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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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factors","\u002Fadmin\u002Fsign-in\u002Fpasswords","09.admin\u002F01.sign-in\u002F03.passwords",{"title":1616,"path":1617,"stem":1618},"Sign in from the CLI and MCP clients","\u002Fadmin\u002Fsign-in\u002Fclients","09.admin\u002F01.sign-in\u002F04.clients",{"title":1620,"path":1621,"stem":1622},"End sessions and inspect sign-in events","\u002Fadmin\u002Fsign-in\u002Fsessions","09.admin\u002F01.sign-in\u002F05.sessions",{"title":1624,"path":1625,"stem":1626,"children":1627,"icon":1629},"Manage tenant secrets","\u002Fadmin\u002Fsecrets","09.admin\u002F02.secrets\u002F00.index",[1628,1630,1634,1638,1642,1646],{"title":1624,"path":1625,"stem":1626,"icon":1629},"i-ph-key",{"title":1631,"path":1632,"stem":1633},"Bind secrets to destination hosts","\u002Fadmin\u002Fsecrets\u002Fhost-bindings","09.admin\u002F02.secrets\u002F01.host-bindings",{"title":1635,"path":1636,"stem":1637},"Test and rotate 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environment","\u002Fabout\u002Flocal-environment","11.about\u002F03.local-environment",{"id":1850,"title":1006,"body":1851,"description":1860,"extension":2396,"links":2397,"meta":2398,"navigation":2401,"path":1007,"seo":2402,"stem":1008,"__hash__":2403},"docs\u002F05.improve\u002F05.outcome-checks\u002F02.sampling.md",{"type":1852,"value":1853,"toc":2392},"minimark",[1854,1858,1861,1866,1874,1933,2078,2085,2094,2110,2116,2119,2123,2130,2227,2375,2383,2388],[1855,1856,1857],"p",{},"For: Plugin authors checking answer quality.",[1855,1859,1860],{},"Use fixed examples to detect judge drift and sample completed jobs for quality measurement.",[1862,1863,1865],"h2",{"id":1864},"anchors-is-it-the-judge-or-the-agent","Anchors: is it the judge or the agent?",[1855,1867,1868,1869,1873],{},"A judge is a model too, and the model behind its name can change. When an agent's checks start failing, the agent may have got worse, or the judge may have got stricter. ",[1870,1871,1872],"strong",{},"Anchors"," tell the two apart: a fixed set of examples, a task and an answer each, with the verdict a person gave.",[1875,1876,1882],"pre",{"className":1877,"code":1878,"filename":1879,"language":1880,"meta":1881,"style":1881},"language-yaml shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","outcome:\n  judge: judge\n  rubric_file: rubrics\u002Frelease-notes.md\n  anchors_file: anchors\u002Frelease-notes.yaml\n","agents\u002Facme-writer.yaml","yaml","",[1883,1884,1885,1898,1911,1922],"code",{"__ignoreMap":1881},[1886,1887,1890,1894],"span",{"class":1888,"line":1889},"line",1,[1886,1891,1893],{"class":1892},"swJcz","outcome",[1886,1895,1897],{"class":1896},"sMK4o",":\n",[1886,1899,1901,1904,1907],{"class":1888,"line":1900},2,[1886,1902,1903],{"class":1892},"  judge",[1886,1905,1906],{"class":1896},":",[1886,1908,1910],{"class":1909},"sfazB"," judge\n",[1886,1912,1914,1917,1919],{"class":1888,"line":1913},3,[1886,1915,1916],{"class":1892},"  rubric_file",[1886,1918,1906],{"class":1896},[1886,1920,1921],{"class":1909}," rubrics\u002Frelease-notes.md\n",[1886,1923,1925,1928,1930],{"class":1888,"line":1924},4,[1886,1926,1927],{"class":1892},"  anchors_file",[1886,1929,1906],{"class":1896},[1886,1931,1932],{"class":1909}," anchors\u002Frelease-notes.yaml\n",[1875,1934,1937],{"className":1877,"code":1935,"filename":1936,"language":1880,"meta":1881,"style":1881},"- name: complete\n  task: Write the release notes for 1.4.0\n  answer: \"1.4.0 (2026-10-01): adds exports; breaking: the old flag is gone, use --format instead\"\n  pass: true\n- name: no migration step\n  task: Write the release notes for 1.4.0\n  answer: \"1.4.0: the old flag is gone\"\n  pass: false\n- name: no date\n  task: Write the release notes for 1.4.0\n  answer: \"1.4.0 adds exports\"\n  pass: false\n","anchors\u002Frelease-notes.yaml",[1883,1938,1939,1952,1962,1978,1989,2001,2010,2024,2034,2046,2055,2069],{"__ignoreMap":1881},[1886,1940,1941,1944,1947,1949],{"class":1888,"line":1889},[1886,1942,1943],{"class":1896},"-",[1886,1945,1946],{"class":1892}," name",[1886,1948,1906],{"class":1896},[1886,1950,1951],{"class":1909}," complete\n",[1886,1953,1954,1957,1959],{"class":1888,"line":1900},[1886,1955,1956],{"class":1892},"  task",[1886,1958,1906],{"class":1896},[1886,1960,1961],{"class":1909}," Write the release notes for 1.4.0\n",[1886,1963,1964,1967,1969,1972,1975],{"class":1888,"line":1913},[1886,1965,1966],{"class":1892},"  answer",[1886,1968,1906],{"class":1896},[1886,1970,1971],{"class":1896}," \"",[1886,1973,1974],{"class":1909},"1.4.0 (2026-10-01): adds exports; breaking: the old flag is gone, use --format instead",[1886,1976,1977],{"class":1896},"\"\n",[1886,1979,1980,1983,1985],{"class":1888,"line":1924},[1886,1981,1982],{"class":1892},"  pass",[1886,1984,1906],{"class":1896},[1886,1986,1988],{"class":1987},"sfNiH"," true\n",[1886,1990,1992,1994,1996,1998],{"class":1888,"line":1991},5,[1886,1993,1943],{"class":1896},[1886,1995,1946],{"class":1892},[1886,1997,1906],{"class":1896},[1886,1999,2000],{"class":1909}," no migration step\n",[1886,2002,2004,2006,2008],{"class":1888,"line":2003},6,[1886,2005,1956],{"class":1892},[1886,2007,1906],{"class":1896},[1886,2009,1961],{"class":1909},[1886,2011,2013,2015,2017,2019,2022],{"class":1888,"line":2012},7,[1886,2014,1966],{"class":1892},[1886,2016,1906],{"class":1896},[1886,2018,1971],{"class":1896},[1886,2020,2021],{"class":1909},"1.4.0: the old flag is gone",[1886,2023,1977],{"class":1896},[1886,2025,2027,2029,2031],{"class":1888,"line":2026},8,[1886,2028,1982],{"class":1892},[1886,2030,1906],{"class":1896},[1886,2032,2033],{"class":1987}," false\n",[1886,2035,2037,2039,2041,2043],{"class":1888,"line":2036},9,[1886,2038,1943],{"class":1896},[1886,2040,1946],{"class":1892},[1886,2042,1906],{"class":1896},[1886,2044,2045],{"class":1909}," no date\n",[1886,2047,2049,2051,2053],{"class":1888,"line":2048},10,[1886,2050,1956],{"class":1892},[1886,2052,1906],{"class":1896},[1886,2054,1961],{"class":1909},[1886,2056,2058,2060,2062,2064,2067],{"class":1888,"line":2057},11,[1886,2059,1966],{"class":1892},[1886,2061,1906],{"class":1896},[1886,2063,1971],{"class":1896},[1886,2065,2066],{"class":1909},"1.4.0 adds exports",[1886,2068,1977],{"class":1896},[1886,2070,2072,2074,2076],{"class":1888,"line":2071},12,[1886,2073,1982],{"class":1892},[1886,2075,1906],{"class":1896},[1886,2077,2033],{"class":1987},[1855,2079,2080,2081,2084],{},"Three to thirty anchors, each task and answer at most 8 KB; give both verdicts, or a judge that passes everything agrees with them all (lint warns). ",[1883,2082,2083],{},"plugin lint"," reads the file into the plugin, and the anchors, the rubric and the judge's name together are the set's version: change any, and its history starts again.",[1855,2086,2087,2088,2093],{},"At most once a day, when an ",[2089,2090,2092],"a",{"href":2091},"\u002Fimprove\u002Fevals\u002Fregressions#scheduled-evals","eval routine"," runs the agent's evals, the judge judges every anchor again, each as a judge job on a node of the plugin, through the gateway, under the routine's budget: the anchors' runs count toward the routine's daily budget as its cases do.",[1855,2095,2096,2097,2100,2101,2105,2106,2109],{},"The anchors cannot change, so the agent cannot be what moved them: when the judge agrees with at least 15 points fewer of them than its first complete run did, and at least two flipped, the judge ",[1870,2098,2099],{},"drifted",", and a ",[2089,2102,2104],{"href":2103},"\u002Fimprove\u002Fevals\u002Fregressions#drift-which-of-the-model-the-judge-or-the-agent-changed","drift finding"," with the cause ",[1883,2107,2108],{},"judge"," says so, naming the anchors that flipped and the model names the provider reported then and now.",[1855,2111,2112,2115],{},[1883,2113,2114],{},"oz0 eval anchors"," lists every check, with its agreement and its baseline's.",[1855,2117,2118],{},"Thirty anchors are few for a statistical test: the rule is a threshold with a floor of two flips, which a judge that flips one anchor by chance does not cross. What our tests show is that a stand-in judge that turns its verdicts around is named as the cause and an unchanged one is not.",[1862,2120,2122],{"id":2121},"sampled-judging-of-finished-jobs","Sampled judging of finished jobs",[1855,2124,2125,2126,2129],{},"An agent without an outcome check has no verdict at all between eval runs. ",[1870,2127,2128],{},"Sampled judging"," has a judge look at a share of its finished jobs after the fact:",[1875,2131,2134],{"className":1877,"code":2132,"filename":2133,"language":1880,"meta":1881,"style":1881},"quality:\n  sample:\n    rate: 0.1               # a tenth of its finished jobs, from 0 to 1\n    judge: judge            # an alias or \u003Cprovider>\u002F\u003Cmodel>\n    rubric_file: rubrics\u002Fsupport-reply.md\n    anchors_file: anchors\u002Fsupport-reply.yaml   # optional: the judge's anchors, as above\n    budget_usd: 0.05        # what one judge job may spend (default 0.05, at most 1)\n    daily_budget_usd: 1     # what the agent's judge jobs and its anchors' runs may spend per UTC day (default 1, at most 100)\n","agents\u002Fsupport-reply.yaml",[1883,2135,2136,2143,2150,2165,2178,2188,2201,2214],{"__ignoreMap":1881},[1886,2137,2138,2141],{"class":1888,"line":1889},[1886,2139,2140],{"class":1892},"quality",[1886,2142,1897],{"class":1896},[1886,2144,2145,2148],{"class":1888,"line":1900},[1886,2146,2147],{"class":1892},"  sample",[1886,2149,1897],{"class":1896},[1886,2151,2152,2155,2157,2161],{"class":1888,"line":1913},[1886,2153,2154],{"class":1892},"    rate",[1886,2156,1906],{"class":1896},[1886,2158,2160],{"class":2159},"sbssI"," 0.1",[1886,2162,2164],{"class":2163},"sHwdD","               # a tenth of its finished jobs, from 0 to 1\n",[1886,2166,2167,2170,2172,2175],{"class":1888,"line":1924},[1886,2168,2169],{"class":1892},"    judge",[1886,2171,1906],{"class":1896},[1886,2173,2174],{"class":1909}," judge",[1886,2176,2177],{"class":2163},"            # an alias or \u003Cprovider>\u002F\u003Cmodel>\n",[1886,2179,2180,2183,2185],{"class":1888,"line":1991},[1886,2181,2182],{"class":1892},"    rubric_file",[1886,2184,1906],{"class":1896},[1886,2186,2187],{"class":1909}," rubrics\u002Fsupport-reply.md\n",[1886,2189,2190,2193,2195,2198],{"class":1888,"line":2003},[1886,2191,2192],{"class":1892},"    anchors_file",[1886,2194,1906],{"class":1896},[1886,2196,2197],{"class":1909}," anchors\u002Fsupport-reply.yaml",[1886,2199,2200],{"class":2163},"   # optional: the judge's anchors, as above\n",[1886,2202,2203,2206,2208,2211],{"class":1888,"line":2012},[1886,2204,2205],{"class":1892},"    budget_usd",[1886,2207,1906],{"class":1896},[1886,2209,2210],{"class":2159}," 0.05",[1886,2212,2213],{"class":2163},"        # what one judge job may spend (default 0.05, at most 1)\n",[1886,2215,2216,2219,2221,2224],{"class":1888,"line":2026},[1886,2217,2218],{"class":1892},"    daily_budget_usd",[1886,2220,1906],{"class":1896},[1886,2222,2223],{"class":2159}," 1",[1886,2225,2226],{"class":2163},"     # what the agent's judge jobs and its anchors' runs may spend per UTC day (default 1, at most 100)\n",[2228,2229,2230,2237,2267,2281,2290,2323,2346],"ul",{},[2231,2232,2233,2236],"li",{},[1870,2234,2235],{},"Which jobs."," Jobs of the agent that completed, that were no replay and no platform job (eval cases, comparisons and judge jobs themselves are never sampled). A job is sampled when a hash of its ID falls under the rate, so every edge agrees and no job is judged twice.",[2231,2238,2239,2242,2243,2246,2247,2250,2251,2253,2254,2258,2259,2263,2264,2266],{},[1870,2240,2241],{},"How."," Each sampled job gets a judge job (",[1883,2244,2245],{},"jdg.s.…",") on a node of the plugin: it reads the job's task and answer, as its own sealed input, and makes the same judge call an outcome check makes, through the gateway, metered to the tenant under the agent's name and left out of the usage figures, scorecards and the spend baselines.",[2248,2249],"br",{},"Its verdict is the judge job's answer. The judge job holds a copy of the job it judged, which may be a turn of someone's private chat, so no person opens it: its reasons stay in its history, and the platform reads only the verdict and the cost. Open the judged job itself to see what was said, where you may.",[2248,2252],{},"Since it holds a copy, it starts holding the job's ",[2089,2255,2257],{"href":2256},"\u002Fgovern\u002Ftaint-and-labels#how-labels-travel","level and compartments",", so the walls close it as they close the job, and the gateway holds the judge's call to the tenant's ",[2089,2260,2262],{"href":2261},"\u002Fgovern\u002Ftaint-and-labels\u002Flabel-policies#models-by-level","models by level"," as it held the job's: a judge model the rules do not allow for that level is refused, and the sampled job is recorded as an error.",[2248,2265],{},"A job whose labels cannot be read is not judged.",[2231,2268,2269,2272,2273,2276,2277,2280],{},[1870,2270,2271],{},"What it changes."," Nothing about the job: it ended already. The result is a quality signal (the agent's scorecard counts the jobs judged and passed) and, when the judge fails one, a ",[1883,2274,2275],{},"sample_failed"," finding of the agent with the counts of the last seven days and the latest job; you resolve it. ",[1883,2278,2279],{},"oz0 eval samples"," lists every sampled job with its verdict, never what it said.",[2231,2282,2283,2286,2287,2289],{},[1870,2284,2285],{},"Jobs about a data subject"," are sampled only where the tenant allows it, off by default: such a job's task and answer would go to the judge. Turning it on is a governance change that takes a reason and, where the tenant has four eyes on, a second admin; the judge job then runs under the keys of the job's subjects (all of them, when it is about several), follows the tenant's erasure policy as the job did, and is erased as soon as any of them is, even where the agent's keep-for period keeps the job itself longer.",[2248,2288],{},"A job about someone who restricted processing is never sampled, nor one about someone erased after it ran, even where a keep-for period still keeps the job.",[2231,2291,2292,2295,2296,2299,2300,2303,2304,2307,2308,2312,2313,2315,2316,2318,2319,2322],{},[1870,2293,2294],{},"A tenant's own rule"," wins over the definition, per agent: ",[1883,2297,2298],{},"oz0 tenant quality default --sample support-reply=0.25:judge --reason \"...\"","; rate 0 turns sampling off, and ",[1883,2301,2302],{},"--unsample"," removes the rule. A rule that names no rubric, for an agent whose definition has no ",[1883,2305,2306],{},"quality.sample"," to take one from, judges against the ",[2089,2309,2311],{"href":2310},"\u002Fimprove\u002Foutcome-checks\u002Fjudges#the-default-rubric","default rubric",".",[2248,2314],{},"A rule that would sample nothing for an installed agent is refused: one for an agent with an outcome check, one without a judge for an agent whose definition has no ",[1883,2317,2306],{}," to take one from, and one with a cloud judge for a ",[1883,2320,2321],{},"data: local"," agent.",[2231,2324,2325,2328,2329,2332,2333,2335,2336,2338,2339,2342,2343,2312],{},[1870,2326,2327],{},"Not with an outcome check:"," an agent with ",[1883,2330,2331],{},"outcome:"," is judged on every job already, and lint refuses ",[1883,2334,2306],{}," beside it. A ",[1883,2337,2321],{}," agent's judge must be ",[1883,2340,2341],{},"local\u002F"," or ",[1883,2344,2345],{},"test\u002F",[2231,2347,2348,2351,2352,2356,2357,2360,2361,2364,2365,2368,2369,2371,2374],{},[1870,2349,2350],{},"A judge on the agent's own model"," still judges: it looks after the fact and blocks nothing, so refusing it would only lose the signal. Its verdict is a weaker one, though, so when a sampled judge job, or a judge on its ",[2089,2353,2355],{"href":2354},"\u002Fimprove\u002Foutcome-checks\u002Fsampling#anchors-is-it-the-judge-or-the-agent","anchors",", ran on the model of the work it judged, the agent gets a ",[1883,2358,2359],{},"judge_same_model"," finding and the ",[2089,2362,2363],{"href":1186},"audit log"," a ",[1883,2366,2367],{},"quality.judge_same_model"," entry, and the verdict counts as before.",[2248,2370],{},[1883,2372,2373],{},"oz0 tenant quality default --sample"," warns when a rule's judge is the agent's model now, and keeps the rule.",[1855,2376,2377,2378,2382],{},"A sampled judge is a signal for people: it blocks nothing and approves nothing. The one thing its verdicts may do is ",[2089,2379,2381],{"href":2380},"\u002Fimprove\u002Foutcome-checks\u002Frollouts#in-a-rollout","stop a rollout"," of a new version that they judge worse than the installed one.",[1855,2384,2385,2312],{},[2089,2386,2387],{"href":996},"Back to Outcome checks and patterns",[2389,2390,2391],"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 .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .sfNiH, html code.shiki .sfNiH{--shiki-light:#FF5370;--shiki-default:#FF9CAC;--shiki-dark:#FF9CAC}html pre.shiki code .sbssI, html code.shiki .sbssI{--shiki-light:#F76D47;--shiki-default:#F78C6C;--shiki-dark:#F78C6C}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}",{"title":1881,"searchDepth":1900,"depth":1900,"links":2393},[2394,2395],{"id":1864,"depth":1900,"text":1865},{"id":2121,"depth":1900,"text":2122},"md",null,{"audience":2399,"doc_type":2400},"Plugin authors checking answer quality","how-to",true,{"title":1006,"description":1860},"KGfPR78UbBA2-QTI3oDJL7l1aQtqECqgPb22JjjObRQ",[2405,2407],{"title":1002,"path":1003,"stem":1004,"description":2406,"children":-1},"Choose an independent judge, a rubric and the evidence the judge may read.",{"title":1010,"path":1011,"stem":1012,"description":2408,"children":-1},"Use an agent with tools to review the writer's answer.",1794443025735]