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outside your normal software practices. It can't be version-controlled, reviewed in a PR, tested automatically, or deployed reliably across locations.",[756,760,761],{},"UniteLabs lets you define workflows as Python code. They run on the UniteLabs automation engine, are tracked end-to-end, and behave exactly the same whether you trigger them once or a thousand times.",[763,764,766],"h2",{"id":765},"what-this-unlocks","What this unlocks",[768,769,770,778,784,790,796],"ul",{},[771,772,773,777],"li",{},[774,775,776],"strong",{},"Workflows in Git",": version-control your experiment logic alongside your analysis code",[771,779,780,783],{},[774,781,782],{},"CI\u002FCD compatible",": test workflow logic against simulated devices in CI before running on real hardware",[771,785,786,789],{},[774,787,788],{},"Reproducible runs",": every run is tracked with inputs, logs, and output artifacts",[771,791,792,795],{},[774,793,794],{},"Workcell-aware scheduling (WIP)",": the engine tracks which instruments are in use; idle devices can be picked up by other workflows running in the same workcell, increasing throughput without manual scheduling",[771,797,798,801],{},[774,799,800],{},"Unattended operation",": reliable recovery and retry logic suitable for overnight or weekend runs",[763,803,14],{"id":804},"how-it-works",[756,806,807],{},"A workflow is a Python class that defines phases — ordered groups of steps that coordinate instruments, data, and logic. The orchestrator handles scheduling, device allocation, and run tracking.",[809,810,816],"pre",{"className":811,"code":812,"filename":813,"language":814,"meta":815,"style":815},"language-python shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","import asyncio\nfrom prefect import flow\nfrom unitelabs.sdk import AsyncApiClient\n\n@flow()  # phase\nasync def seed_plate():\n    client = AsyncApiClient()\n    hamilton = await client.get_service_by_name(\"Hamilton STAR\")\n    await hamilton.initialize()\n    ...  # dispense cells into 96-well plate\n\n@flow()  # phase\nasync def add_reagent():\n    client = AsyncApiClient()\n    hamilton = await client.get_service_by_name(\"Hamilton STAR\")\n    ...  # dispense CCK-8 reagent\n\n@flow()  # phase\nasync def incubate(hours: float = 2.0):\n    client = AsyncApiClient()\n    incubator = await client.get_service_by_name(\"CO2 Incubator\")\n    ...  # hold at 37 °C for the given duration\n\n@flow()  # phase\nasync def measure() -> dict:\n    client = AsyncApiClient()\n    reader = await client.get_service_by_name(\"Plate Reader\")\n    ...  # read absorbance at 450 nm\n    return results\n\n@flow(name=\"Cell Viability Assay\")  # workflow\nasync def cell_viability_assay():\n    await seed_plate()\n    await incubate(hours=24.0)  # cells settle overnight\n    await add_reagent()\n    await incubate(hours=2.0)   # CCK-8 reaction window\n    return await measure()\n\nasyncio.run(cell_viability_assay())\n","cell_viability.py","python","",[817,818,819,832,846,866,873,890,906,921,954,970,979,984,995,1007,1018,1043,1051,1056,1067,1100,1111,1138,1146,1151,1162,1183,1194,1221,1229,1238,1243,1270,1282,1291,1312,1321,1342,1353,1358],"code",{"__ignoreMap":815},[820,821,824,828],"span",{"class":822,"line":823},"line",1,[820,825,827],{"class":826},"s7zQu","import",[820,829,831],{"class":830},"sTEyZ"," asyncio\n",[820,833,835,838,841,843],{"class":822,"line":834},2,[820,836,837],{"class":826},"from",[820,839,840],{"class":830}," prefect ",[820,842,827],{"class":826},[820,844,845],{"class":830}," flow\n",[820,847,849,851,854,858,861,863],{"class":822,"line":848},3,[820,850,837],{"class":826},[820,852,853],{"class":830}," unitelabs",[820,855,857],{"class":856},"sMK4o",".",[820,859,860],{"class":830},"sdk ",[820,862,827],{"class":826},[820,864,865],{"class":830}," AsyncApiClient\n",[820,867,869],{"class":822,"line":868},4,[820,870,872],{"emptyLinePlaceholder":871},true,"\n",[820,874,876,879,883,886],{"class":822,"line":875},5,[820,877,878],{"class":856},"@",[820,880,882],{"class":881},"s2Zo4","flow",[820,884,885],{"class":856},"()",[820,887,889],{"class":888},"sHwdD","  # phase\n",[820,891,893,897,900,903],{"class":822,"line":892},6,[820,894,896],{"class":895},"spNyl","async",[820,898,899],{"class":895}," def",[820,901,902],{"class":881}," seed_plate",[820,904,905],{"class":856},"():\n",[820,907,909,912,915,918],{"class":822,"line":908},7,[820,910,911],{"class":830},"    client ",[820,913,914],{"class":856},"=",[820,916,917],{"class":881}," AsyncApiClient",[820,919,920],{"class":856},"()\n",[820,922,924,927,929,932,935,937,940,943,946,949,951],{"class":822,"line":923},8,[820,925,926],{"class":830},"    hamilton ",[820,928,914],{"class":856},[820,930,931],{"class":826}," await",[820,933,934],{"class":830}," client",[820,936,857],{"class":856},[820,938,939],{"class":881},"get_service_by_name",[820,941,942],{"class":856},"(",[820,944,945],{"class":856},"\"",[820,947,265],{"class":948},"sfazB",[820,950,945],{"class":856},[820,952,953],{"class":856},")\n",[820,955,957,960,963,965,968],{"class":822,"line":956},9,[820,958,959],{"class":826},"    await",[820,961,962],{"class":830}," hamilton",[820,964,857],{"class":856},[820,966,967],{"class":881},"initialize",[820,969,920],{"class":856},[820,971,973,976],{"class":822,"line":972},10,[820,974,975],{"class":830},"    ...  ",[820,977,978],{"class":888},"# dispense cells into 96-well plate\n",[820,980,982],{"class":822,"line":981},11,[820,983,872],{"emptyLinePlaceholder":871},[820,985,987,989,991,993],{"class":822,"line":986},12,[820,988,878],{"class":856},[820,990,882],{"class":881},[820,992,885],{"class":856},[820,994,889],{"class":888},[820,996,998,1000,1002,1005],{"class":822,"line":997},13,[820,999,896],{"class":895},[820,1001,899],{"class":895},[820,1003,1004],{"class":881}," add_reagent",[820,1006,905],{"class":856},[820,1008,1010,1012,1014,1016],{"class":822,"line":1009},14,[820,1011,911],{"class":830},[820,1013,914],{"class":856},[820,1015,917],{"class":881},[820,1017,920],{"class":856},[820,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041],{"class":822,"line":1020},15,[820,1022,926],{"class":830},[820,1024,914],{"class":856},[820,1026,931],{"class":826},[820,1028,934],{"class":830},[820,1030,857],{"class":856},[820,1032,939],{"class":881},[820,1034,942],{"class":856},[820,1036,945],{"class":856},[820,1038,265],{"class":948},[820,1040,945],{"class":856},[820,1042,953],{"class":856},[820,1044,1046,1048],{"class":822,"line":1045},16,[820,1047,975],{"class":830},[820,1049,1050],{"class":888},"# dispense CCK-8 reagent\n",[820,1052,1054],{"class":822,"line":1053},17,[820,1055,872],{"emptyLinePlaceholder":871},[820,1057,1059,1061,1063,1065],{"class":822,"line":1058},18,[820,1060,878],{"class":856},[820,1062,882],{"class":881},[820,1064,885],{"class":856},[820,1066,889],{"class":888},[820,1068,1070,1072,1074,1077,1079,1083,1086,1090,1093,1097],{"class":822,"line":1069},19,[820,1071,896],{"class":895},[820,1073,899],{"class":895},[820,1075,1076],{"class":881}," incubate",[820,1078,942],{"class":856},[820,1080,1082],{"class":1081},"sHdIc","hours",[820,1084,1085],{"class":856},":",[820,1087,1089],{"class":1088},"sBMFI"," float",[820,1091,1092],{"class":856}," =",[820,1094,1096],{"class":1095},"sbssI"," 2.0",[820,1098,1099],{"class":856},"):\n",[820,1101,1103,1105,1107,1109],{"class":822,"line":1102},20,[820,1104,911],{"class":830},[820,1106,914],{"class":856},[820,1108,917],{"class":881},[820,1110,920],{"class":856},[820,1112,1114,1117,1119,1121,1123,1125,1127,1129,1131,1134,1136],{"class":822,"line":1113},21,[820,1115,1116],{"class":830},"    incubator ",[820,1118,914],{"class":856},[820,1120,931],{"class":826},[820,1122,934],{"class":830},[820,1124,857],{"class":856},[820,1126,939],{"class":881},[820,1128,942],{"class":856},[820,1130,945],{"class":856},[820,1132,1133],{"class":948},"CO2 Incubator",[820,1135,945],{"class":856},[820,1137,953],{"class":856},[820,1139,1141,1143],{"class":822,"line":1140},22,[820,1142,975],{"class":830},[820,1144,1145],{"class":888},"# hold at 37 °C for the given duration\n",[820,1147,1149],{"class":822,"line":1148},23,[820,1150,872],{"emptyLinePlaceholder":871},[820,1152,1154,1156,1158,1160],{"class":822,"line":1153},24,[820,1155,878],{"class":856},[820,1157,882],{"class":881},[820,1159,885],{"class":856},[820,1161,889],{"class":888},[820,1163,1165,1167,1169,1172,1174,1177,1180],{"class":822,"line":1164},25,[820,1166,896],{"class":895},[820,1168,899],{"class":895},[820,1170,1171],{"class":881}," measure",[820,1173,885],{"class":856},[820,1175,1176],{"class":856}," ->",[820,1178,1179],{"class":1088}," dict",[820,1181,1182],{"class":856},":\n",[820,1184,1186,1188,1190,1192],{"class":822,"line":1185},26,[820,1187,911],{"class":830},[820,1189,914],{"class":856},[820,1191,917],{"class":881},[820,1193,920],{"class":856},[820,1195,1197,1200,1202,1204,1206,1208,1210,1212,1214,1217,1219],{"class":822,"line":1196},27,[820,1198,1199],{"class":830},"    reader ",[820,1201,914],{"class":856},[820,1203,931],{"class":826},[820,1205,934],{"class":830},[820,1207,857],{"class":856},[820,1209,939],{"class":881},[820,1211,942],{"class":856},[820,1213,945],{"class":856},[820,1215,1216],{"class":948},"Plate Reader",[820,1218,945],{"class":856},[820,1220,953],{"class":856},[820,1222,1224,1226],{"class":822,"line":1223},28,[820,1225,975],{"class":830},[820,1227,1228],{"class":888},"# read absorbance at 450 nm\n",[820,1230,1232,1235],{"class":822,"line":1231},29,[820,1233,1234],{"class":826},"    return",[820,1236,1237],{"class":830}," results\n",[820,1239,1241],{"class":822,"line":1240},30,[820,1242,872],{"emptyLinePlaceholder":871},[820,1244,1246,1248,1250,1252,1255,1257,1259,1262,1264,1267],{"class":822,"line":1245},31,[820,1247,878],{"class":856},[820,1249,882],{"class":881},[820,1251,942],{"class":856},[820,1253,1254],{"class":1081},"name",[820,1256,914],{"class":856},[820,1258,945],{"class":856},[820,1260,1261],{"class":948},"Cell Viability Assay",[820,1263,945],{"class":856},[820,1265,1266],{"class":856},")",[820,1268,1269],{"class":888},"  # workflow\n",[820,1271,1273,1275,1277,1280],{"class":822,"line":1272},32,[820,1274,896],{"class":895},[820,1276,899],{"class":895},[820,1278,1279],{"class":881}," cell_viability_assay",[820,1281,905],{"class":856},[820,1283,1285,1287,1289],{"class":822,"line":1284},33,[820,1286,959],{"class":826},[820,1288,902],{"class":881},[820,1290,920],{"class":856},[820,1292,1294,1296,1298,1300,1302,1304,1307,1309],{"class":822,"line":1293},34,[820,1295,959],{"class":826},[820,1297,1076],{"class":881},[820,1299,942],{"class":856},[820,1301,1082],{"class":1081},[820,1303,914],{"class":856},[820,1305,1306],{"class":1095},"24.0",[820,1308,1266],{"class":856},[820,1310,1311],{"class":888},"  # cells settle overnight\n",[820,1313,1315,1317,1319],{"class":822,"line":1314},35,[820,1316,959],{"class":826},[820,1318,1004],{"class":881},[820,1320,920],{"class":856},[820,1322,1324,1326,1328,1330,1332,1334,1337,1339],{"class":822,"line":1323},36,[820,1325,959],{"class":826},[820,1327,1076],{"class":881},[820,1329,942],{"class":856},[820,1331,1082],{"class":1081},[820,1333,914],{"class":856},[820,1335,1336],{"class":1095},"2.0",[820,1338,1266],{"class":856},[820,1340,1341],{"class":888},"   # CCK-8 reaction window\n",[820,1343,1345,1347,1349,1351],{"class":822,"line":1344},37,[820,1346,1234],{"class":826},[820,1348,931],{"class":826},[820,1350,1171],{"class":881},[820,1352,920],{"class":856},[820,1354,1356],{"class":822,"line":1355},38,[820,1357,872],{"emptyLinePlaceholder":871},[820,1359,1361,1364,1366,1369,1371,1374],{"class":822,"line":1360},39,[820,1362,1363],{"class":830},"asyncio",[820,1365,857],{"class":856},[820,1367,1368],{"class":881},"run",[820,1370,942],{"class":856},[820,1372,1373],{"class":881},"cell_viability_assay",[820,1375,1376],{"class":856},"())\n",[756,1378,1379,1380,1384,1385,1389],{},"Workflows are registered with the platform and can be triggered via the ",[1381,1382,577],"a",{"href":1383},"\u002Fautomate\u002Fguides\u002Fworkflows-api\u002F",", the ",[1381,1386,1388],{"href":1387},"\u002Fautomate\u002Fguides\u002Frun-a-workflow\u002F","Platform UI",", or on a schedule.",[763,1391,1393],{"id":1392},"workcell-scheduling","Workcell scheduling",[756,1395,1396],{},"The orchestrator knows which instruments each running workflow has claimed. When a device finishes its current phase and becomes idle, the engine can make it available to another workflow in the same workcell — no manual coordination needed.",[1398,1399,1401],"callout",{"icon":1400},"i-heroicons-information-circle",[756,1402,1403],{},"Explicit resource constraints and conflict resolution are configured per workflow. Detailed documentation is coming soon.",[763,1405,1407],{"id":1406},"when-to-use-this","When to use this",[756,1409,1410],{},"Workflow orchestration is the right approach when:",[768,1412,1413,1416,1419,1422],{},[771,1414,1415],{},"You need reproducible, auditable runs (GxP, SOPs, tech transfer)",[771,1417,1418],{},"You want to run a protocol repeatedly with different inputs",[771,1420,1421],{},"Your workcell is shared across multiple teams or experiments",[771,1423,1424],{},"You need reliable unattended or long-running operations",[763,1426,1428],{"id":1427},"next-steps","Next steps",[768,1430,1431,1437,1443],{},[771,1432,1433,1436],{},[1381,1434,434],{"href":1435},"\u002Fautomate\u002Fwhat-is-a-workflow\u002F",": core concepts",[771,1438,1439],{},[1381,1440,1442],{"href":1441},"\u002Fautomate\u002Fyour-first-workflow\u002F","Set up a workflow in Python",[771,1444,1445],{},[1381,1446,1447],{"href":1383},"Run a workflow via the API",[1449,1450,1451],"style",{},"html pre.shiki code .s7zQu, html code.shiki .s7zQu{--shiki-light:#39ADB5;--shiki-light-font-style:italic;--shiki-default:#89DDFF;--shiki-default-font-style:italic;--shiki-dark:#89DDFF;--shiki-dark-font-style:italic}html pre.shiki code .sTEyZ, html code.shiki .sTEyZ{--shiki-light:#90A4AE;--shiki-default:#EEFFFF;--shiki-dark:#BABED8}html pre.shiki code .sMK4o, html code.shiki .sMK4o{--shiki-light:#39ADB5;--shiki-default:#89DDFF;--shiki-dark:#89DDFF}html pre.shiki code .s2Zo4, html code.shiki .s2Zo4{--shiki-light:#6182B8;--shiki-default:#82AAFF;--shiki-dark:#82AAFF}html pre.shiki code .sHwdD, html code.shiki .sHwdD{--shiki-light:#90A4AE;--shiki-light-font-style:italic;--shiki-default:#546E7A;--shiki-default-font-style:italic;--shiki-dark:#676E95;--shiki-dark-font-style:italic}html pre.shiki code .spNyl, html code.shiki .spNyl{--shiki-light:#9C3EDA;--shiki-default:#C792EA;--shiki-dark:#C792EA}html pre.shiki code .sfazB, html code.shiki .sfazB{--shiki-light:#91B859;--shiki-default:#C3E88D;--shiki-dark:#C3E88D}html pre.shiki code .sHdIc, html code.shiki .sHdIc{--shiki-light:#90A4AE;--shiki-light-font-style:italic;--shiki-default:#EEFFFF;--shiki-default-font-style:italic;--shiki-dark:#BABED8;--shiki-dark-font-style:italic}html pre.shiki code .sBMFI, html code.shiki .sBMFI{--shiki-light:#E2931D;--shiki-default:#FFCB6B;--shiki-dark:#FFCB6B}html pre.shiki code .sbssI, html code.shiki .sbssI{--shiki-light:#F76D47;--shiki-default:#F78C6C;--shiki-dark:#F78C6C}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);}",{"title":815,"searchDepth":823,"depth":834,"links":1453},[1454,1455,1456,1457,1458],{"id":765,"depth":834,"text":766},{"id":804,"depth":834,"text":14},{"id":1392,"depth":834,"text":1393},{"id":1406,"depth":834,"text":1407},{"id":1427,"depth":834,"text":1428},"Define reproducible experiment workflows in code — versioned, testable, and deployable like any other software.","md",null,{},{"title":31,"description":1459},"Kx29wH6xzKg-gEXU7rXZNEtbwIhXmexIYDahWKwci6U",[1466,1468],{"title":27,"path":28,"stem":29,"description":1467},"Coordinate multiple lab instruments simultaneously from a single Python script.",{"title":35,"path":36,"stem":37,"description":1469},"Connect your LIMS, Benchling, or custom lab application to UniteLabs via the REST API.",1783607757051]