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basics","\u002Fautomate\u002Fguides\u002Fbasic-hitl","07.automate\u002F25.guides\u002F50.basic-hitl",{"title":515,"path":516,"stem":517},"Typed operator inputs","\u002Fautomate\u002Fguides\u002Ftyped-operator-inputs","07.automate\u002F25.guides\u002F55.typed-operator-inputs",{"title":519,"path":520,"stem":521},"Error recovery","\u002Fautomate\u002Fguides\u002Fbasic-error-handling","07.automate\u002F25.guides\u002F60.basic-error-handling",{"title":523,"path":524,"stem":525},"Advanced error handling","\u002Fautomate\u002Fguides\u002Fadvanced-error-handling","07.automate\u002F25.guides\u002F70.advanced-error-handling",{"title":527,"path":528,"stem":529},"Workflows REST API","\u002Fautomate\u002Fguides\u002Fworkflows-api","07.automate\u002F25.guides\u002F80.workflows-api",{"title":531,"path":532,"stem":533,"children":534,"page":42},"Observe","\u002Fobserve","08.observe",[535,539,555],{"title":536,"path":537,"stem":538},"Overview","\u002Fobserve\u002Foverview","08.observe\u002F10.overview",{"title":94,"path":540,"stem":541,"children":542,"page":42},"\u002Fobserve\u002Fconcepts","08.observe\u002F20.concepts",[543,547,551],{"title":544,"path":545,"stem":546},"Object Storage","\u002Fobserve\u002Fconcepts\u002Fstorage","08.observe\u002F20.concepts\u002F10.storage",{"title":548,"path":549,"stem":550},"Secrets","\u002Fobserve\u002Fconcepts\u002Fsecrets","08.observe\u002F20.concepts\u002F20.secrets",{"title":552,"path":553,"stem":554},"Data sources","\u002Fobserve\u002Fconcepts\u002Fdata-sources","08.observe\u002F20.concepts\u002F30.data-sources",{"title":187,"path":556,"stem":557,"children":558,"page":42},"\u002Fobserve\u002Fguides","08.observe\u002F30.guides",[559,563],{"title":560,"path":561,"stem":562},"File System Connector","\u002Fobserve\u002Fguides\u002Ffilesystem-connector","08.observe\u002F30.guides\u002F10.filesystem-connector",{"title":564,"path":565,"stem":566},"Building an ETL","\u002Fobserve\u002Fguides\u002Fbuilding-an-etl","08.observe\u002F30.guides\u002F20.building-an-etl",{"title":568,"path":569,"stem":570,"children":571,"page":42},"Technical Reference","\u002Ftechnical-reference","10.technical-reference",[572,576,580,592,603,614,624,635],{"title":573,"path":574,"stem":575},"Introduction","\u002Ftechnical-reference\u002Fplatform-blueprint","10.technical-reference\u002F00.platform-blueprint",{"title":577,"path":578,"stem":579},"REST API","\u002Ftechnical-reference\u002Frest-api","10.technical-reference\u002F01.rest-api",{"title":53,"path":581,"stem":582,"children":583,"page":42},"\u002Ftechnical-reference\u002Fgroundcontrol","10.technical-reference\u002F10.groundcontrol",[584,588],{"title":585,"path":586,"stem":587},"Install & Setup","\u002Ftechnical-reference\u002Fgroundcontrol\u002Finstall","10.technical-reference\u002F10.groundcontrol\u002F10.install",{"title":589,"path":590,"stem":591},"Changelog","\u002Ftechnical-reference\u002Fgroundcontrol\u002Fchangelog","10.technical-reference\u002F10.groundcontrol\u002F20.changelog",{"title":593,"path":594,"stem":595,"children":596,"page":42},"UniteLabs SDK","\u002Ftechnical-reference\u002Fpython-sdk","10.technical-reference\u002F20.python-sdk",[597,600],{"title":585,"path":598,"stem":599},"\u002Ftechnical-reference\u002Fpython-sdk\u002Finstall","10.technical-reference\u002F20.python-sdk\u002F10.install",{"title":589,"path":601,"stem":602},"\u002Ftechnical-reference\u002Fpython-sdk\u002Fchangelog","10.technical-reference\u002F20.python-sdk\u002F20.changelog",{"title":604,"path":605,"stem":606,"children":607,"page":42},"Liquid Handling SDK","\u002Ftechnical-reference\u002Fpython-liquid-handling-sdk","10.technical-reference\u002F30.python-liquid-handling-sdk",[608,611],{"title":585,"path":609,"stem":610},"\u002Ftechnical-reference\u002Fpython-liquid-handling-sdk\u002Finstall","10.technical-reference\u002F30.python-liquid-handling-sdk\u002F10.install",{"title":589,"path":612,"stem":613},"\u002Ftechnical-reference\u002Fpython-liquid-handling-sdk\u002Fchangelog","10.technical-reference\u002F30.python-liquid-handling-sdk\u002F20.changelog",{"title":163,"path":615,"stem":616,"children":617,"page":42},"\u002Ftechnical-reference\u002Flabware","10.technical-reference\u002F40.labware",[618,621],{"title":585,"path":619,"stem":620},"\u002Ftechnical-reference\u002Flabware\u002Finstall","10.technical-reference\u002F40.labware\u002F10.install",{"title":589,"path":622,"stem":623},"\u002Ftechnical-reference\u002Flabware\u002Fchangelog","10.technical-reference\u002F40.labware\u002F20.changelog",{"title":625,"path":626,"stem":627,"children":628,"page":42},"Python Omnibus","\u002Ftechnical-reference\u002Fpython-omnibus","10.technical-reference\u002F50.python-omnibus",[629,632],{"title":585,"path":630,"stem":631},"\u002Ftechnical-reference\u002Fpython-omnibus\u002Finstall","10.technical-reference\u002F50.python-omnibus\u002F10.install",{"title":589,"path":633,"stem":634},"\u002Ftechnical-reference\u002Fpython-omnibus\u002Fchangelog","10.technical-reference\u002F50.python-omnibus\u002F20.changelog",{"title":636,"path":637,"stem":638,"children":639,"page":42},"Python CDK","\u002Ftechnical-reference\u002Fpython-cdk","10.technical-reference\u002F60.python-cdk",[640,643],{"title":585,"path":641,"stem":642},"\u002Ftechnical-reference\u002Fpython-cdk\u002Finstall","10.technical-reference\u002F60.python-cdk\u002F10.install",{"title":589,"path":644,"stem":645},"\u002Ftechnical-reference\u002Fpython-cdk\u002Fchangelog","10.technical-reference\u002F60.python-cdk\u002F20.changelog",{"title":647,"path":648,"stem":649,"children":650},"Connector Development (CDK)","\u002Fconnector-development","20.connector-development",[651,653,672,705,713,744],{"title":647,"path":648,"stem":652},"20.connector-development\u002Findex",{"title":654,"path":655,"stem":656,"children":657,"page":42},"Getting Started","\u002Fconnector-development\u002Fgetting-started","20.connector-development\u002F10.getting-started",[658,661,665,668],{"title":536,"path":659,"stem":660},"\u002Fconnector-development\u002Fgetting-started\u002Foverview","20.connector-development\u002F10.getting-started\u002F10.overview",{"title":662,"path":663,"stem":664},"What's new","\u002Fconnector-development\u002Fgetting-started\u002Fwhats-new","20.connector-development\u002F10.getting-started\u002F20.whats-new",{"title":77,"path":666,"stem":667},"\u002Fconnector-development\u002Fgetting-started\u002Finstallation","20.connector-development\u002F10.getting-started\u002F30.installation",{"title":669,"path":670,"stem":671},"Contributing","\u002Fconnector-development\u002Fgetting-started\u002Fcontributing","20.connector-development\u002F10.getting-started\u002F40.contributing",{"title":673,"path":674,"stem":675,"children":676,"page":42},"Tutorial","\u002Fconnector-development\u002Ftutorial","20.connector-development\u002F20.tutorial",[677,681,685,689,693,697,701],{"title":678,"path":679,"stem":680},"Walkthrough","\u002Fconnector-development\u002Ftutorial\u002Fwalkthrough","20.connector-development\u002F20.tutorial\u002F00.walkthrough",{"title":682,"path":683,"stem":684},"SiLA Endpoints","\u002Fconnector-development\u002Ftutorial\u002Fsila-endpoints","20.connector-development\u002F20.tutorial\u002F10.sila-endpoints",{"title":686,"path":687,"stem":688},"Data Endpoints","\u002Fconnector-development\u002Ftutorial\u002Fdata-endpoints","20.connector-development\u002F20.tutorial\u002F20.data-endpoints",{"title":690,"path":691,"stem":692},"Controls","\u002Fconnector-development\u002Ftutorial\u002Fcontrols","20.connector-development\u002F20.tutorial\u002F30.controls",{"title":694,"path":695,"stem":696},"SiLA Data Types","\u002Fconnector-development\u002Ftutorial\u002Fdata-types","20.connector-development\u002F20.tutorial\u002F40.data-types",{"title":698,"path":699,"stem":700},"Feature","\u002Fconnector-development\u002Ftutorial\u002Fconnector-structure","20.connector-development\u002F20.tutorial\u002F70.connector-structure",{"title":702,"path":703,"stem":704},"Hardware Communication","\u002Fconnector-development\u002Ftutorial\u002Fhardware-communication","20.connector-development\u002F20.tutorial\u002F90.hardware-communication",{"title":94,"path":706,"stem":707,"children":708,"page":42},"\u002Fconnector-development\u002Fconcepts","20.connector-development\u002F30.concepts",[709],{"title":710,"path":711,"stem":712},"SiLA","\u002Fconnector-development\u002Fconcepts\u002Fsila","20.connector-development\u002F30.concepts\u002Fsila",{"title":187,"path":714,"stem":715,"children":716,"page":42},"\u002Fconnector-development\u002Fguides","20.connector-development\u002F40.guides",[717,721,725,729,733,736,740],{"title":718,"path":719,"stem":720},"Configuration","\u002Fconnector-development\u002Fguides\u002Fconfiguration","20.connector-development\u002F40.guides\u002F20.configuration",{"title":722,"path":723,"stem":724},"Deployment","\u002Fconnector-development\u002Fguides\u002Fdeployment","20.connector-development\u002F40.guides\u002F30.deployment",{"title":726,"path":727,"stem":728},"Security","\u002Fconnector-development\u002Fguides\u002Fsecurity","20.connector-development\u002F40.guides\u002F40.security",{"title":730,"path":731,"stem":732},"Subscriptions","\u002Fconnector-development\u002Fguides\u002Fsubscriptions","20.connector-development\u002F40.guides\u002F45.subscriptions",{"title":183,"path":734,"stem":735},"\u002Fconnector-development\u002Fguides\u002Ferror-handling","20.connector-development\u002F40.guides\u002F50.error-handling",{"title":737,"path":738,"stem":739},"Serial Troubleshooting","\u002Fconnector-development\u002Fguides\u002Fserial-troubleshooting","20.connector-development\u002F40.guides\u002F70.serial-troubleshooting",{"title":741,"path":742,"stem":743},"Testing","\u002Fconnector-development\u002Fguides\u002Ftesting","20.connector-development\u002F40.guides\u002F80.testing",{"title":745,"path":746,"stem":747,"children":748},"References","\u002Fconnector-development\u002Freference","20.connector-development\u002F50.reference\u002Findex",[749],{"title":745,"path":746,"stem":747},{"id":751,"title":488,"body":752,"description":1499,"extension":1500,"links":1501,"meta":1502,"navigation":890,"path":489,"seo":1503,"stem":490,"__hash__":1504},"docs\u002F07.automate\u002F10.concepts\u002F80.human-in-the-loop.md",{"type":753,"value":754,"toc":1492},"minimark",[755,763,766,791,816,821,827,944,961,984,988,997,1240,1248,1251,1331,1334,1349,1353,1413,1427,1450,1454,1473,1476,1488],[756,757,758,762],"p",{},[759,760,761],"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.",[756,764,765],{},"The SDK provides two levels of API:",[767,768,769,779],"ul",{},[770,771,772,778],"li",{},[759,773,774],{},[775,776,777],"code",{},"operator_confirm()"," — a one-line helper for the common case: the operator just needs to confirm a physical action was taken.",[770,780,781,786,787,790],{},[759,782,783],{},[775,784,785],{},"pause_flow_run()"," — the underlying Prefect primitive, used directly when you need to collect structured data via a typed ",[775,788,789],{},"RunInput"," model.",[792,793,795],"callout",{"icon":794},"i-heroicons-information-circle",[756,796,797,798,801,802,805,806,809,810,812,813,815],{},"For ",[775,799,800],{},"unitelabs-sdk\u003C 0.10.0",", import ",[775,803,804],{},"flow"," and ",[775,807,808],{},"task"," from Prefect instead. Use ",[775,811,804],{}," in place of both workflow and phase decorators, and ",[775,814,808],{}," as step decorators.",[817,818,820],"h2",{"id":819},"simple-confirmation","Simple confirmation",[756,822,823,824,826],{},"The most common case: pause and wait for an operator to confirm a physical action — no structured data needed. Use ",[775,825,777],{},":",[828,829,835],"pre",{"className":830,"code":831,"filename":832,"language":833,"meta":834,"style":834},"language-python shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","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","",[775,836,837,863,885,892,904,920],{"__ignoreMap":834},[838,839,842,846,850,854,857,860],"span",{"class":840,"line":841},"line",1,[838,843,845],{"class":844},"s7zQu","from",[838,847,849],{"class":848},"sTEyZ"," unitelabs",[838,851,853],{"class":852},"sMK4o",".",[838,855,856],{"class":848},"sdk ",[838,858,859],{"class":844},"import",[838,861,862],{"class":848}," operator_confirm\n",[838,864,866,868,870,872,875,877,880,882],{"class":840,"line":865},2,[838,867,845],{"class":844},[838,869,849],{"class":848},[838,871,853],{"class":852},[838,873,874],{"class":848},"sdk",[838,876,853],{"class":852},[838,878,879],{"class":848},"automate ",[838,881,859],{"class":844},[838,883,884],{"class":848}," phase\n",[838,886,888],{"class":840,"line":887},3,[838,889,891],{"emptyLinePlaceholder":890},true,"\n",[838,893,895,898,901],{"class":840,"line":894},4,[838,896,897],{"class":852},"@",[838,899,448],{"class":900},"s2Zo4",[838,902,903],{"class":852},"()\n",[838,905,907,911,914,917],{"class":840,"line":906},5,[838,908,910],{"class":909},"spNyl","async",[838,912,913],{"class":909}," def",[838,915,916],{"class":900}," load_plate",[838,918,919],{"class":852},"():\n",[838,921,923,926,929,932,935,939,941],{"class":840,"line":922},6,[838,924,925],{"class":844},"    await",[838,927,928],{"class":900}," operator_confirm",[838,930,931],{"class":852},"(",[838,933,934],{"class":852},"\"",[838,936,938],{"class":937},"sfazB","Load sample plate into slot 1, then click Resume.",[838,940,934],{"class":852},[838,942,943],{"class":852},")\n",[756,945,946,948,949,952,953,956,957,960],{},[775,947,777],{}," logs the message with an ",[775,950,951],{},"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 ",[775,954,955],{},"timeout="," (seconds, default ",[775,958,959],{},"3600",") to fail the run cleanly if no one responds.",[756,962,963,964,967,968,971,972,975,976,979,980,983],{},"It requires the ",[775,965,966],{},"automate"," extra (",[775,969,970],{},"unitelabs-sdk[automate]","); without it the call raises ",[775,973,974],{},"RuntimeError",". Under the hood it pauses with a single-field confirmation model (",[775,977,978],{},"OperatorConfirmation","), so the run transitions to ",[775,981,982],{},"AWAITING_INPUT"," and the platform renders a confirm-and-resume control.",[817,985,987],{"id":986},"typed-input","Typed input",[756,989,990,991,993,994,996],{},"When the operator needs to provide structured data — not just confirm — pass a ",[775,992,789],{}," model to ",[775,995,785],{}," directly. The platform renders a form based on the model's fields.",[828,998,1000],{"className":830,"code":999,"filename":832,"language":833,"meta":834,"style":834},"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",[775,1001,1002,1023,1041,1045,1061,1071,1081,1098,1103,1112,1124,1151,1172,1222],{"__ignoreMap":834},[838,1003,1004,1006,1008,1010,1012,1014,1017,1020],{"class":840,"line":841},[838,1005,845],{"class":844},[838,1007,849],{"class":848},[838,1009,853],{"class":852},[838,1011,856],{"class":848},[838,1013,859],{"class":844},[838,1015,1016],{"class":848}," pause_flow_run",[838,1018,1019],{"class":852},",",[838,1021,1022],{"class":848}," RunInput\n",[838,1024,1025,1027,1029,1031,1033,1035,1037,1039],{"class":840,"line":865},[838,1026,845],{"class":844},[838,1028,849],{"class":848},[838,1030,853],{"class":852},[838,1032,874],{"class":848},[838,1034,853],{"class":852},[838,1036,879],{"class":848},[838,1038,859],{"class":844},[838,1040,884],{"class":848},[838,1042,1043],{"class":840,"line":887},[838,1044,891],{"emptyLinePlaceholder":890},[838,1046,1047,1050,1054,1056,1058],{"class":840,"line":894},[838,1048,1049],{"class":909},"class",[838,1051,1053],{"class":1052},"sBMFI"," QCInput",[838,1055,931],{"class":852},[838,1057,789],{"class":1052},[838,1059,1060],{"class":852},"):\n",[838,1062,1063,1066,1068],{"class":840,"line":906},[838,1064,1065],{"class":848},"    sample_id",[838,1067,826],{"class":852},[838,1069,1070],{"class":1052}," str\n",[838,1072,1073,1076,1078],{"class":840,"line":922},[838,1074,1075],{"class":848},"    approved",[838,1077,826],{"class":852},[838,1079,1080],{"class":1052}," bool\n",[838,1082,1084,1087,1089,1092,1095],{"class":840,"line":1083},7,[838,1085,1086],{"class":848},"    notes",[838,1088,826],{"class":852},[838,1090,1091],{"class":1052}," str",[838,1093,1094],{"class":852}," =",[838,1096,1097],{"class":852}," \"\"\n",[838,1099,1101],{"class":840,"line":1100},8,[838,1102,891],{"emptyLinePlaceholder":890},[838,1104,1106,1108,1110],{"class":840,"line":1105},9,[838,1107,897],{"class":852},[838,1109,448],{"class":900},[838,1111,903],{"class":852},[838,1113,1115,1117,1119,1122],{"class":840,"line":1114},10,[838,1116,910],{"class":909},[838,1118,913],{"class":909},[838,1120,1121],{"class":900}," quality_check",[838,1123,919],{"class":852},[838,1125,1127,1130,1133,1136,1138,1140,1144,1146,1149],{"class":840,"line":1126},11,[838,1128,1129],{"class":848},"    data ",[838,1131,1132],{"class":852},"=",[838,1134,1135],{"class":844}," await",[838,1137,1016],{"class":900},[838,1139,931],{"class":852},[838,1141,1143],{"class":1142},"sHdIc","wait_for_input",[838,1145,1132],{"class":852},[838,1147,1148],{"class":900},"QCInput",[838,1150,943],{"class":852},[838,1152,1154,1157,1160,1163,1165,1169],{"class":840,"line":1153},12,[838,1155,1156],{"class":844},"    if",[838,1158,1159],{"class":852}," not",[838,1161,1162],{"class":848}," data",[838,1164,853],{"class":852},[838,1166,1168],{"class":1167},"swJcz","approved",[838,1170,1171],{"class":852},":\n",[838,1173,1175,1178,1181,1183,1186,1189,1193,1196,1198,1201,1204,1207,1209,1211,1213,1216,1218,1220],{"class":840,"line":1174},13,[838,1176,1177],{"class":844},"        raise",[838,1179,1180],{"class":1052}," ValueError",[838,1182,931],{"class":852},[838,1184,1185],{"class":909},"f",[838,1187,1188],{"class":937},"\"Sample ",[838,1190,1192],{"class":1191},"sbssI","{",[838,1194,1195],{"class":900},"data",[838,1197,853],{"class":852},[838,1199,1200],{"class":1167},"sample_id",[838,1202,1203],{"class":1191},"}",[838,1205,1206],{"class":937}," rejected at QC gate. Notes: ",[838,1208,1192],{"class":1191},[838,1210,1195],{"class":900},[838,1212,853],{"class":852},[838,1214,1215],{"class":1167},"notes",[838,1217,1203],{"class":1191},[838,1219,934],{"class":937},[838,1221,943],{"class":852},[838,1223,1225,1227,1230,1232,1234,1236,1238],{"class":840,"line":1224},14,[838,1226,925],{"class":844},[838,1228,1229],{"class":900}," log_approval",[838,1231,931],{"class":852},[838,1233,1195],{"class":900},[838,1235,853],{"class":852},[838,1237,1200],{"class":1167},[838,1239,943],{"class":852},[756,1241,1242,1243,1245,1246,853],{},"The run transitions to ",[775,1244,982],{},". The operator opens the run in the platform, fills in the form, and submits. Execution continues with the submitted values available as ",[775,1247,1195],{},[756,1249,1250],{},"The Python type annotation on each field determines which form control the platform renders:",[1252,1253,1254,1267],"table",{},[1255,1256,1257],"thead",{},[1258,1259,1260,1264],"tr",{},[1261,1262,1263],"th",{},"Python type",[1261,1265,1266],{},"Form control",[1268,1269,1270,1281,1291,1301,1311,1321],"tbody",{},[1258,1271,1272,1278],{},[1273,1274,1275],"td",{},[775,1276,1277],{},"str",[1273,1279,1280],{},"Text input",[1258,1282,1283,1288],{},[1273,1284,1285],{},[775,1286,1287],{},"bool",[1273,1289,1290],{},"Toggle switch",[1258,1292,1293,1298],{},[1273,1294,1295],{},[775,1296,1297],{},"int",[1273,1299,1300],{},"Number input (whole numbers)",[1258,1302,1303,1308],{},[1273,1304,1305],{},[775,1306,1307],{},"float",[1273,1309,1310],{},"Decimal number input",[1258,1312,1313,1318],{},[1273,1314,1315],{},[775,1316,1317],{},"Literal[\"a\", \"b\", ...]",[1273,1319,1320],{},"Dropdown select",[1258,1322,1323,1329],{},[1273,1324,1325,1328],{},[775,1326,1327],{},"Enum"," subclass",[1273,1330,1320],{},[756,1332,1333],{},"Fields without a default value are required. Fields with a default value are optional and pre-filled.",[756,1335,1336,1337,1340,1341,1343,1344,1348],{},"For constrained choices (e.g., selecting from a fixed list of protocols), use ",[775,1338,1339],{},"Literal"," or a Python ",[775,1342,1327],{}," — both render as a dropdown. See ",[1345,1346,515],"a",{"href":1347},"\u002Fautomate\u002Fguides\u002Ftyped-operator-inputs\u002F"," for detailed examples.",[817,1350,1352],{"id":1351},"run-state-during-a-pause","Run state during a pause",[1252,1354,1355,1368],{},[1255,1356,1357],{},[1258,1358,1359,1362,1365],{},[1261,1360,1361],{},"State",[1261,1363,1364],{},"Produced by",[1261,1366,1367],{},"Operator action",[1268,1369,1370,1384,1398],{},[1258,1371,1372,1376,1381],{},[1273,1373,1374],{},[775,1375,982],{},[1273,1377,1378],{},[775,1379,1380],{},"operator_confirm(...)",[1273,1382,1383],{},"Confirm, then resume",[1258,1385,1386,1390,1395],{},[1273,1387,1388],{},[775,1389,982],{},[1273,1391,1392],{},[775,1393,1394],{},"pause_flow_run(wait_for_input=MyRunInput)",[1273,1396,1397],{},"Fill form, then submit",[1258,1399,1400,1405,1410],{},[1273,1401,1402],{},[775,1403,1404],{},"PAUSED",[1273,1406,1407,1409],{},[775,1408,785],{}," (no input model)",[1273,1411,1412],{},"Click Resume",[756,1414,1415,1417,1418,1420,1421,1423,1424,1426],{},[775,1416,982],{}," means the platform is holding a form open. ",[775,1419,777],{}," uses a single pre-filled confirmation field, so the form is effectively a confirm-and-resume button; a custom ",[775,1422,789],{}," model renders one control per field. Bare ",[775,1425,785],{}," carries no schema and the operator simply clicks Resume.",[792,1428,1430],{"icon":1429},"i-heroicons-light-bulb",[756,1431,1432,1433,1435,1436,1439,1440,1443,1444,1446,1447,1449],{},"Paused runs time out after a configurable period. 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