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run — reports, measurement summaries, annotated images, and links to external files. They appear in the platform UI under the run's Artifacts tab and are persisted for traceability and downstream use.",[763,764,766],"callout",{"icon":765},"i-heroicons-information-circle",[756,767,768,769,773,774,777,778,781,782,784,785,787],{},"For ",[770,771,772],"code",{},"unitelabs-sdk\u003C 0.10.0",", import ",[770,775,776],{},"flow"," and ",[770,779,780],{},"task"," from Prefect instead. Use ",[770,783,776],{}," in place of both workflow and phase decorators, and ",[770,786,780],{}," as step decorators.",[756,789,790,791,795],{},"Artifacts are distinct from ",[792,793,453],"a",{"href":794},"\u002Fautomate\u002Fconcepts\u002Flogs\u002F",": logs capture the execution narrative, artifacts capture the scientific results.",[797,798,800],"h2",{"id":799},"producing-artifacts","Producing artifacts",[756,802,803],{},"Use Prefect's artifact functions from any phase or step. The most common type is a markdown artifact, which can embed tables, images, and rich text directly in the run view.",[756,805,806,809],{},[759,807,808],{},"Measurement report"," — summarize results as a markdown table:",[811,812,818],"pre",{"className":813,"code":814,"filename":815,"language":816,"meta":817,"style":817},"language-python shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","from unitelabs.sdk import get_logger\nfrom unitelabs.sdk.automate import phase\nfrom prefect.artifacts import create_markdown_artifact\n\n@phase()\nasync def report(plate_id: str, hits: list[str], hit_rate: float):\n    logger = get_logger()\n\n    rows = \"\\n\".join(f\"| {well} |\" for well in hits) or \"| — |\"\n    await create_markdown_artifact(\n        key=\"plate-read-report\",\n        markdown=f\"\"\"## Plate Read Report\n\n**Plate:** `{plate_id}`\n**Hit rate:** {hit_rate:.1f}%\n\n| Hit well |\n|----------|\n{rows}\n\"\"\",\n        description=f\"{len(hits)} hits on {plate_id}\",\n    )\n    logger.info(f\"Report artifact published — {len(hits)} hits\")\n","workflows\u002Fplate_read.py","python","",[770,819,820,846,868,886,893,905,963,977,982,1051,1063,1081,1094,1099,1114,1133,1138,1144,1150,1161,1169,1208,1214],{"__ignoreMap":817},[821,822,825,829,833,837,840,843],"span",{"class":823,"line":824},"line",1,[821,826,828],{"class":827},"s7zQu","from",[821,830,832],{"class":831},"sTEyZ"," unitelabs",[821,834,836],{"class":835},"sMK4o",".",[821,838,839],{"class":831},"sdk ",[821,841,842],{"class":827},"import",[821,844,845],{"class":831}," get_logger\n",[821,847,849,851,853,855,858,860,863,865],{"class":823,"line":848},2,[821,850,828],{"class":827},[821,852,832],{"class":831},[821,854,836],{"class":835},[821,856,857],{"class":831},"sdk",[821,859,836],{"class":835},[821,861,862],{"class":831},"automate ",[821,864,842],{"class":827},[821,866,867],{"class":831}," 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\"",[821,994,995],{"class":831},"\\n",[821,997,998],{"class":835},"\"",[821,1000,836],{"class":835},[821,1002,1003],{"class":901},"join",[821,1005,920],{"class":835},[821,1007,1008],{"class":910},"f",[821,1010,1012],{"class":1011},"sfazB","\"| ",[821,1014,1016],{"class":1015},"sbssI","{",[821,1018,1019],{"class":901},"well",[821,1021,1022],{"class":1015},"}",[821,1024,1025],{"class":1011}," |\"",[821,1027,1028],{"class":827}," for",[821,1030,1031],{"class":901}," well ",[821,1033,1034],{"class":827},"in",[821,1036,937],{"class":901},[821,1038,1039],{"class":835},")",[821,1041,1042],{"class":835}," or",[821,1044,992],{"class":835},[821,1046,1047],{"class":1011},"| — |",[821,1049,1050],{"class":835},"\"\n",[821,1052,1054,1057,1060],{"class":823,"line":1053},10,[821,1055,1056],{"class":827},"    await",[821,1058,1059],{"class":901}," create_markdown_artifact",[821,1061,1062],{"class":835},"(\n",[821,1064,1066,1069,1071,1073,1076,1078],{"class":823,"line":1065},11,[821,1067,1068],{"class":923},"        key",[821,1070,971],{"class":835},[821,1072,998],{"class":835},[821,1074,1075],{"class":1011},"plate-read-report",[821,1077,998],{"class":835},[821,1079,1080],{"class":835},",\n",[821,1082,1084,1087,1089,1091],{"class":823,"line":1083},12,[821,1085,1086],{"class":923},"        markdown",[821,1088,971],{"class":835},[821,1090,1008],{"class":910},[821,1092,1093],{"class":1011},"\"\"\"## Plate Read Report\n",[821,1095,1097],{"class":823,"line":1096},13,[821,1098,892],{"emptyLinePlaceholder":891},[821,1100,1102,1105,1107,1109,1111],{"class":823,"line":1101},14,[821,1103,1104],{"class":1011},"**Plate:** `",[821,1106,1016],{"class":1015},[821,1108,924],{"class":901},[821,1110,1022],{"class":1015},[821,1112,1113],{"class":1011},"`\n",[821,1115,1117,1120,1122,1125,1128,1130],{"class":823,"line":1116},15,[821,1118,1119],{"class":1011},"**Hit rate:** ",[821,1121,1016],{"class":1015},[821,1123,1124],{"class":901},"hit_rate",[821,1126,1127],{"class":910},":.1f",[821,1129,1022],{"class":1015},[821,1131,1132],{"class":1011},"%\n",[821,1134,1136],{"class":823,"line":1135},16,[821,1137,892],{"emptyLinePlaceholder":891},[821,1139,1141],{"class":823,"line":1140},17,[821,1142,1143],{"class":1011},"| Hit well |\n",[821,1145,1147],{"class":823,"line":1146},18,[821,1148,1149],{"class":1011},"|----------|\n",[821,1151,1153,1155,1158],{"class":823,"line":1152},19,[821,1154,1016],{"class":1015},[821,1156,1157],{"class":901},"rows",[821,1159,1160],{"class":1015},"}\n",[821,1162,1164,1167],{"class":823,"line":1163},20,[821,1165,1166],{"class":1011},"\"\"\"",[821,1168,1080],{"class":835},[821,1170,1172,1175,1177,1179,1181,1183,1186,1188,1191,1193,1195,1198,1200,1202,1204,1206],{"class":823,"line":1171},21,[821,1173,1174],{"class":923},"        description",[821,1176,971],{"class":835},[821,1178,1008],{"class":910},[821,1180,998],{"class":1011},[821,1182,1016],{"class":1015},[821,1184,1185],{"class":901},"len",[821,1187,920],{"class":835},[821,1189,1190],{"class":901},"hits",[821,1192,1039],{"class":835},[821,1194,1022],{"class":1015},[821,1196,1197],{"class":1011}," hits on ",[821,1199,1016],{"class":1015},[821,1201,924],{"class":901},[821,1203,1022],{"class":1015},[821,1205,998],{"class":1011},[821,1207,1080],{"class":835},[821,1209,1211],{"class":823,"line":1210},22,[821,1212,1213],{"class":835},"    )\n",[821,1215,1217,1220,1222,1225,1227,1229,1232,1234,1236,1238,1240,1242,1244,1247],{"class":823,"line":1216},23,[821,1218,1219],{"class":831},"    logger",[821,1221,836],{"class":835},[821,1223,1224],{"class":901},"info",[821,1226,920],{"class":835},[821,1228,1008],{"class":910},[821,1230,1231],{"class":1011},"\"Report artifact published — ",[821,1233,1016],{"class":1015},[821,1235,1185],{"class":901},[821,1237,920],{"class":835},[821,1239,1190],{"class":901},[821,1241,1039],{"class":835},[821,1243,1022],{"class":1015},[821,1245,1246],{"class":1011}," hits\"",[821,1248,1249],{"class":835},")\n",[756,1251,1252,1255],{},[759,1253,1254],{},"Annotated image"," — embed a base64-encoded image inline:",[811,1257,1260],{"className":813,"code":1258,"filename":1259,"language":816,"meta":817,"style":817},"import base64\nfrom unitelabs.sdk.automate import phase\nfrom prefect.artifacts import create_markdown_artifact\n\n@phase()\nasync def detection(camera_service_name: str) -> dict:\n    image = await capture_snapshot(camera_service_name)\n    result = detect_plate_in_roi(image)\n\n    _, buf = cv2.imencode(\".png\", image)\n    img_b64 = base64.b64encode(buf).decode()\n\n    await create_markdown_artifact(\n        key=\"detection-result\",\n        markdown=f\"\"\"## Plate Detection\n\n**Result:** {\"✅ PLATE PRESENT\" if result[\"plate_present\"] else \"❌ EMPTY\"}\n\n![Detection](data:image\u002Fpng;base64,{img_b64})\n\"\"\",\n        description=\"Camera-based plate detection\",\n    )\n    return result\n","workflows\u002Fdetection.py",[770,1261,1262,1269,1287,1301,1305,1313,1342,1361,1378,1382,1418,1446,1450,1458,1473,1484,1488,1532,1536,1550,1556,1571,1575],{"__ignoreMap":817},[821,1263,1264,1266],{"class":823,"line":824},[821,1265,842],{"class":827},[821,1267,1268],{"class":831}," base64\n",[821,1270,1271,1273,1275,1277,1279,1281,1283,1285],{"class":823,"line":848},[821,1272,828],{"class":827},[821,1274,832],{"class":831},[821,1276,836],{"class":835},[821,1278,857],{"class":831},[821,1280,836],{"class":835},[821,1282,862],{"class":831},[821,1284,842],{"class":827},[821,1286,867],{"class":831},[821,1288,1289,1291,1293,1295,1297,1299],{"class":823,"line":870},[821,1290,828],{"class":827},[821,1292,875],{"class":831},[821,1294,836],{"class":835},[821,1296,880],{"class":831},[821,1298,842],{"class":827},[821,1300,885],{"class":831},[821,1302,1303],{"class":823,"line":888},[821,1304,892],{"emptyLinePlaceholder":891},[821,1306,1307,1309,1311],{"class":823,"line":895},[821,1308,898],{"class":835},[821,1310,448],{"class":901},[821,1312,904],{"class":835},[821,1314,1315,1317,1319,1322,1324,1327,1329,1331,1333,1336,1339],{"class":823,"line":907},[821,1316,911],{"class":910},[821,1318,914],{"class":910},[821,1320,1321],{"class":901}," detection",[821,1323,920],{"class":835},[821,1325,1326],{"class":923},"camera_service_name",[821,1328,927],{"class":835},[821,1330,931],{"class":930},[821,1332,1039],{"class":835},[821,1334,1335],{"class":835}," ->",[821,1337,1338],{"class":930}," dict",[821,1340,1341],{"class":835},":\n",[821,1343,1344,1347,1349,1352,1355,1357,1359],{"class":823,"line":965},[821,1345,1346],{"class":831},"    image ",[821,1348,971],{"class":835},[821,1350,1351],{"class":827}," await",[821,1353,1354],{"class":901}," capture_snapshot",[821,1356,920],{"class":835},[821,1358,1326],{"class":901},[821,1360,1249],{"class":835},[821,1362,1363,1366,1368,1371,1373,1376],{"class":823,"line":979},[821,1364,1365],{"class":831},"    result ",[821,1367,971],{"class":835},[821,1369,1370],{"class":901}," detect_plate_in_roi",[821,1372,920],{"class":835},[821,1374,1375],{"class":901},"image",[821,1377,1249],{"class":835},[821,1379,1380],{"class":823,"line":984},[821,1381,892],{"emptyLinePlaceholder":891},[821,1383,1384,1387,1389,1392,1394,1397,1399,1402,1404,1406,1409,1411,1413,1416],{"class":823,"line":1053},[821,1385,1386],{"class":831},"    _",[821,1388,934],{"class":835},[821,1390,1391],{"class":831}," buf ",[821,1393,971],{"class":835},[821,1395,1396],{"class":831}," cv2",[821,1398,836],{"class":835},[821,1400,1401],{"class":901},"imencode",[821,1403,920],{"class":835},[821,1405,998],{"class":835},[821,1407,1408],{"class":1011},".png",[821,1410,998],{"class":835},[821,1412,934],{"class":835},[821,1414,1415],{"class":901}," image",[821,1417,1249],{"class":835},[821,1419,1420,1423,1425,1428,1430,1433,1435,1438,1441,1444],{"class":823,"line":1065},[821,1421,1422],{"class":831},"    img_b64 ",[821,1424,971],{"class":835},[821,1426,1427],{"class":831}," base64",[821,1429,836],{"class":835},[821,1431,1432],{"class":901},"b64encode",[821,1434,920],{"class":835},[821,1436,1437],{"class":901},"buf",[821,1439,1440],{"class":835},").",[821,1442,1443],{"class":901},"decode",[821,1445,904],{"class":835},[821,1447,1448],{"class":823,"line":1083},[821,1449,892],{"emptyLinePlaceholder":891},[821,1451,1452,1454,1456],{"class":823,"line":1096},[821,1453,1056],{"class":827},[821,1455,1059],{"class":901},[821,1457,1062],{"class":835},[821,1459,1460,1462,1464,1466,1469,1471],{"class":823,"line":1101},[821,1461,1068],{"class":923},[821,1463,971],{"class":835},[821,1465,998],{"class":835},[821,1467,1468],{"class":1011},"detection-result",[821,1470,998],{"class":835},[821,1472,1080],{"class":835},[821,1474,1475,1477,1479,1481],{"class":823,"line":1116},[821,1476,1086],{"class":923},[821,1478,971],{"class":835},[821,1480,1008],{"class":910},[821,1482,1483],{"class":1011},"\"\"\"## Plate Detection\n",[821,1485,1486],{"class":823,"line":1135},[821,1487,892],{"emptyLinePlaceholder":891},[821,1489,1490,1493,1495,1497,1500,1502,1505,1508,1510,1512,1515,1517,1520,1523,1525,1528,1530],{"class":823,"line":1140},[821,1491,1492],{"class":1011},"**Result:** ",[821,1494,1016],{"class":1015},[821,1496,998],{"class":835},[821,1498,1499],{"class":1011},"✅ PLATE PRESENT",[821,1501,998],{"class":835},[821,1503,1504],{"class":827}," if",[821,1506,1507],{"class":901}," result",[821,1509,945],{"class":835},[821,1511,998],{"class":835},[821,1513,1514],{"class":1011},"plate_present",[821,1516,998],{"class":835},[821,1518,1519],{"class":835},"]",[821,1521,1522],{"class":827}," else",[821,1524,992],{"class":835},[821,1526,1527],{"class":1011},"❌ EMPTY",[821,1529,998],{"class":835},[821,1531,1160],{"class":1015},[821,1533,1534],{"class":823,"line":1146},[821,1535,892],{"emptyLinePlaceholder":891},[821,1537,1538,1541,1543,1546,1548],{"class":823,"line":1152},[821,1539,1540],{"class":1011},"![Detection](data:image\u002Fpng;base64,",[821,1542,1016],{"class":1015},[821,1544,1545],{"class":901},"img_b64",[821,1547,1022],{"class":1015},[821,1549,1249],{"class":1011},[821,1551,1552,1554],{"class":823,"line":1163},[821,1553,1166],{"class":1011},[821,1555,1080],{"class":835},[821,1557,1558,1560,1562,1564,1567,1569],{"class":823,"line":1171},[821,1559,1174],{"class":923},[821,1561,971],{"class":835},[821,1563,998],{"class":835},[821,1565,1566],{"class":1011},"Camera-based plate detection",[821,1568,998],{"class":835},[821,1570,1080],{"class":835},[821,1572,1573],{"class":823,"line":1210},[821,1574,1213],{"class":835},[821,1576,1577,1580],{"class":823,"line":1216},[821,1578,1579],{"class":827},"    return",[821,1581,1582],{"class":831}," result\n",[756,1584,1585,1588],{},[759,1586,1587],{},"External file link"," — reference a file in object storage or a local path:",[811,1590,1593],{"className":813,"code":1591,"filename":1592,"language":816,"meta":817,"style":817},"from unitelabs.sdk.automate import phase\nfrom prefect.artifacts import create_link_artifact\n\n@phase()\nasync def imaging(target: Plate):\n    image_path = await microscope.capture(target)\n    await create_link_artifact(\n        key=\"plate-image\",\n        link=str(image_path),\n        description=\"Captured plate image\",\n    )\n","workflows\u002Fimaging.py",[770,1594,1595,1613,1628,1632,1640,1661,1684,1693,1708,1725,1740],{"__ignoreMap":817},[821,1596,1597,1599,1601,1603,1605,1607,1609,1611],{"class":823,"line":824},[821,1598,828],{"class":827},[821,1600,832],{"class":831},[821,1602,836],{"class":835},[821,1604,857],{"class":831},[821,1606,836],{"class":835},[821,1608,862],{"class":831},[821,1610,842],{"class":827},[821,1612,867],{"class":831},[821,1614,1615,1617,1619,1621,1623,1625],{"class":823,"line":848},[821,1616,828],{"class":827},[821,1618,875],{"class":831},[821,1620,836],{"class":835},[821,1622,880],{"class":831},[821,1624,842],{"class":827},[821,1626,1627],{"class":831}," create_link_artifact\n",[821,1629,1630],{"class":823,"line":870},[821,1631,892],{"emptyLinePlaceholder":891},[821,1633,1634,1636,1638],{"class":823,"line":888},[821,1635,898],{"class":835},[821,1637,448],{"class":901},[821,1639,904],{"class":835},[821,1641,1642,1644,1646,1649,1651,1654,1656,1659],{"class":823,"line":895},[821,1643,911],{"class":910},[821,1645,914],{"class":910},[821,1647,1648],{"class":901}," imaging",[821,1650,920],{"class":835},[821,1652,1653],{"class":923},"target",[821,1655,927],{"class":835},[821,1657,1658],{"class":831}," Plate",[821,1660,962],{"class":835},[821,1662,1663,1666,1668,1670,1673,1675,1678,1680,1682],{"class":823,"line":907},[821,1664,1665],{"class":831},"    image_path ",[821,1667,971],{"class":835},[821,1669,1351],{"class":827},[821,1671,1672],{"class":831}," microscope",[821,1674,836],{"class":835},[821,1676,1677],{"class":901},"capture",[821,1679,920],{"class":835},[821,1681,1653],{"class":901},[821,1683,1249],{"class":835},[821,1685,1686,1688,1691],{"class":823,"line":965},[821,1687,1056],{"class":827},[821,1689,1690],{"class":901}," create_link_artifact",[821,1692,1062],{"class":835},[821,1694,1695,1697,1699,1701,1704,1706],{"class":823,"line":979},[821,1696,1068],{"class":923},[821,1698,971],{"class":835},[821,1700,998],{"class":835},[821,1702,1703],{"class":1011},"plate-image",[821,1705,998],{"class":835},[821,1707,1080],{"class":835},[821,1709,1710,1713,1715,1717,1719,1722],{"class":823,"line":984},[821,1711,1712],{"class":923},"        link",[821,1714,971],{"class":835},[821,1716,948],{"class":930},[821,1718,920],{"class":835},[821,1720,1721],{"class":901},"image_path",[821,1723,1724],{"class":835},"),\n",[821,1726,1727,1729,1731,1733,1736,1738],{"class":823,"line":1053},[821,1728,1174],{"class":923},[821,1730,971],{"class":835},[821,1732,998],{"class":835},[821,1734,1735],{"class":1011},"Captured plate image",[821,1737,998],{"class":835},[821,1739,1080],{"class":835},[821,1741,1742],{"class":823,"line":1065},[821,1743,1213],{"class":835},[797,1745,1747],{"id":1746},"accessing-artifacts","Accessing artifacts",[756,1749,1750,1753],{},[759,1751,1752],{},"Platform UI",": open a run and navigate to the Artifacts tab. Each artifact shows its name, type, and the phase that produced it.",[756,1755,1756,927],{},[759,1757,1758],{},"API",[811,1760,1765],{"className":1761,"code":1762,"filename":1763,"language":1764,"meta":817,"style":817},"language-bash shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","curl https:\u002F\u002Fapi.unitelabs.io\u002Fv1\u002Fruns\u002F{run_id}\u002Fartifacts \\\n  -H \"Authorization: Bearer $API_TOKEN\"\n","Terminal","bash",[770,1766,1767,1778],{"__ignoreMap":817},[821,1768,1769,1772,1775],{"class":823,"line":824},[821,1770,1771],{"class":930},"curl",[821,1773,1774],{"class":1011}," https:\u002F\u002Fapi.unitelabs.io\u002Fv1\u002Fruns\u002F{run_id}\u002Fartifacts",[821,1776,1777],{"class":831}," \\\n",[821,1779,1780,1783,1785,1788,1791],{"class":823,"line":848},[821,1781,1782],{"class":1011},"  -H",[821,1784,992],{"class":835},[821,1786,1787],{"class":1011},"Authorization: Bearer ",[821,1789,1790],{"class":831},"$API_TOKEN",[821,1792,1050],{"class":835},[756,1794,1795],{},"Download a specific artifact:",[811,1797,1799],{"className":1761,"code":1798,"filename":1763,"language":1764,"meta":817,"style":817},"curl https:\u002F\u002Fapi.unitelabs.io\u002Fv1\u002Fruns\u002F{run_id}\u002Fartifacts\u002Fplate_image \\\n  -H \"Authorization: Bearer $API_TOKEN\" \\\n  -o plate_image.tiff\n",[770,1800,1801,1810,1824],{"__ignoreMap":817},[821,1802,1803,1805,1808],{"class":823,"line":824},[821,1804,1771],{"class":930},[821,1806,1807],{"class":1011}," https:\u002F\u002Fapi.unitelabs.io\u002Fv1\u002Fruns\u002F{run_id}\u002Fartifacts\u002Fplate_image",[821,1809,1777],{"class":831},[821,1811,1812,1814,1816,1818,1820,1822],{"class":823,"line":848},[821,1813,1782],{"class":1011},[821,1815,992],{"class":835},[821,1817,1787],{"class":1011},[821,1819,1790],{"class":831},[821,1821,998],{"class":835},[821,1823,1777],{"class":831},[821,1825,1826,1829],{"class":823,"line":870},[821,1827,1828],{"class":1011},"  -o",[821,1830,1831],{"class":1011}," plate_image.tiff\n",[797,1833,1835],{"id":1834},"artifact-traceability","Artifact traceability",[756,1837,1838],{},"Every artifact is linked to:",[1840,1841,1842,1850,1856,1863],"ul",{},[1843,1844,1845,1846,1849],"li",{},"The ",[759,1847,1848],{},"run"," that produced it",[1843,1851,1845,1852,1855],{},[759,1853,1854],{},"workflow version"," that was executing",[1843,1857,1845,1858,777,1860,1862],{},[759,1859,448],{},[759,1861,449],{}," that created it",[1843,1864,1845,1865,1868],{},[759,1866,1867],{},"inputs"," the run was started with",[756,1870,1871],{},"This chain of custody makes it possible to reproduce any result or trace a measurement back to the exact protocol and reagent batch that generated it.",[797,1873,1875],{"id":1874},"related-concepts","Related concepts",[1840,1877,1878,1884,1889],{},[1843,1879,1880,1883],{},[792,1881,472],{"href":1882},"\u002Fautomate\u002Fconcepts\u002Fruns\u002F",": artifacts are scoped to a specific run",[1843,1885,1886,1888],{},[792,1887,484],{"href":794},": execution narrative, separate from result data",[1843,1890,1891,1894],{},[792,1892,464],{"href":1893},"\u002Fautomate\u002Fconcepts\u002Fphase\u002F",": the level at which artifacts are typically produced and returned",[1896,1897,1898],"style",{},"html pre.shiki code .s7zQu, html code.shiki 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