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Endpoints","\u002Fconnector-development\u002Ftutorial\u002Fsila-endpoints\u002F","20.connector-development\u002F20.tutorial\u002F10.sila-endpoints",{"title":836,"path":837,"stem":838,"type":46,"device":6},"Data Endpoints","\u002Fconnector-development\u002Ftutorial\u002Fdata-endpoints\u002F","20.connector-development\u002F20.tutorial\u002F20.data-endpoints",{"title":840,"path":841,"stem":842,"type":46,"device":6},"Controls","\u002Fconnector-development\u002Ftutorial\u002Fcontrols\u002F","20.connector-development\u002F20.tutorial\u002F30.controls",{"title":844,"path":845,"stem":846,"type":46,"device":6},"SiLA Data Types","\u002Fconnector-development\u002Ftutorial\u002Fdata-types\u002F","20.connector-development\u002F20.tutorial\u002F40.data-types",{"title":848,"path":849,"stem":850,"type":46,"device":6},"Feature","\u002Fconnector-development\u002Ftutorial\u002Fconnector-structure\u002F","20.connector-development\u002F20.tutorial\u002F70.connector-structure",{"title":852,"path":853,"stem":854,"type":46,"device":6},"Hardware Communication","\u002Fconnector-development\u002Ftutorial\u002Fhardware-communication\u002F","20.connector-development\u002F20.tutorial\u002F90.hardware-communication",{"title":272,"type":6,"device":6,"path":856,"stem":857,"children":858,"page":41},"\u002Fconnector-development\u002Fconcepts\u002F","20.connector-development\u002F30.concepts",[859],{"title":860,"path":861,"stem":862,"type":285,"device":6},"SiLA","\u002Fconnector-development\u002Fconcepts\u002Fsila\u002F","20.connector-development\u002F30.concepts\u002Fsila",{"title":864,"path":865,"stem":866,"children":867,"page":41},"Guides","\u002Fconnector-development\u002Fguides\u002F","20.connector-development\u002F40.guides",[868,872,876,880,884,888,892,895,899],{"title":869,"path":870,"stem":871,"type":24,"device":6},"Configuration","\u002Fconnector-development\u002Fguides\u002Fconfiguration\u002F","20.connector-development\u002F40.guides\u002F20.configuration",{"title":873,"path":874,"stem":875,"type":24,"device":6},"Logging","\u002Fconnector-development\u002Fguides\u002Flogging\u002F","20.connector-development\u002F40.guides\u002F21.logging",{"title":877,"path":878,"stem":879,"type":24,"device":6},"Deployment","\u002Fconnector-development\u002Fguides\u002Fdeployment\u002F","20.connector-development\u002F40.guides\u002F30.deployment",{"title":881,"path":882,"stem":883,"type":24,"device":6},"Security","\u002Fconnector-development\u002Fguides\u002Fsecurity\u002F","20.connector-development\u002F40.guides\u002F40.security",{"title":885,"path":886,"stem":887,"type":24,"device":6},"Subscriptions","\u002Fconnector-development\u002Fguides\u002Fsubscriptions\u002F","20.connector-development\u002F40.guides\u002F45.subscriptions",{"title":889,"path":890,"stem":891,"type":24,"device":6},"Execution Modes","\u002Fconnector-development\u002Fguides\u002Fexecution-modes\u002F","20.connector-development\u002F40.guides\u002F46.execution-modes",{"title":380,"path":893,"stem":894,"type":24,"device":6},"\u002Fconnector-development\u002Fguides\u002Ferror-handling\u002F","20.connector-development\u002F40.guides\u002F50.error-handling",{"title":896,"path":897,"stem":898,"type":24,"device":6},"Serial Troubleshooting","\u002Fconnector-development\u002Fguides\u002Fserial-troubleshooting\u002F","20.connector-development\u002F40.guides\u002F70.serial-troubleshooting",{"title":900,"path":901,"stem":902,"type":24,"device":6},"Testing","\u002Fconnector-development\u002Fguides\u002Ftesting\u002F","20.connector-development\u002F40.guides\u002F80.testing",{"title":904,"path":905,"stem":906,"children":907,"type":6,"device":6},"References","\u002Fconnector-development\u002Freference\u002F","20.connector-development\u002F50.reference\u002Findex",[908],{"title":904,"path":905,"stem":906,"type":200,"device":6},{"id":910,"title":416,"body":911,"description":1674,"device":6,"extension":1675,"links":6,"meta":1676,"navigation":1004,"path":1677,"seo":1678,"stem":418,"type":285,"__hash__":1679},"docs\u002F04.concepts\u002F07.automate\u002F80.human-in-the-loop.md",{"type":912,"value":913,"toc":1665},"minimark",[914,922,925,946,951,957,1047,1064,1091,1095,1105,1126,1313,1322,1327,1339,1398,1404,1426,1429,1508,1511,1524,1528,1587,1601,1625,1629,1647,1650,1661],[915,916,917,921],"p",{},[918,919,920],"strong",{},"Human in the loop"," (HITL) is a pattern for semi-automated workflows: the workflow engine pauses a run at a defined point, waits for an operator to confirm an action or provide input, then continues.",[915,923,924],{},"The SDK provides two levels of API:",[926,927,928,938],"ul",{},[929,930,931,937],"li",{},[918,932,933],{},[934,935,936],"code",{},"operator_confirm()"," — a one-line helper for the common case: the operator just needs to confirm a physical action was taken.",[929,939,940,945],{},[918,941,942],{},[934,943,944],{},"pause_flow_run()"," — the lower-level pause function, used directly when the operator has to enter structured data and not just confirm.",[947,948,950],"h2",{"id":949},"simple-confirmation","Simple confirmation",[915,952,953,954,956],{},"The most common case: pause and wait for an operator to confirm a physical action — no structured data needed. Use ",[934,955,936],{},":",[958,959,965],"pre",{"className":960,"code":961,"filename":962,"language":963,"meta":964,"style":964},"language-python shiki shiki-themes github-light-high-contrast github-light-high-contrast github-dark-default","from unitelabs.sdk import operator_confirm\nfrom unitelabs.sdk.automate import phase\n\n@phase()\nasync def load_plate():\n    await operator_confirm(\"Load sample plate into slot 1, then click Resume.\")\n","workflows\u002Fqc.py","python","",[934,966,967,986,999,1006,1016,1031],{"__ignoreMap":964},[968,969,972,976,980,983],"span",{"class":970,"line":971},"line",1,[968,973,975],{"class":974},"sxkbv","from",[968,977,979],{"class":978},"sc-9e"," unitelabs.sdk ",[968,981,982],{"class":974},"import",[968,984,985],{"class":978}," operator_confirm\n",[968,987,989,991,994,996],{"class":970,"line":988},2,[968,990,975],{"class":974},[968,992,993],{"class":978}," unitelabs.sdk.automate ",[968,995,982],{"class":974},[968,997,998],{"class":978}," phase\n",[968,1000,1002],{"class":970,"line":1001},3,[968,1003,1005],{"emptyLinePlaceholder":1004},true,"\n",[968,1007,1009,1013],{"class":970,"line":1008},4,[968,1010,1012],{"class":1011},"s4qFZ","@phase",[968,1014,1015],{"class":978},"()\n",[968,1017,1019,1022,1025,1028],{"class":970,"line":1018},5,[968,1020,1021],{"class":974},"async",[968,1023,1024],{"class":974}," def",[968,1026,1027],{"class":1011}," load_plate",[968,1029,1030],{"class":978},"():\n",[968,1032,1034,1037,1040,1044],{"class":970,"line":1033},6,[968,1035,1036],{"class":974},"    await",[968,1038,1039],{"class":978}," operator_confirm(",[968,1041,1043],{"class":1042},"sCx38","\"Load sample plate into slot 1, then click Resume.\"",[968,1045,1046],{"class":978},")\n",[915,1048,1049,1051,1052,1055,1056,1059,1060,1063],{},[934,1050,936],{}," logs the message with an ",[934,1053,1054],{},"OPERATOR ACTION REQUIRED:"," prefix (easy to spot in the run log), pauses the run until the operator confirms, then logs that the run resumed. Pass ",[934,1057,1058],{},"timeout="," (seconds, default ",[934,1061,1062],{},"3600",") to fail the run cleanly if no one responds.",[915,1065,1066,1067,1070,1071,1074,1075,1078,1079,1082,1083,1086,1087,1090],{},"It requires the ",[934,1068,1069],{},"automate"," extra (",[934,1072,1073],{},"unitelabs-sdk[automate]","); without it the call raises ",[934,1076,1077],{},"RuntimeError",". Internally it pauses with a single-field confirmation model (",[934,1080,1081],{},"OperatorConfirmation","), which is what puts the run into ",[934,1084,1085],{},"AWAITING_INPUT"," instead of a bare ",[934,1088,1089],{},"PAUSED"," state.",[947,1092,1094],{"id":1093},"typed-input","Typed input",[915,1096,1097,1098,1101,1102,1104],{},"When the operator needs to provide structured data, pass a ",[934,1099,1100],{},"RunInput"," subclass to ",[934,1103,944],{},".",[915,1106,1107,1109,1110,1113,1114,1125],{},[934,1108,1100],{}," is a base class the SDK exports (",[934,1111,1112],{},"from unitelabs.sdk import RunInput","). Subclass it and declare one field per value you want back. Since it is a ",[1115,1116,1122],"a",{"href":1117,"rel":1118,"target":1121},"https:\u002F\u002Fdocs.pydantic.dev\u002Flatest\u002F",[1119,1120],"nofollow","noopener","_blank",[934,1123,1124],{},"pydantic"," model, the SDK sends its JSON Schema along with the pause: the platform picks a form control per field from that schema, and on submit pydantic validates the values and hands you back an instance of your class.",[958,1127,1129],{"className":960,"code":1128,"filename":962,"language":963,"meta":964,"style":964},"from unitelabs.sdk import pause_flow_run, RunInput\nfrom unitelabs.sdk.automate import phase\n\nclass QCInput(RunInput):\n    sample_id: str\n    approved: bool\n    notes: str = \"\"\n\n@phase()\nasync def quality_check():\n    data = await pause_flow_run(wait_for_input=QCInput)\n    if not data.approved:\n        raise ValueError(f\"Sample {data.sample_id} rejected at QC gate. Notes: {data.notes}\")\n    await log_approval(data.sample_id)\n",[934,1130,1131,1142,1152,1156,1174,1182,1190,1205,1210,1217,1229,1252,1264,1305],{"__ignoreMap":964},[968,1132,1133,1135,1137,1139],{"class":970,"line":971},[968,1134,975],{"class":974},[968,1136,979],{"class":978},[968,1138,982],{"class":974},[968,1140,1141],{"class":978}," pause_flow_run, RunInput\n",[968,1143,1144,1146,1148,1150],{"class":970,"line":988},[968,1145,975],{"class":974},[968,1147,993],{"class":978},[968,1149,982],{"class":974},[968,1151,998],{"class":978},[968,1153,1154],{"class":970,"line":1001},[968,1155,1005],{"emptyLinePlaceholder":1004},[968,1157,1158,1161,1165,1168,1171],{"class":970,"line":1008},[968,1159,1160],{"class":974},"class",[968,1162,1164],{"class":1163},"sNqAu"," QCInput",[968,1166,1167],{"class":978},"(",[968,1169,1100],{"class":1170},"sOiAX",[968,1172,1173],{"class":978},"):\n",[968,1175,1176,1179],{"class":970,"line":1018},[968,1177,1178],{"class":978},"    sample_id: ",[968,1180,1181],{"class":1170},"str\n",[968,1183,1184,1187],{"class":970,"line":1033},[968,1185,1186],{"class":978},"    approved: ",[968,1188,1189],{"class":1170},"bool\n",[968,1191,1193,1196,1199,1202],{"class":970,"line":1192},7,[968,1194,1195],{"class":978},"    notes: ",[968,1197,1198],{"class":1170},"str",[968,1200,1201],{"class":974}," =",[968,1203,1204],{"class":1042}," \"\"\n",[968,1206,1208],{"class":970,"line":1207},8,[968,1209,1005],{"emptyLinePlaceholder":1004},[968,1211,1213,1215],{"class":970,"line":1212},9,[968,1214,1012],{"class":1011},[968,1216,1015],{"class":978},[968,1218,1220,1222,1224,1227],{"class":970,"line":1219},10,[968,1221,1021],{"class":974},[968,1223,1024],{"class":974},[968,1225,1226],{"class":1011}," quality_check",[968,1228,1030],{"class":978},[968,1230,1232,1235,1238,1241,1244,1247,1249],{"class":970,"line":1231},11,[968,1233,1234],{"class":978},"    data ",[968,1236,1237],{"class":974},"=",[968,1239,1240],{"class":974}," await",[968,1242,1243],{"class":978}," pause_flow_run(",[968,1245,1246],{"class":1163},"wait_for_input",[968,1248,1237],{"class":974},[968,1250,1251],{"class":978},"QCInput)\n",[968,1253,1255,1258,1261],{"class":970,"line":1254},12,[968,1256,1257],{"class":974},"    if",[968,1259,1260],{"class":974}," not",[968,1262,1263],{"class":978}," data.approved:\n",[968,1265,1267,1270,1273,1275,1278,1281,1284,1287,1290,1293,1295,1298,1300,1303],{"class":970,"line":1266},13,[968,1268,1269],{"class":974},"        raise",[968,1271,1272],{"class":1170}," ValueError",[968,1274,1167],{"class":978},[968,1276,1277],{"class":974},"f",[968,1279,1280],{"class":1042},"\"Sample ",[968,1282,1283],{"class":974},"{",[968,1285,1286],{"class":978},"data.sample_id",[968,1288,1289],{"class":974},"}",[968,1291,1292],{"class":1042}," rejected at QC gate. Notes: ",[968,1294,1283],{"class":974},[968,1296,1297],{"class":978},"data.notes",[968,1299,1289],{"class":974},[968,1301,1302],{"class":1042},"\"",[968,1304,1046],{"class":978},[968,1306,1308,1310],{"class":970,"line":1307},14,[968,1309,1036],{"class":974},[968,1311,1312],{"class":978}," log_approval(data.sample_id)\n",[915,1314,1315,1316,1318,1319,1104],{},"The run transitions to ",[934,1317,1085],{},". The operator opens the run in the platform, fills in the form, and submits. Execution continues with the submitted values available as ",[934,1320,1321],{},"data",[1323,1324,1326],"h3",{"id":1325},"instructions-and-pre-filled-fields","Instructions and pre-filled fields",[915,1328,1329,1331,1332,1335,1336,956],{},[934,1330,936],{}," takes a message. ",[934,1333,1334],{},"pause_flow_run(wait_for_input=QCInput)"," takes none, so on its own it leaves the operator with a form and no task. Pass the instruction through ",[934,1337,1338],{},"with_initial_data()",[958,1340,1342],{"className":960,"code":1341,"filename":962,"language":963,"meta":964,"style":964},"data = await pause_flow_run(\n    wait_for_input=QCInput.with_initial_data(\n        description=\"Inspect the plate under the scope, then submit.\",\n        sample_id=current_sample,\n    )\n)\n",[934,1343,1344,1356,1366,1379,1389,1394],{"__ignoreMap":964},[968,1345,1346,1349,1351,1353],{"class":970,"line":971},[968,1347,1348],{"class":978},"data ",[968,1350,1237],{"class":974},[968,1352,1240],{"class":974},[968,1354,1355],{"class":978}," pause_flow_run(\n",[968,1357,1358,1361,1363],{"class":970,"line":988},[968,1359,1360],{"class":1163},"    wait_for_input",[968,1362,1237],{"class":974},[968,1364,1365],{"class":978},"QCInput.with_initial_data(\n",[968,1367,1368,1371,1373,1376],{"class":970,"line":1001},[968,1369,1370],{"class":1163},"        description",[968,1372,1237],{"class":974},[968,1374,1375],{"class":1042},"\"Inspect the plate under the scope, then submit.\"",[968,1377,1378],{"class":978},",\n",[968,1380,1381,1384,1386],{"class":970,"line":1008},[968,1382,1383],{"class":1163},"        sample_id",[968,1385,1237],{"class":974},[968,1387,1388],{"class":978},"current_sample,\n",[968,1390,1391],{"class":970,"line":1018},[968,1392,1393],{"class":978},"    )\n",[968,1395,1396],{"class":970,"line":1033},[968,1397,1046],{"class":978},[915,1399,1400,1403],{},[934,1401,1402],{},"description"," accepts Markdown and travels with the input request, next to the schema in the run status. Every other keyword argument pre-fills that field, so the operator only edits what is still open.",[1405,1406,1409],"callout",{"color":1407,"icon":1408},"warning","i-heroicons-exclamation-triangle",[915,1410,1411,1413,1414,1417,1418,1421,1422,1425],{},[934,1412,1338],{}," rebuilds the fields it pre-fills and drops their ",[934,1415,1416],{},"Field(...)"," metadata. ",[934,1419,1420],{},"sample_id: str = Field(title=\"Sample ID\")"," falls back to the generated ",[934,1423,1424],{},"Sample Id"," once pre-filled.",[915,1427,1428],{},"The Python type annotation on each field determines which form control the platform renders:",[1430,1431,1432,1445],"table",{},[1433,1434,1435],"thead",{},[1436,1437,1438,1442],"tr",{},[1439,1440,1441],"th",{},"Python type",[1439,1443,1444],{},"Form control",[1446,1447,1448,1458,1468,1478,1488,1498],"tbody",{},[1436,1449,1450,1455],{},[1451,1452,1453],"td",{},[934,1454,1198],{},[1451,1456,1457],{},"Text input",[1436,1459,1460,1465],{},[1451,1461,1462],{},[934,1463,1464],{},"bool",[1451,1466,1467],{},"Toggle switch",[1436,1469,1470,1475],{},[1451,1471,1472],{},[934,1473,1474],{},"int",[1451,1476,1477],{},"Number input (whole numbers)",[1436,1479,1480,1485],{},[1451,1481,1482],{},[934,1483,1484],{},"float",[1451,1486,1487],{},"Decimal number input",[1436,1489,1490,1495],{},[1451,1491,1492],{},[934,1493,1494],{},"Literal[\"a\", \"b\", ...]",[1451,1496,1497],{},"Dropdown select",[1436,1499,1500,1506],{},[1451,1501,1502,1505],{},[934,1503,1504],{},"Enum"," subclass",[1451,1507,1497],{},[915,1509,1510],{},"Fields without a default value are required. Fields with a default value are optional and pre-filled.",[915,1512,1513,1514,1517,1518,1520,1521,1523],{},"For constrained choices (e.g., selecting from a fixed list of protocols), use ",[934,1515,1516],{},"Literal"," or a Python ",[934,1519,1504],{}," — both render as a dropdown. See ",[1115,1522,144],{"href":145}," for detailed examples.",[947,1525,1527],{"id":1526},"run-state-during-a-pause","Run state during a pause",[1430,1529,1530,1543],{},[1433,1531,1532],{},[1436,1533,1534,1537,1540],{},[1439,1535,1536],{},"State",[1439,1538,1539],{},"Produced by",[1439,1541,1542],{},"Operator action",[1446,1544,1545,1559,1573],{},[1436,1546,1547,1551,1556],{},[1451,1548,1549],{},[934,1550,1085],{},[1451,1552,1553],{},[934,1554,1555],{},"operator_confirm(...)",[1451,1557,1558],{},"Confirm, then resume",[1436,1560,1561,1565,1570],{},[1451,1562,1563],{},[934,1564,1085],{},[1451,1566,1567],{},[934,1568,1569],{},"pause_flow_run(wait_for_input=MyRunInput)",[1451,1571,1572],{},"Fill form, then submit",[1436,1574,1575,1579,1584],{},[1451,1576,1577],{},[934,1578,1089],{},[1451,1580,1581,1583],{},[934,1582,944],{}," (no input model)",[1451,1585,1586],{},"Click Resume",[915,1588,1589,1591,1592,1594,1595,1597,1598,1600],{},[934,1590,1085],{}," means the platform is holding a form open. ",[934,1593,936],{}," uses a single pre-filled confirmation field, so the form is effectively a confirm-and-resume button; a custom ",[934,1596,1100],{}," model renders one control per field. Bare ",[934,1599,944],{}," carries no schema and the operator simply clicks Resume.",[1405,1602,1605],{"color":1603,"icon":1604},"info","i-heroicons-information-circle",[915,1606,1607,1608,1610,1611,1614,1615,1618,1619,1621,1622,1624],{},"Paused runs time out after a configurable period. ",[934,1609,936],{}," defaults to ",[934,1612,1613],{},"timeout=3600"," (1 hour); pass ",[934,1616,1617],{},"timeout=600"," to either ",[934,1620,936],{}," or ",[934,1623,944],{}," to fail the run cleanly if the operator does not respond in time — rather than leaving it suspended indefinitely.",[947,1626,1628],{"id":1627},"related-concepts","Related concepts",[926,1630,1631,1636],{},[929,1632,1633,1635],{},[1115,1634,404],{"href":405},": how workflow parameters become operator-facing fields",[929,1637,1638,1640,1641,1643,1644,1646],{},[1115,1639,400],{"href":401},": the ",[934,1642,1085],{}," and ",[934,1645,1089],{}," run states and resumption",[947,1648,864],{"id":1649},"guides",[926,1651,1652,1657],{},[929,1653,1654],{},[1115,1655,1656],{"href":137},"Basic human in the loop",[929,1658,1659],{},[1115,1660,144],{"href":145},[1662,1663,1664],"style",{},"html pre.shiki code .sxkbv, html code.shiki .sxkbv{--shiki-light:#A0111F;--shiki-default:#A0111F;--shiki-dark:#FF7B72}html pre.shiki code .sc-9e, html code.shiki .sc-9e{--shiki-light:#0E1116;--shiki-default:#0E1116;--shiki-dark:#E6EDF3}html pre.shiki code .s4qFZ, html code.shiki .s4qFZ{--shiki-light:#622CBC;--shiki-default:#622CBC;--shiki-dark:#D2A8FF}html pre.shiki code .sCx38, html code.shiki .sCx38{--shiki-light:#032563;--shiki-default:#032563;--shiki-dark:#A5D6FF}html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .sNqAu, html code.shiki .sNqAu{--shiki-light:#702C00;--shiki-default:#702C00;--shiki-dark:#FFA657}html pre.shiki code .sOiAX, html code.shiki .sOiAX{--shiki-light:#023B95;--shiki-default:#023B95;--shiki-dark:#79C0FF}",{"title":964,"searchDepth":971,"depth":988,"links":1666},[1667,1668,1671,1672,1673],{"id":949,"depth":988,"text":950},{"id":1093,"depth":988,"text":1094,"children":1669},[1670],{"id":1325,"depth":1001,"text":1326},{"id":1526,"depth":988,"text":1527},{"id":1627,"depth":988,"text":1628},{"id":1649,"depth":988,"text":864},"Pause a workflow run to request a human decision or physical action before continuing.","md",{},"\u002Fconcepts\u002Fautomate\u002Fhuman-in-the-loop",{"title":416,"description":1674},"vkRKDLgwJF971GCbwqjlQAtgB-9p4YFLQHMf6o2-iCE",[1681,1683],{"title":412,"description":1682,"path":413},"Structured execution logs emitted at every level of the workflow hierarchy — accessible per run, per phase, and per step.",{"title":380,"description":1684,"path":420},"How errors are classified, retried, and recovered at each level of the workflow hierarchy — from automatic step retries to operator-assisted recovery.",1791294180519]