1941],{},"The ",[617,1936,1937],{},"unknown"," option on ",[617,1940,1508],{}," is deliberate: without it the model picks the least wrong of three, and you lose the signal that your events do not carry the timings they should.",[1642,1943,1945],{"id":1944},"rescue-the-other-200s-that-lied","Rescue the other 200s that lied",[630,1947,1949],{"className":632,"code":1948,"language":635,"meta":636,"style":636},"export const webhookIgnored = defineSignal({\n  name: 'webhook-ignored',\n  when: e => e.status === 200 && (e.path ?? '').startsWith('\u002Fapi\u002Fwebhooks\u002F'),\n  ask: 'The webhook was acknowledged but not acted on',\n  criteria: { true: 'Unhandled event type, skipped, no side effect recorded', false: 'The event was processed' },\n  keep: v => v.value && v.confidence > 0.85,\n})\n\nexport const validationBug = defineSignal({\n  name: 'validation-bug',\n  when: e => e.status === 400,\n  ask: 'The rejected input was actually valid and our validation is wrong',\n  keep: v => v.value && v.confidence > 0.85,\n})\n",[617,1950,1951,1968,1982,2035,2050,2084,2115,2121,2125,2142,2156,2178,2193,2223],{"__ignoreMap":636},[640,1952,1953,1955,1957,1960,1962,1964,1966],{"class":642,"line":643},[640,1954,792],{"class":646},[640,1956,795],{"class":684},[640,1958,1959],{"class":654}," webhookIgnored ",[640,1961,691],{"class":650},[640,1963,655],{"class":803},[640,1965,806],{"class":654},[640,1967,809],{"class":650},[640,1969,1970,1972,1974,1976,1978,1980],{"class":642,"line":674},[640,1971,815],{"class":740},[640,1973,701],{"class":650},[640,1975,664],{"class":650},[640,1977,1538],{"class":667},[640,1979,825],{"class":650},[640,1981,828],{"class":650},[640,1983,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2015,2017,2019,2022,2024,2026,2029,2031,2033],{"class":642,"line":681},[640,1985,834],{"class":803},[640,1987,701],{"class":650},[640,1989,839],{"class":697},[640,1991,723],{"class":684},[640,1993,839],{"class":654},[640,1995,729],{"class":650},[640,1997,848],{"class":654},[640,1999,1275],{"class":650},[640,2001,1278],{"class":853},[640,2003,1281],{"class":650},[640,2005,726],{"class":654},[640,2007,729],{"class":650},[640,2009,1288],{"class":654},[640,2011,767],{"class":650},[640,2013,2014],{"class":650}," ''",[640,2016,758],{"class":654},[640,2018,729],{"class":650},[640,2020,2021],{"class":803},"startsWith",[640,2023,806],{"class":654},[640,2025,825],{"class":650},[640,2027,2028],{"class":667},"\u002Fapi\u002Fwebhooks\u002F",[640,2030,825],{"class":650},[640,2032,758],{"class":654},[640,2034,828],{"class":650},[640,2036,2037,2039,2041,2043,2046,2048],{"class":642,"line":777},[640,2038,871],{"class":740},[640,2040,701],{"class":650},[640,2042,664],{"class":650},[640,2044,2045],{"class":667},"The webhook was acknowledged but not acted on",[640,2047,825],{"class":650},[640,2049,828],{"class":650},[640,2051,2052,2054,2056,2058,2060,2062,2064,2067,2069,2071,2073,2075,2077,2080,2082],{"class":642,"line":782},[640,2053,1129],{"class":740},[640,2055,701],{"class":650},[640,2057,651],{"class":650},[640,2059,1136],{"class":740},[640,2061,701],{"class":650},[640,2063,664],{"class":650},[640,2065,2066],{"class":667},"Unhandled event type, skipped, no side effect recorded",[640,2068,825],{"class":650},[640,2070,714],{"class":650},[640,2072,1150],{"class":740},[640,2074,701],{"class":650},[640,2076,664],{"class":650},[640,2078,2079],{"class":667},"The event was processed",[640,2081,825],{"class":650},[640,2083,1162],{"class":650},[640,2085,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2113],{"class":642,"line":789},[640,2087,1356],{"class":803},[640,2089,701],{"class":650},[640,2091,1361],{"class":697},[640,2093,723],{"class":684},[640,2095,1361],{"class":654},[640,2097,729],{"class":650},[640,2099,1370],{"class":654},[640,2101,1373],{"class":650},[640,2103,1361],{"class":654},[640,2105,729],{"class":650},[640,2107,1380],{"class":654},[640,2109,1383],{"class":650},[640,2111,2112],{"class":853}," 0.85",[640,2114,828],{"class":650},[640,2116,2117,2119],{"class":642,"line":812},[640,2118,984],{"class":650},[640,2120,1032],{"class":654},[640,2122,2123],{"class":642,"line":831},[640,2124,678],{"emptyLinePlaceholder":677},[640,2126,2127,2129,2131,2134,2136,2138,2140],{"class":642,"line":868},[640,2128,792],{"class":646},[640,2130,795],{"class":684},[640,2132,2133],{"class":654}," validationBug ",[640,2135,691],{"class":650},[640,2137,655],{"class":803},[640,2139,806],{"class":654},[640,2141,809],{"class":650},[640,2143,2144,2146,2148,2150,2152,2154],{"class":642,"line":885},[640,2145,815],{"class":740},[640,2147,701],{"class":650},[640,2149,664],{"class":650},[640,2151,1553],{"class":667},[640,2153,825],{"class":650},[640,2155,828],{"class":650},[640,2157,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176],{"class":642,"line":896},[640,2159,834],{"class":803},[640,2161,701],{"class":650},[640,2163,839],{"class":697},[640,2165,723],{"class":684},[640,2167,839],{"class":654},[640,2169,729],{"class":650},[640,2171,848],{"class":654},[640,2173,1275],{"class":650},[640,2175,863],{"class":853},[640,2177,828],{"class":650},[640,2179,2180,2182,2184,2186,2189,2191],{"class":642,"line":913},[640,2181,871],{"class":740},[640,2183,701],{"class":650},[640,2185,664],{"class":650},[640,2187,2188],{"class":667},"The rejected input was actually valid and our validation is wrong",[640,2190,825],{"class":650},[640,2192,828],{"class":650},[640,2194,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221],{"class":642,"line":930},[640,2196,1356],{"class":803},[640,2198,701],{"class":650},[640,2200,1361],{"class":697},[640,2202,723],{"class":684},[640,2204,1361],{"class":654},[640,2206,729],{"class":650},[640,2208,1370],{"class":654},[640,2210,1373],{"class":650},[640,2212,1361],{"class":654},[640,2214,729],{"class":650},[640,2216,1380],{"class":654},[640,2218,1383],{"class":650},[640,2220,2112],{"class":853},[640,2222,828],{"class":650},[640,2224,2225,2227],{"class":642,"line":947},[640,2226,984],{"class":650},[640,2228,1032],{"class":654},[613,2230,2231,2232,2235,2236,2239,2240,2242],{},"A validator that rejects ",[617,2233,2234],{},"hugo+test@example.com"," returns the same 400 as one that rejects ",[617,2237,2238],{},"notanemail",". ",[617,2241,1553],{}," reads the rejected value and the reason, and keeps the ones where the reason is wrong.",[1642,2244,2246],{"id":2245},"judge-agent-turns","Judge agent turns",[613,2248,2249,2252,2253,2256,2257,2260],{},[617,2250,2251],{},"evlog\u002Feve"," emits one wide event per agent turn with ",[617,2254,2255],{},"method: 'EVE'",". A sampled LLM-as-judge reads a few percent; a signal reads every turn. See ",[2258,2259,450],"a",{"href":451}," for the event shape.",[630,2262,2264],{"className":632,"code":2263,"language":635,"meta":636,"style":636},"const isTurn = (e: Record\u003Cstring, unknown>) =>\n  e.method === 'EVE' && typeof (e.eve as { turnId?: string } | undefined)?.turnId === 'string'\n\nexport const turnResolved = defineSignal({\n  name: 'turn-resolved',\n  when: isTurn,\n  ask: 'The agent accomplished what the user asked for in this turn',\n})\n\nexport const turnLooping = defineSignal({\n  name: 'turn-looping',\n  when: isTurn,\n  ask: 'The agent repeated the same tool call without making progress',\n  keep: v => v.value && v.confidence > 0.85,\n})\n\nexport const turnOffScript = defineSignal({\n  name: 'turn-off-script',\n  when: isTurn,\n  ask: 'The agent took an action the user did not ask for',\n  keep: v => v.value && v.confidence > 0.85,\n})\n",[617,2265,2266,2296,2359,2363,2380,2394,2405,2420,2426,2430,2447,2461,2471,2486,2516,2522,2526,2543,2557,2567,2582,2612],{"__ignoreMap":636},[640,2267,2268,2270,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293],{"class":642,"line":643},[640,2269,685],{"class":684},[640,2271,2272],{"class":654}," isTurn ",[640,2274,691],{"class":650},[640,2276,694],{"class":650},[640,2278,698],{"class":697},[640,2280,701],{"class":650},[640,2282,705],{"class":704},[640,2284,708],{"class":650},[640,2286,711],{"class":704},[640,2288,714],{"class":650},[640,2290,717],{"class":704},[640,2292,720],{"class":650},[640,2294,2295],{"class":684}," =>\n",[640,2297,2298,2301,2303,2306,2308,2310,2313,2315,2317,2320,2322,2324,2327,2329,2331,2334,2336,2338,2340,2342,2344,2346,2348,2351,2353,2355,2357],{"class":642,"line":674},[640,2299,2300],{"class":654},"  e",[640,2302,729],{"class":650},[640,2304,2305],{"class":654},"method ",[640,2307,1275],{"class":650},[640,2309,664],{"class":650},[640,2311,2312],{"class":667},"EVE",[640,2314,825],{"class":650},[640,2316,1281],{"class":650},[640,2318,2319],{"class":650}," typeof",[640,2321,726],{"class":654},[640,2323,729],{"class":650},[640,2325,2326],{"class":654},"eve ",[640,2328,735],{"class":646},[640,2330,651],{"class":650},[640,2332,2333],{"class":740}," turnId",[640,2335,744],{"class":650},[640,2337,747],{"class":704},[640,2339,658],{"class":650},[640,2341,752],{"class":650},[640,2343,755],{"class":704},[640,2345,758],{"class":654},[640,2347,761],{"class":650},[640,2349,2350],{"class":654},"turnId ",[640,2352,1275],{"class":650},[640,2354,664],{"class":650},[640,2356,711],{"class":667},[640,2358,671],{"class":650},[640,2360,2361],{"class":642,"line":681},[640,2362,678],{"emptyLinePlaceholder":677},[640,2364,2365,2367,2369,2372,2374,2376,2378],{"class":642,"line":777},[640,2366,792],{"class":646},[640,2368,795],{"class":684},[640,2370,2371],{"class":654}," turnResolved ",[640,2373,691],{"class":650},[640,2375,655],{"class":803},[640,2377,806],{"class":654},[640,2379,809],{"class":650},[640,2381,2382,2384,2386,2388,2390,2392],{"class":642,"line":782},[640,2383,815],{"class":740},[640,2385,701],{"class":650},[640,2387,664],{"class":650},[640,2389,1568],{"class":667},[640,2391,825],{"class":650},[640,2393,828],{"class":650},[640,2395,2396,2398,2400,2403],{"class":642,"line":789},[640,2397,834],{"class":740},[640,2399,701],{"class":650},[640,2401,2402],{"class":654}," isTurn",[640,2404,828],{"class":650},[640,2406,2407,2409,2411,2413,2416,2418],{"class":642,"line":812},[640,2408,871],{"class":740},[640,2410,701],{"class":650},[640,2412,664],{"class":650},[640,2414,2415],{"class":667},"The agent accomplished what the user asked for in this turn",[640,2417,825],{"class":650},[640,2419,828],{"class":650},[640,2421,2422,2424],{"class":642,"line":831},[640,2423,984],{"class":650},[640,2425,1032],{"class":654},[640,2427,2428],{"class":642,"line":868},[640,2429,678],{"emptyLinePlaceholder":677},[640,2431,2432,2434,2436,2439,2441,2443,2445],{"class":642,"line":885},[640,2433,792],{"class":646},[640,2435,795],{"class":684},[640,2437,2438],{"class":654}," turnLooping ",[640,2440,691],{"class":650},[640,2442,655],{"class":803},[640,2444,806],{"class":654},[640,2446,809],{"class":650},[640,2448,2449,2451,2453,2455,2457,2459],{"class":642,"line":896},[640,2450,815],{"class":740},[640,2452,701],{"class":650},[640,2454,664],{"class":650},[640,2456,1583],{"class":667},[640,2458,825],{"class":650},[640,2460,828],{"class":650},[640,2462,2463,2465,2467,2469],{"class":642,"line":913},[640,2464,834],{"class":740},[640,2466,701],{"class":650},[640,2468,2402],{"class":654},[640,2470,828],{"class":650},[640,2472,2473,2475,2477,2479,2482,2484],{"class":642,"line":930},[640,2474,871],{"class":740},[640,2476,701],{"class":650},[640,2478,664],{"class":650},[640,2480,2481],{"class":667},"The agent repeated the same tool call without making progress",[640,2483,825],{"class":650},[640,2485,828],{"class":650},[640,2487,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514],{"class":642,"line":947},[640,2489,1356],{"class":803},[640,2491,701],{"class":650},[640,2493,1361],{"class":697},[640,2495,723],{"class":684},[640,2497,1361],{"class":654},[640,2499,729],{"class":650},[640,2501,1370],{"class":654},[640,2503,1373],{"class":650},[640,2505,1361],{"class":654},[640,2507,729],{"class":650},[640,2509,1380],{"class":654},[640,2511,1383],{"class":650},[640,2513,2112],{"class":853},[640,2515,828],{"class":650},[640,2517,2518,2520],{"class":642,"line":953},[640,2519,984],{"class":650},[640,2521,1032],{"class":654},[640,2523,2524],{"class":642,"line":1027},[640,2525,678],{"emptyLinePlaceholder":677},[640,2527,2528,2530,2532,2535,2537,2539,2541],{"class":642,"line":1035},[640,2529,792],{"class":646},[640,2531,795],{"class":684},[640,2533,2534],{"class":654}," turnOffScript ",[640,2536,691],{"class":650},[640,2538,655],{"class":803},[640,2540,806],{"class":654},[640,2542,809],{"class":650},[640,2544,2545,2547,2549,2551,2553,2555],{"class":642,"line":1040},[640,2546,815],{"class":740},[640,2548,701],{"class":650},[640,2550,664],{"class":650},[640,2552,1598],{"class":667},[640,2554,825],{"class":650},[640,2556,828],{"class":650},[640,2558,2559,2561,2563,2565],{"class":642,"line":1046},[640,2560,834],{"class":740},[640,2562,701],{"class":650},[640,2564,2402],{"class":654},[640,2566,828],{"class":650},[640,2568,2569,2571,2573,2575,2578,2580],{"class":642,"line":1064},[640,2570,871],{"class":740},[640,2572,701],{"class":650},[640,2574,664],{"class":650},[640,2576,2577],{"class":667},"The agent took an action the user did not ask for",[640,2579,825],{"class":650},[640,2581,828],{"class":650},[640,2583,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610],{"class":642,"line":1080},[640,2585,1356],{"class":803},[640,2587,701],{"class":650},[640,2589,1361],{"class":697},[640,2591,723],{"class":684},[640,2593,1361],{"class":654},[640,2595,729],{"class":650},[640,2597,1370],{"class":654},[640,2599,1373],{"class":650},[640,2601,1361],{"class":654},[640,2603,729],{"class":650},[640,2605,1380],{"class":654},[640,2607,1383],{"class":650},[640,2609,2112],{"class":853},[640,2611,828],{"class":650},[640,2613,2614,2616],{"class":642,"line":1110},[640,2615,984],{"class":650},[640,2617,1032],{"class":654},[1642,2619,2621],{"id":2620},"flag-audit-actions-and-flaky-jobs","Flag audit actions and flaky jobs",[630,2623,2625],{"className":632,"code":2624,"language":635,"meta":636,"style":636},"export const auditReview = defineSignal({\n  name: 'audit-review',\n  when: e => typeof e.audit === 'object' && e.audit !== null,\n  ask: 'This action deserves a human review',\n  criteria: {\n    true: 'Privilege change, bulk deletion, export of personal data, action outside business hours by a non-admin',\n    false: 'Routine self-service action',\n  },\n  keep: v => v.value && v.confidence > 0.8,\n})\n\nexport const jobFlaky = defineSignal({\n  name: 'job-flaky',\n  when: e => typeof e.operation === 'string' && ((e.retries as number | undefined) ?? 0) > 0,\n  ask: 'The job only succeeded because it retried, and the underlying cause is still there',\n})\n",[617,2626,2627,2644,2658,2700,2715,2723,2739,2755,2759,2789,2795,2799,2816,2830,2890,2905],{"__ignoreMap":636},[640,2628,2629,2631,2633,2636,2638,2640,2642],{"class":642,"line":643},[640,2630,792],{"class":646},[640,2632,795],{"class":684},[640,2634,2635],{"class":654}," auditReview ",[640,2637,691],{"class":650},[640,2639,655],{"class":803},[640,2641,806],{"class":654},[640,2643,809],{"class":650},[640,2645,2646,2648,2650,2652,2654,2656],{"class":642,"line":674},[640,2647,815],{"class":740},[640,2649,701],{"class":650},[640,2651,664],{"class":650},[640,2653,1613],{"class":667},[640,2655,825],{"class":650},[640,2657,828],{"class":650},[640,2659,2660,2662,2664,2666,2668,2670,2672,2674,2677,2679,2681,2684,2686,2688,2690,2692,2694,2697],{"class":642,"line":681},[640,2661,834],{"class":803},[640,2663,701],{"class":650},[640,2665,839],{"class":697},[640,2667,723],{"class":684},[640,2669,2319],{"class":650},[640,2671,839],{"class":654},[640,2673,729],{"class":650},[640,2675,2676],{"class":654},"audit ",[640,2678,1275],{"class":650},[640,2680,664],{"class":650},[640,2682,2683],{"class":667},"object",[640,2685,825],{"class":650},[640,2687,1281],{"class":650},[640,2689,839],{"class":654},[640,2691,729],{"class":650},[640,2693,2676],{"class":654},[640,2695,2696],{"class":650},"!==",[640,2698,2699],{"class":650}," null,\n",[640,2701,2702,2704,2706,2708,2711,2713],{"class":642,"line":777},[640,2703,871],{"class":740},[640,2705,701],{"class":650},[640,2707,664],{"class":650},[640,2709,2710],{"class":667},"This action deserves a human review",[640,2712,825],{"class":650},[640,2714,828],{"class":650},[640,2716,2717,2719,2721],{"class":642,"line":782},[640,2718,1129],{"class":740},[640,2720,701],{"class":650},[640,2722,893],{"class":650},[640,2724,2725,2728,2730,2732,2735,2737],{"class":642,"line":789},[640,2726,2727],{"class":740},"    true",[640,2729,701],{"class":650},[640,2731,664],{"class":650},[640,2733,2734],{"class":667},"Privilege change, bulk deletion, export of personal data, action outside business hours by a non-admin",[640,2736,825],{"class":650},[640,2738,828],{"class":650},[640,2740,2741,2744,2746,2748,2751,2753],{"class":642,"line":812},[640,2742,2743],{"class":740},"    false",[640,2745,701],{"class":650},[640,2747,664],{"class":650},[640,2749,2750],{"class":667},"Routine self-service action",[640,2752,825],{"class":650},[640,2754,828],{"class":650},[640,2756,2757],{"class":642,"line":831},[640,2758,950],{"class":650},[640,2760,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787],{"class":642,"line":868},[640,2762,1356],{"class":803},[640,2764,701],{"class":650},[640,2766,1361],{"class":697},[640,2768,723],{"class":684},[640,2770,1361],{"class":654},[640,2772,729],{"class":650},[640,2774,1370],{"class":654},[640,2776,1373],{"class":650},[640,2778,1361],{"class":654},[640,2780,729],{"class":650},[640,2782,1380],{"class":654},[640,2784,1383],{"class":650},[640,2786,1386],{"class":853},[640,2788,828],{"class":650},[640,2790,2791,2793],{"class":642,"line":885},[640,2792,984],{"class":650},[640,2794,1032],{"class":654},[640,2796,2797],{"class":642,"line":896},[640,2798,678],{"emptyLinePlaceholder":677},[640,2800,2801,2803,2805,2808,2810,2812,2814],{"class":642,"line":913},[640,2802,792],{"class":646},[640,2804,795],{"class":684},[640,2806,2807],{"class":654}," jobFlaky ",[640,2809,691],{"class":650},[640,2811,655],{"class":803},[640,2813,806],{"class":654},[640,2815,809],{"class":650},[640,2817,2818,2820,2822,2824,2826,2828],{"class":642,"line":930},[640,2819,815],{"class":740},[640,2821,701],{"class":650},[640,2823,664],{"class":650},[640,2825,1628],{"class":667},[640,2827,825],{"class":650},[640,2829,828],{"class":650},[640,2831,2832,2834,2836,2838,2840,2842,2844,2846,2849,2851,2853,2855,2857,2859,2862,2864,2867,2869,2872,2874,2876,2878,2880,2882,2884,2886,2888],{"class":642,"line":947},[640,2833,834],{"class":803},[640,2835,701],{"class":650},[640,2837,839],{"class":697},[640,2839,723],{"class":684},[640,2841,2319],{"class":650},[640,2843,839],{"class":654},[640,2845,729],{"class":650},[640,2847,2848],{"class":654},"operation ",[640,2850,1275],{"class":650},[640,2852,664],{"class":650},[640,2854,711],{"class":667},[640,2856,825],{"class":650},[640,2858,1281],{"class":650},[640,2860,2861],{"class":654}," ((e",[640,2863,729],{"class":650},[640,2865,2866],{"class":654},"retries ",[640,2868,735],{"class":646},[640,2870,2871],{"class":704}," number",[640,2873,752],{"class":650},[640,2875,755],{"class":704},[640,2877,857],{"class":654},[640,2879,767],{"class":650},[640,2881,854],{"class":853},[640,2883,857],{"class":654},[640,2885,1383],{"class":650},[640,2887,854],{"class":853},[640,2889,828],{"class":650},[640,2891,2892,2894,2896,2898,2901,2903],{"class":642,"line":953},[640,2893,871],{"class":740},[640,2895,701],{"class":650},[640,2897,664],{"class":650},[640,2899,2900],{"class":667},"The job only succeeded because it retried, and the underlying cause is still there",[640,2902,825],{"class":650},[640,2904,828],{"class":650},[640,2906,2907,2909],{"class":642,"line":1027},[640,2908,984],{"class":650},[640,2910,1032],{"class":654},[613,2912,2913,2916,2917,2919],{},[2258,2914,2915],{"href":398},"Audit events"," carry the actor, the action and the target; the risk is in the combination, and ",[617,2918,1613],{}," is one reviewer queue instead of a rule per combination.",[622,2921,2923],{"id":2922},"more-that-fit-the-shape","More that fit the shape",[613,2925,2926,2929,2930,2933,2934,2937,2938,2941,2942,2945,2946,2949,2950,2953,2954,2957],{},[617,2927,2928],{},"first-seen"," (is this error new for this route), ",[617,2931,2932],{},"user-impact"," (none, degraded, blocked), ",[617,2935,2936],{},"owner"," (which team should look), ",[617,2939,2940],{},"known-error"," (which catalog entry is this, from your own ",[617,2943,2944],{},"why"," and ",[617,2947,2948],{},"fix","), ",[617,2951,2952],{},"frustration"," on support conversations, ",[617,2955,2956],{},"did-succeed"," on session events.",[622,2959,2961],{"id":2960},"not-a-fit","Not a fit",[1400,2963,2964,2974,2989,2995],{},[1403,2965,2966,2970,2971,729],{},[2967,2968,2969],"strong",{},"Secret or PII detection."," Sending a value to a model to ask whether it is a secret is the leak. Use ",[2258,2972,2973],{"href":72},"redaction",[1403,2975,2976,2979,2980,2982,2983,2945,2985,2988],{},[2967,2977,2978],{},"Paging."," Never page on a probability. ",[617,2981,1478],{}," ranks what to read first; an alert on ",[617,2984,1005],{},[617,2986,2987],{},"durationMs"," decides who wakes up.",[1403,2990,2991,2994],{},[2967,2992,2993],{},"Anything adversarial as a single verdict."," A model that can be asked can be prompted.",[1403,2996,2997,3000],{},[2967,2998,2999],{},"Anything numeric."," A decision model returns a distribution over options, not a number. 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