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conversations","\u002Fbuild\u002Fapps\u002Fchat-channels\u002Fconversations","04.build\u002F03.apps\u002F11.chat-channels\u002F01.conversations",{"title":939,"path":940,"stem":941,"icon":249},"Build a chat channel","\u002Fbuild\u002Fapps\u002Fchat-channels\u002Fbuild","04.build\u002F03.apps\u002F11.chat-channels\u002F02.build",{"title":943,"path":944,"stem":945,"icon":946},"Interop matrix","\u002Fbuild\u002Fapps\u002Finterop","04.build\u002F03.apps\u002F12.interop","i-ph-check-square-offset",{"title":948,"path":949,"stem":950,"children":951,"icon":71},"Improve","\u002Fimprove","05.improve\u002F00.index",[952,953,958,963,968,994,1021,1026,1031,1036],{"title":948,"path":949,"stem":950},{"title":954,"path":955,"stem":956,"icon":957},"Search, compare and fix","\u002Fimprove\u002Fsearch-and-compare","05.improve\u002F01.search-and-compare","i-ph-magnifying-glass",{"title":959,"path":960,"stem":961,"icon":962},"Errors and insights","\u002Fimprove\u002Ferrors-and-insights","05.improve\u002F02.errors-and-insights","i-ph-chart-line",{"title":964,"path":965,"stem":966,"icon":967},"Measured savings","\u002Fimprove\u002Fmeasured-savings","05.improve\u002F03.measured-savings","i-ph-scales",{"title":969,"path":970,"stem":971,"children":972,"icon":463},"Evals and quality gates","\u002Fimprove\u002Fevals","05.improve\u002F04.evals\u002F00.index",[973,974,978,982,986,990],{"title":969,"path":970,"stem":971,"icon":463},{"title":975,"path":976,"stem":977},"Case expectations","\u002Fimprove\u002Fevals\u002Fcases","05.improve\u002F04.evals\u002F01.cases",{"title":979,"path":980,"stem":981},"Record and replay answers","\u002Fimprove\u002Fevals\u002Frecordings","05.improve\u002F04.evals\u002F02.recordings",{"title":983,"path":984,"stem":985},"Check policy paths","\u002Fimprove\u002Fevals\u002Fcoverage","05.improve\u002F04.evals\u002F03.coverage",{"title":987,"path":988,"stem":989},"Gate a plugin update","\u002Fimprove\u002Fevals\u002Fquality-gates","05.improve\u002F04.evals\u002F04.quality-gates",{"title":991,"path":992,"stem":993},"Track quality and regressions","\u002Fimprove\u002Fevals\u002Fregressions","05.improve\u002F04.evals\u002F05.regressions",{"title":995,"path":996,"stem":997,"children":998,"icon":1000},"Outcome checks and patterns","\u002Fimprove\u002Foutcome-checks","05.improve\u002F05.outcome-checks\u002F00.index",[999,1001,1005,1009,1013,1017],{"title":995,"path":996,"stem":997,"icon":1000},"i-ph-gavel",{"title":1002,"path":1003,"stem":1004},"Choose a judge and rubric","\u002Fimprove\u002Foutcome-checks\u002Fjudges","05.improve\u002F05.outcome-checks\u002F01.judges",{"title":1006,"path":1007,"stem":1008},"Measure a judge over time","\u002Fimprove\u002Foutcome-checks\u002Fsampling","05.improve\u002F05.outcome-checks\u002F02.sampling",{"title":1010,"path":1011,"stem":1012},"Use a reviewer agent","\u002Fimprove\u002Foutcome-checks\u002Freviewer","05.improve\u002F05.outcome-checks\u002F03.reviewer",{"title":1014,"path":1015,"stem":1016},"Choose among candidate answers","\u002Fimprove\u002Foutcome-checks\u002Fselection","05.improve\u002F05.outcome-checks\u002F04.selection",{"title":1018,"path":1019,"stem":1020},"Test and roll out judged agents","\u002Fimprove\u002Foutcome-checks\u002Frollouts","05.improve\u002F05.outcome-checks\u002F05.rollouts",{"title":1022,"path":1023,"stem":1024,"icon":1025},"Measured results","\u002Fimprove\u002Fmeasured-results","05.improve\u002F06.measured-results","i-ph-chart-bar",{"title":1027,"path":1028,"stem":1029,"icon":1030},"Comparisons of a changed agent","\u002Fimprove\u002Fcomparisons-of-a-changed-agent","05.improve\u002F07.comparisons-of-a-changed-agent","i-ph-git-diff",{"title":1032,"path":1033,"stem":1034,"icon":1035},"Where a fix belongs","\u002Fimprove\u002Fwhere-a-fix-belongs","05.improve\u002F08.where-a-fix-belongs","i-ph-ladder",{"title":1037,"path":1038,"stem":1039,"icon":957},"Evidence for agents","\u002Fimprove\u002Fevidence-for-agents","05.improve\u002F09.evidence-for-agents",{"title":1041,"path":1042,"stem":1043,"children":1044,"icon":71},"Govern","\u002Fgovern","06.govern\u002F00.index",[1045,1047,1085,1089,1111,1115,1120,1151,1170,1175,1180,1184,1207],{"title":1046,"path":1042,"stem":1043},"Govern agents",{"title":1048,"path":1049,"stem":1050,"children":1051,"icon":98},"Tool policy","\u002Fgovern\u002Ftool-policy","06.govern\u002F01.tool-policy\u002F00.index",[1052,1053,1057,1061,1065,1069,1073,1077,1081],{"title":1048,"path":1049,"stem":1050,"icon":98},{"title":1054,"path":1055,"stem":1056},"Export and apply a tool policy","\u002Fgovern\u002Ftool-policy\u002Ffiles","06.govern\u002F01.tool-policy\u002F02.files",{"title":1058,"path":1059,"stem":1060},"Rules for plugin and remote functions","\u002Fgovern\u002Ftool-policy\u002Fplugin-functions","06.govern\u002F01.tool-policy\u002F03.plugin-functions",{"title":1062,"path":1063,"stem":1064},"Function conditions and action classes","\u002Fgovern\u002Ftool-policy\u002Fconditions","06.govern\u002F01.tool-policy\u002F04.conditions",{"title":1066,"path":1067,"stem":1068},"Rules for taint, origins and sequences","\u002Fgovern\u002Ftool-policy\u002Forigins-and-sequences","06.govern\u002F01.tool-policy\u002F05.origins-and-sequences",{"title":1070,"path":1071,"stem":1072},"How the runtime enforces tool policy","\u002Fgovern\u002Ftool-policy\u002Fruntime","06.govern\u002F01.tool-policy\u002F06.runtime",{"title":1074,"path":1075,"stem":1076},"Preview, review and lint tool policy changes","\u002Fgovern\u002Ftool-policy\u002Freview-changes","06.govern\u002F01.tool-policy\u002F07.review-changes",{"title":1078,"path":1079,"stem":1080},"Assign duties to tool calls","\u002Fgovern\u002Ftool-policy\u002Fduties","06.govern\u002F01.tool-policy\u002F08.duties",{"title":1082,"path":1083,"stem":1084},"Command rules in a tool policy","\u002Fgovern\u002Ftool-policy\u002Fcommand-rules","06.govern\u002F01.tool-policy\u002F09.command-rules",{"title":1086,"path":1087,"stem":1088,"icon":230},"Governance replay","\u002Fgovern\u002Fgovernance-replay","06.govern\u002F02.governance-replay",{"title":1090,"path":1091,"stem":1092,"children":1093,"icon":532},"Reviewed changes","\u002Fgovern\u002Freviewed-changes","06.govern\u002F03.reviewed-changes\u002F00.index",[1094,1095,1099,1103,1107],{"title":1090,"path":1091,"stem":1092,"icon":532},{"title":1096,"path":1097,"stem":1098},"Review assistant and job proposals","\u002Fgovern\u002Freviewed-changes\u002Fproposals","06.govern\u002F03.reviewed-changes\u002F02.proposals",{"title":1100,"path":1101,"stem":1102},"Review plugin configurations","\u002Fgovern\u002Freviewed-changes\u002Fplugin-configurations","06.govern\u002F03.reviewed-changes\u002F03.plugin-configurations",{"title":1104,"path":1105,"stem":1106},"Review and roll back changesets","\u002Fgovern\u002Freviewed-changes\u002Fchangesets","06.govern\u002F03.reviewed-changes\u002F04.changesets",{"title":1108,"path":1109,"stem":1110},"Review changes to protected paths","\u002Fgovern\u002Freviewed-changes\u002Fprotected-paths","06.govern\u002F03.reviewed-changes\u002F05.protected-paths",{"title":1112,"path":1113,"stem":1114,"icon":666},"AI labels","\u002Fgovern\u002Fai-labels","06.govern\u002F04.ai-labels",{"title":1116,"path":1117,"stem":1118,"icon":1119},"Kill switches","\u002Fgovern\u002Fkill-switches","06.govern\u002F05.kill-switches","i-ph-power",{"title":1121,"path":1122,"stem":1123,"children":1124,"icon":1126},"Personal data","\u002Fgovern\u002Fpersonal-data","06.govern\u002F06.personal-data\u002F00.index",[1125,1127,1131,1135,1139,1143,1147],{"title":1121,"path":1122,"stem":1123,"icon":1126},"i-ph-user-minus",{"title":1128,"path":1129,"stem":1130},"Associate people and purposes with jobs","\u002Fgovern\u002Fpersonal-data\u002Fassociate-people","06.govern\u002F06.personal-data\u002F01.associate-people",{"title":1132,"path":1133,"stem":1134},"Find and export personal data","\u002Fgovern\u002Fpersonal-data\u002Fexport","06.govern\u002F06.personal-data\u002F02.export",{"title":1136,"path":1137,"stem":1138},"Restrict processing and record contests","\u002Fgovern\u002Fpersonal-data\u002Frestrictions-and-contests","06.govern\u002F06.personal-data\u002F03.restrictions-and-contests",{"title":1140,"path":1141,"stem":1142},"Erase personal data","\u002Fgovern\u002Fpersonal-data\u002Ferase","06.govern\u002F06.personal-data\u002F04.erase",{"title":1144,"path":1145,"stem":1146},"Retain records and restore backups","\u002Fgovern\u002Fpersonal-data\u002Fretention","06.govern\u002F06.personal-data\u002F05.retention",{"title":1148,"path":1149,"stem":1150},"Personal data held by plugins","\u002Fgovern\u002Fpersonal-data\u002Fplugin-records","06.govern\u002F06.personal-data\u002F06.plugin-records",{"title":1152,"path":1153,"stem":1154,"children":1155,"icon":1157},"Taint and labels","\u002Fgovern\u002Ftaint-and-labels","06.govern\u002F07.taint-and-labels\u002F00.index",[1156,1158,1162,1166],{"title":1152,"path":1153,"stem":1154,"icon":1157},"i-ph-drop-half-bottom",{"title":1159,"path":1160,"stem":1161},"Set rules on taint and labels","\u002Fgovern\u002Ftaint-and-labels\u002Frules","06.govern\u002F07.taint-and-labels\u002F02.rules",{"title":1163,"path":1164,"stem":1165},"Set clearance, egress and content walls","\u002Fgovern\u002Ftaint-and-labels\u002Flabel-policies","06.govern\u002F07.taint-and-labels\u002F03.label-policies",{"title":1167,"path":1168,"stem":1169},"Read outside text in a quarantine child","\u002Fgovern\u002Ftaint-and-labels\u002Fquarantine","06.govern\u002F07.taint-and-labels\u002F04.quarantine",{"title":1171,"path":1172,"stem":1173,"icon":1174},"Works-council mode","\u002Fgovern\u002Fworks-council-mode","06.govern\u002F08.works-council-mode","i-ph-users-three",{"title":1176,"path":1177,"stem":1178,"icon":1179},"Incidents","\u002Fgovern\u002Fincidents","06.govern\u002F09.incidents","i-ph-siren",{"title":1181,"path":1182,"stem":1183,"icon":213},"Inventory","\u002Fgovern\u002Finventory","06.govern\u002F10.inventory",{"title":1185,"path":1186,"stem":1187,"children":1188,"icon":1190},"Audit trail","\u002Fgovern\u002Faudit-trail","06.govern\u002F11.audit-trail\u002F00.index",[1189,1191,1195,1199,1203],{"title":1185,"path":1186,"stem":1187,"icon":1190},"i-ph-scroll",{"title":1192,"path":1193,"stem":1194},"Audit records and run identity","\u002Fgovern\u002Faudit-trail\u002Frecords","06.govern\u002F11.audit-trail\u002F02.records",{"title":1196,"path":1197,"stem":1198},"Verify the audit chain","\u002Fgovern\u002Faudit-trail\u002Fverification","06.govern\u002F11.audit-trail\u002F03.verification",{"title":1200,"path":1201,"stem":1202},"Export and verify evidence bundles","\u002Fgovern\u002Faudit-trail\u002Fevidence-bundles","06.govern\u002F11.audit-trail\u002F04.evidence-bundles",{"title":1204,"path":1205,"stem":1206},"Audit retention, erasure and legal holds","\u002Fgovern\u002Faudit-trail\u002Fretention","06.govern\u002F11.audit-trail\u002F05.retention",{"title":1208,"path":1209,"stem":1210,"children":1211,"icon":1213},"Command rules","\u002Fgovern\u002Fcommand-rules","06.govern\u002F12.command-rules\u002F00.index",[1212,1214,1218,1222,1226],{"title":1208,"path":1209,"stem":1210,"icon":1213},"i-ph-terminal",{"title":1215,"path":1216,"stem":1217},"Command rule patterns","\u002Fgovern\u002Fcommand-rules\u002Fpatterns","06.govern\u002F12.command-rules\u002F02.patterns",{"title":1219,"path":1220,"stem":1221},"What the command reader understands","\u002Fgovern\u002Fcommand-rules\u002Fcommand-reader","06.govern\u002F12.command-rules\u002F03.command-reader",{"title":1223,"path":1224,"stem":1225},"Create a command rule from an approval","\u002Fgovern\u002Fcommand-rules\u002Fallow-from-card","06.govern\u002F12.command-rules\u002F04.allow-from-card",{"title":1227,"path":1228,"stem":1229},"Command rule evaluation and limits","\u002Fgovern\u002Fcommand-rules\u002Fevaluation-and-limits","06.govern\u002F12.command-rules\u002F05.evaluation-and-limits",{"title":1231,"path":1232,"stem":1233,"children":1234,"icon":71},"Fleet","\u002Ffleet","07.fleet\u002F00.index",[1235,1237,1242,1247,1251,1256,1260,1265,1270,1274,1278,1297,1302,1307,1325,1329,1333,1352,1357,1380,1385,1390,1395,1399,1458,1462,1467,1481,1486,1490,1494],{"title":1236,"path":1232,"stem":1233},"Operate a fleet",{"title":1238,"path":1239,"stem":1240,"icon":1241},"Dev mode","\u002Ffleet\u002Fdev-mode","07.fleet\u002F01.dev-mode","i-ph-laptop",{"title":1243,"path":1244,"stem":1245,"icon":1246},"Run a cluster","\u002Ffleet\u002Fcluster","07.fleet\u002F02.cluster","i-ph-hard-drives",{"title":1248,"path":1249,"stem":1250,"icon":782},"Join nodes","\u002Ffleet\u002Fjoin-nodes","07.fleet\u002F03.join-nodes",{"title":1252,"path":1253,"stem":1254,"icon":1255},"Manage nodes","\u002Ffleet\u002Fmanage-nodes","07.fleet\u002F04.manage-nodes","i-ph-list-bullets",{"title":1257,"path":1258,"stem":1259,"icon":527},"Node health","\u002Ffleet\u002Fnodes","07.fleet\u002F05.nodes",{"title":1261,"path":1262,"stem":1263,"icon":1264},"Nodes as services","\u002Ffleet\u002Fservices","07.fleet\u002F06.services","i-ph-gear-six",{"title":1266,"path":1267,"stem":1268,"icon":1269},"Doctor","\u002Ffleet\u002Fdoctor","07.fleet\u002F07.doctor","i-ph-stethoscope",{"title":1271,"path":1272,"stem":1273,"icon":421},"Troubleshooting","\u002Ffleet\u002Ftroubleshooting","07.fleet\u002F08.troubleshooting",{"title":1275,"path":1276,"stem":1277,"icon":962},"Tracing and metrics","\u002Ffleet\u002Fobservability","07.fleet\u002F09.observability",{"title":1279,"path":1280,"stem":1281,"children":1282,"icon":1284},"Choose sandbox tier 2","\u002Ffleet\u002Fsandbox-tier-2","07.fleet\u002F10.sandbox-tier-2\u002F00.index",[1283,1285,1289,1293],{"title":1279,"path":1280,"stem":1281,"icon":1284},"i-ph-shield-chevron",{"title":1286,"path":1287,"stem":1288,"icon":1284},"Set up gVisor","\u002Ffleet\u002Fsandbox-tier-2\u002Fgvisor","07.fleet\u002F10.sandbox-tier-2\u002F01.gvisor",{"title":1290,"path":1291,"stem":1292,"icon":1284},"Set up microVM isolation","\u002Ffleet\u002Fsandbox-tier-2\u002Fmicrovms","07.fleet\u002F10.sandbox-tier-2\u002F02.microvms",{"title":1294,"path":1295,"stem":1296,"icon":1284},"Configure remote sandboxes","\u002Ffleet\u002Fsandbox-tier-2\u002Fremote","07.fleet\u002F10.sandbox-tier-2\u002F03.remote",{"title":1298,"path":1299,"stem":1300,"icon":1301},"Sandbox on macOS","\u002Ffleet\u002Fsandbox-on-macos","07.fleet\u002F11.sandbox-on-macos","i-ph-apple-logo",{"title":1303,"path":1304,"stem":1305,"icon":1306},"Sandbox on Windows","\u002Ffleet\u002Fsandbox-on-windows","07.fleet\u002F12.sandbox-on-windows","i-ph-windows-logo",{"title":1308,"path":1309,"stem":1310,"children":1311,"icon":797},"Configure local models","\u002Ffleet\u002Flocal-models","07.fleet\u002F13.local-models\u002F00.index",[1312,1313,1317,1321],{"title":1308,"path":1309,"stem":1310,"icon":797},{"title":1314,"path":1315,"stem":1316,"icon":797},"Share a local model with the fleet","\u002Ffleet\u002Flocal-models\u002Ffleet","07.fleet\u002F13.local-models\u002F01.fleet",{"title":1318,"path":1319,"stem":1320,"icon":797},"Review local-model safety checks","\u002Ffleet\u002Flocal-models\u002Ftrust","07.fleet\u002F13.local-models\u002F02.trust",{"title":1322,"path":1323,"stem":1324,"icon":797},"Size and price local models","\u002Ffleet\u002Flocal-models\u002Fsizing-and-cost","07.fleet\u002F13.local-models\u002F03.sizing-and-cost",{"title":1326,"path":1327,"stem":1328,"icon":1241},"Agents on a Mac with MLX","\u002Ffleet\u002Flocal-models-on-a-mac","07.fleet\u002F14.local-models-on-a-mac",{"title":1330,"path":1331,"stem":1332,"icon":127},"Queues","\u002Ffleet\u002Fqueues","07.fleet\u002F15.queues",{"title":1334,"path":1335,"stem":1336,"children":1337,"icon":1339},"Choose a Temporal backend","\u002Ffleet\u002Ftemporal-backends","07.fleet\u002F16.temporal-backends\u002F00.index",[1338,1340,1344,1348],{"title":1334,"path":1335,"stem":1336,"icon":1339},"i-ph-cloud",{"title":1341,"path":1342,"stem":1343},"Set retention and move tenants","\u002Ffleet\u002Ftemporal-backends\u002Fretention-and-migration","07.fleet\u002F16.temporal-backends\u002F01.retention-and-migration",{"title":1345,"path":1346,"stem":1347},"Encrypt Temporal payloads","\u002Ffleet\u002Ftemporal-backends\u002Fencryption","07.fleet\u002F16.temporal-backends\u002F02.encryption",{"title":1349,"path":1350,"stem":1351},"Read payloads in Temporal UI","\u002Ffleet\u002Ftemporal-backends\u002Fcodec","07.fleet\u002F16.temporal-backends\u002F03.codec",{"title":1353,"path":1354,"stem":1355,"icon":1356},"Regions","\u002Ffleet\u002Fregions","07.fleet\u002F17.regions","i-ph-globe-hemisphere-east",{"title":1358,"path":1359,"stem":1360,"children":1361,"icon":1363},"Run the roles separately","\u002Ffleet\u002Fseparate-roles","07.fleet\u002F18.separate-roles\u002F00.index",[1362,1364,1368,1372,1376],{"title":1358,"path":1359,"stem":1360,"icon":1363},"i-ph-squares-four",{"title":1365,"path":1366,"stem":1367},"Prepare database rights","\u002Ffleet\u002Fseparate-roles\u002Fdatabase-rights","07.fleet\u002F18.separate-roles\u002F01.database-rights",{"title":1369,"path":1370,"stem":1371},"Keep plaintext secrets on edges","\u002Ffleet\u002Fseparate-roles\u002Fsecrets","07.fleet\u002F18.separate-roles\u002F02.secrets",{"title":1373,"path":1374,"stem":1375},"Operate through role outages","\u002Ffleet\u002Fseparate-roles\u002Foutages","07.fleet\u002F18.separate-roles\u002F03.outages",{"title":1377,"path":1378,"stem":1379},"Use Temporal UI with separate roles","\u002Ffleet\u002Fseparate-roles\u002Ftemporal-ui","07.fleet\u002F18.separate-roles\u002F04.temporal-ui",{"title":1381,"path":1382,"stem":1383,"icon":1384},"High availability","\u002Ffleet\u002Fhigh-availability","07.fleet\u002F19.high-availability","i-ph-copy",{"title":1386,"path":1387,"stem":1388,"icon":1389},"Management over a WAN","\u002Ffleet\u002Fmanagement-over-a-wan","07.fleet\u002F20.management-over-a-wan","i-ph-globe-hemisphere-west",{"title":1391,"path":1392,"stem":1393,"icon":1394},"Cloud federation","\u002Ffleet\u002Fcloud-federation","07.fleet\u002F21.cloud-federation","i-ph-cloud-check",{"title":1396,"path":1397,"stem":1398,"icon":451},"Payload 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environment","\u002Fabout\u002Flocal-environment","11.about\u002F03.local-environment",{"id":1850,"title":995,"body":1851,"description":2335,"extension":2336,"links":2337,"meta":2338,"navigation":2341,"path":996,"seo":2342,"stem":997,"__hash__":2343},"docs\u002F05.improve\u002F05.outcome-checks\u002F00.index.md",{"type":1852,"value":1853,"toc":2329},"minimark",[1854,1858,1861,1866,1896,1900,2019,2022,2072,2075,2085,2110,2122,2133,2140,2144,2154,2162,2182,2205,2209,2325],[1855,1856,1857],"p",{},"For: Plugin authors checking answer quality.",[1855,1859,1860],{},"An outcome check judges an answer against a rubric. A failed answer returns to the agent with the judge's reasons until it passes, reaches the round limit or exhausts its budget. The guide separates that loop from sampling, reviewer agents and candidate selection.",[1862,1863,1865],"h2",{"id":1864},"in-this-guide","In this guide",[1867,1868,1869,1876,1881,1886,1891],"ul",{},[1870,1871,1872,1875],"li",{},[1873,1874,1002],"a",{"href":1003},": Choose an independent judge, a rubric and the evidence the judge may read.",[1870,1877,1878,1880],{},[1873,1879,1006],{"href":1007},": Use fixed examples to detect judge drift and sample completed jobs for quality measurement.",[1870,1882,1883,1885],{},[1873,1884,1010],{"href":1011},": Use an agent with tools to review the writer's answer.",[1870,1887,1888,1890],{},[1873,1889,1014],{"href":1015},": Run candidate answers and select one, within the agent's hooks and data restrictions.",[1870,1892,1893,1895],{},[1873,1894,1018],{"href":1019},": Replay judge calls in tests, inspect rollout signals and record results that become known later.",[1862,1897,1899],{"id":1898},"outcome-checks","Outcome checks",[1901,1902,1908],"pre",{"className":1903,"code":1904,"filename":1905,"language":1906,"meta":1907,"style":1907},"language-yaml shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","name: acme-writer\nruntime: pydantic-ai\nmodel:\n  use: smart\ninstructions: prompts\u002Facme-writer.md\noutcome:\n  judge: judge            # a tenant's alias, or \u003Cprovider>\u002F\u003Cmodel>\n  rubric_file: rubrics\u002Frelease-notes.md\n  max_rounds: 3           # verdicts per job, the first answer's included\n","agents\u002Facme-writer.yaml","yaml","",[1909,1910,1911,1928,1939,1948,1959,1970,1978,1993,2004],"code",{"__ignoreMap":1907},[1912,1913,1916,1920,1924],"span",{"class":1914,"line":1915},"line",1,[1912,1917,1919],{"class":1918},"swJcz","name",[1912,1921,1923],{"class":1922},"sMK4o",":",[1912,1925,1927],{"class":1926},"sfazB"," acme-writer\n",[1912,1929,1931,1934,1936],{"class":1914,"line":1930},2,[1912,1932,1933],{"class":1918},"runtime",[1912,1935,1923],{"class":1922},[1912,1937,1938],{"class":1926}," pydantic-ai\n",[1912,1940,1942,1945],{"class":1914,"line":1941},3,[1912,1943,1944],{"class":1918},"model",[1912,1946,1947],{"class":1922},":\n",[1912,1949,1951,1954,1956],{"class":1914,"line":1950},4,[1912,1952,1953],{"class":1918},"  use",[1912,1955,1923],{"class":1922},[1912,1957,1958],{"class":1926}," smart\n",[1912,1960,1962,1965,1967],{"class":1914,"line":1961},5,[1912,1963,1964],{"class":1918},"instructions",[1912,1966,1923],{"class":1922},[1912,1968,1969],{"class":1926}," prompts\u002Facme-writer.md\n",[1912,1971,1973,1976],{"class":1914,"line":1972},6,[1912,1974,1975],{"class":1918},"outcome",[1912,1977,1947],{"class":1922},[1912,1979,1981,1984,1986,1989],{"class":1914,"line":1980},7,[1912,1982,1983],{"class":1918},"  judge",[1912,1985,1923],{"class":1922},[1912,1987,1988],{"class":1926}," judge",[1912,1990,1992],{"class":1991},"sHwdD","            # a tenant's alias, or \u003Cprovider>\u002F\u003Cmodel>\n",[1912,1994,1996,1999,2001],{"class":1914,"line":1995},8,[1912,1997,1998],{"class":1918},"  rubric_file",[1912,2000,1923],{"class":1922},[1912,2002,2003],{"class":1926}," rubrics\u002Frelease-notes.md\n",[1912,2005,2007,2010,2012,2016],{"class":1914,"line":2006},9,[1912,2008,2009],{"class":1918},"  max_rounds",[1912,2011,1923],{"class":1922},[1912,2013,2015],{"class":2014},"sbssI"," 3",[1912,2017,2018],{"class":1991},"           # verdicts per job, the first answer's included\n",[1855,2020,2021],{},"After the agent answers:",[2023,2024,2025,2047,2054,2057],"ol",{},[1870,2026,2027,2028,2031,2032,2035,2036,2039,2040,2046],{},"The judge reads the rubric, the job's task and the answer, each in its own block, and answers with a verdict: ",[1909,2029,2030],{},"pass",", ",[1909,2033,2034],{},"reasons"," and, when the answer fails, the ",[1909,2037,2038],{},"criterion"," it missed. It never sees the agent's conversation, its tools or its instructions. With ",[1873,2041,2043],{"href":2042},"\u002Fimprove\u002Foutcome-checks\u002Fjudges#a-judge-that-reads-the-jobs-files",[1909,2044,2045],{},"files: read"," it also reads the job's files.",[1870,2048,2049,2050,2053],{},"A pass ends the check, and the job ends as usual, with its ",[1909,2051,2052],{},"job_end"," hooks.",[1870,2055,2056],{},"A fail goes back to the agent as the next turn of its conversation: the round, the reasons and the rubric, and a request to answer again in full. The agent can use its tools again.",[1870,2058,2059,2060,2063,2064,2068,2069,2071],{},"When the last round fails too, the job fails with ",[1909,2061,2062],{},"OutcomeNotMet"," and the last reason. When the job's ",[1873,2065,2067],{"href":2066},"\u002Fbuild\u002Fparts\u002Fcontracts-and-limits\u002Fbudgets#budgets","budget"," runs out between rounds, it fails with ",[1909,2070,2062],{}," and says so.",[1855,2073,2074],{},"A judge's call that a quota refuses waits for a budget decision on the Approvals page, as the agent's own calls do, and is made again once the budget is raised.",[1855,2076,2077,2078,2081,2082,2084],{},"A harness agent gets a new session for each round, with the task, its previous answer and the reasons, since a session starts without the conversation before it. An ",[1909,2079,2080],{},"openai-agents"," agent's answer that does not pass goes back to it as the next turn of the SDK's conversation, as a Pydantic AI agent's does, and an ",[1909,2083,2080],{}," reviewer answers with the verdict.",[1855,2086,2087,2088,2031,2091,2093,2094,2097,2098,2101,2102,2105,2106,2109],{},"Outcome checks run for ",[1909,2089,2090],{},"pydantic-ai",[1909,2092,2080],{}," and harness agents; ",[1909,2095,2096],{},"plugin lint"," refuses ",[1909,2099,2100],{},"outcome:"," on a ",[1873,2103,2104],{"href":915},"remote agent",", and its jobs fail with ",[1909,2107,2108],{},"OutcomeUnsupported"," rather than answer unchecked.",[1855,2111,2112,2113,2117,2118,2121],{},"A harness agent may also name a ",[2114,2115,2116],"strong",{},"verify script"," (",[1909,2119,2120],{},"outcome.verify_file",", a shell script in the plugin): after each session it runs in the session's work directory, and a non-zero exit fails the round with its output before the judge is asked.",[1855,2123,2124,2125,2128,2129,2132],{},"The rubric and the verify script are the agent's definition's as it was when the job started, pinned in the job's history (the trace shows ",[1909,2126,2127],{},"outcome check pinned","), so a session that rewrites either in its work directory, or a plugin upgrade during the job, does not change how the job is judged; a changeset that touches them is refused (",[1873,2130,1090],{"href":2131},"\u002Fgovern\u002Freviewed-changes\u002Fprotected-paths#the-job-never-changes-its-own-check",").",[1855,2134,2135,2136,2139],{},"The judge's model is resolved when the check first runs, like an agent's ",[1873,2137,2138],{"href":1549},"alias",", and every judge call is a model call of its own, metered on the job. A judge on a small, cheap model checking an agent on a large one is the usual setup.",[1862,2141,2143],{"id":2142},"what-you-see","What you see",[1855,2145,2146,2149,2150,2153],{},[1909,2147,2148],{},"run"," and ",[1909,2151,2152],{},"job get"," say how the check went:",[1901,2155,2160],{"className":2156,"code":2158,"language":2159,"meta":1907},[2157],"language-text","Outcome: passed in round 2 of 3 (judge judge: fail, pass)\n","text",[1909,2161,2158],{"__ignoreMap":1907},[1855,2163,2164,2165,2169,2170,2173,2174,2177,2178,2181],{},"The job's ",[1873,2166,2168],{"href":2167},"\u002Ffleet\u002Fobservability#traces","trace"," has a ",[2114,2171,2172],{},"judge"," step for each verdict, with its model, tokens and cost; opening one shows the reasons, for those who may see content. The findings say ",[1909,2175,2176],{},"outcome_passed"," (\"passed its outcome check in round 2, after 1 revision\") or, as a warning, ",[1909,2179,2180],{},"outcome_not_met",", and they are in the job's summary, so the jobs list can filter on them.",[1855,2183,2184,2185,2188,2189,2193,2194,2196,2197,2200,2201,2204],{},"The job's live stream gets a ",[1909,2186,2187],{},"verdict"," event for each round, and the job tree's ",[1873,2190,2192],{"href":2191},"\u002Fagents\u002Fcolleagues#the-board","board"," a note of kind ",[1909,2195,2187],{}," (\"writer's answer, round 1 of 3: did not pass (reviewer): ...\"), which the tree's agents can read with ",[1909,2198,2199],{},"oz.board_read"," and the job page shows on its Board tab. An agent with ",[1909,2202,2203],{},"data: local"," gets only how the round went on the board, not the reasons.",[1862,2206,2208],{"id":2207},"previous-section-links","Previous section links",[1867,2210,2211,2222,2230,2237,2245,2253,2261,2269,2277,2285,2293,2301,2309,2317],{},[1870,2212,2213,2216,2217,2221],{},[1912,2214,2215],{"id":2215},"a-grader-instead-of-a-judge",": ",[1873,2218,2220],{"href":2219},"\u002Fimprove\u002Foutcome-checks\u002Fjudges#a-grader-instead-of-a-judge","open this section",".",[1870,2223,2224,2216,2227,2221],{},[1912,2225,2226],{"id":2226},"a-judge-on-another-model-than-the-agent",[1873,2228,2220],{"href":2229},"\u002Fimprove\u002Foutcome-checks\u002Fjudges#a-judge-on-another-model-than-the-agent",[1870,2231,2232,2216,2235,2221],{},[1912,2233,2234],{"id":2234},"a-judge-that-reads-the-jobs-files",[1873,2236,2220],{"href":2042},[1870,2238,2239,2216,2242,2221],{},[1912,2240,2241],{"id":2241},"anchors-is-it-the-judge-or-the-agent",[1873,2243,2220],{"href":2244},"\u002Fimprove\u002Foutcome-checks\u002Fsampling#anchors-is-it-the-judge-or-the-agent",[1870,2246,2247,2216,2250,2221],{},[1912,2248,2249],{"id":2249},"best-of-n",[1873,2251,2220],{"href":2252},"\u002Fimprove\u002Foutcome-checks\u002Fselection#best-of-n",[1870,2254,2255,2216,2258,2221],{},[1912,2256,2257],{"id":2257},"cascades",[1873,2259,2220],{"href":2260},"\u002Fimprove\u002Foutcome-checks\u002Fjudges#cascades",[1870,2262,2263,2216,2266,2221],{},[1912,2264,2265],{"id":2265},"data-that-stays-on-the-node",[1873,2267,2220],{"href":2268},"\u002Fimprove\u002Foutcome-checks\u002Fselection#data-that-stays-on-the-node",[1870,2270,2271,2216,2274,2221],{},[1912,2272,2273],{"id":2273},"downstream-results",[1873,2275,2220],{"href":2276},"\u002Fimprove\u002Foutcome-checks\u002Frollouts#downstream-results",[1870,2278,2279,2216,2282,2221],{},[1912,2280,2281],{"id":2281},"hooks",[1873,2283,2220],{"href":2284},"\u002Fimprove\u002Foutcome-checks\u002Fselection#hooks",[1870,2286,2287,2216,2290,2221],{},[1912,2288,2289],{"id":2289},"in-a-rollout",[1873,2291,2220],{"href":2292},"\u002Fimprove\u002Foutcome-checks\u002Frollouts#in-a-rollout",[1870,2294,2295,2216,2298,2221],{},[1912,2296,2297],{"id":2297},"sampled-judging-of-finished-jobs",[1873,2299,2220],{"href":2300},"\u002Fimprove\u002Foutcome-checks\u002Fsampling#sampled-judging-of-finished-jobs",[1870,2302,2303,2216,2306,2221],{},[1912,2304,2305],{"id":2305},"tests-and-the-quality-gate",[1873,2307,2220],{"href":2308},"\u002Fimprove\u002Foutcome-checks\u002Frollouts#tests-and-the-quality-gate",[1870,2310,2311,2216,2314,2221],{},[1912,2312,2313],{"id":2313},"the-default-rubric",[1873,2315,2220],{"href":2316},"\u002Fimprove\u002Foutcome-checks\u002Fjudges#the-default-rubric",[1870,2318,2319,2216,2322,2221],{},[1912,2320,2321],{"id":2321},"writer-and-reviewer",[1873,2323,2220],{"href":2324},"\u002Fimprove\u002Foutcome-checks\u002Freviewer#writer-and-reviewer",[2326,2327,2328],"style",{},"html pre.shiki code .swJcz, html code.shiki .swJcz{--shiki-light:#E53935;--shiki-default:#F07178;--shiki-dark:#F07178}html pre.shiki code .sMK4o, html code.shiki .sMK4o{--shiki-light:#39ADB5;--shiki-default:#89DDFF;--shiki-dark:#89DDFF}html pre.shiki code .sfazB, html code.shiki .sfazB{--shiki-light:#91B859;--shiki-default:#C3E88D;--shiki-dark:#C3E88D}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 .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: 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var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":1907,"searchDepth":1930,"depth":1930,"links":2330},[2331,2332,2333,2334],{"id":1864,"depth":1930,"text":1865},{"id":1898,"depth":1930,"text":1899},{"id":2142,"depth":1930,"text":2143},{"id":2207,"depth":1930,"text":2208},"Have a judge check each answer against a rubric, run several candidates and keep the best, or pair a writer with a reviewer.","md",null,{"audience":2339,"doc_type":2340},"Plugin authors checking answer quality","how-to",{"icon":1000},{"title":995,"description":2335},"j7ooaDI9GjTGj-UXSsvAKF7SkALc0Y4i2EB9-WpvpVA",[2345,2347],{"title":991,"path":992,"stem":993,"description":2346,"children":-1},"Schedule evals, investigate regressions and keep a failed job as a reproducible case.",{"title":1002,"path":1003,"stem":1004,"description":2348,"children":-1},"Choose an independent judge, a rubric and the evidence the judge may read.",1794442957932]