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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":1018,"body":1851,"description":1860,"extension":2225,"links":2226,"meta":2227,"navigation":2230,"path":1019,"seo":2231,"stem":1020,"__hash__":2232},"docs\u002F05.improve\u002F05.outcome-checks\u002F05.rollouts.md",{"type":1852,"value":1853,"toc":2220},"minimark",[1854,1858,1861,1866,1877,1884,1892,1971,1982,1986,2011,2014,2021,2025,2028,2067,2081,2108,2116,2211,2216],[1855,1856,1857],"p",{},"For: Plugin authors checking answer quality.",[1855,1859,1860],{},"Replay judge calls in tests, inspect rollout signals and record results that become known later.",[1862,1863,1865],"h2",{"id":1864},"tests-and-the-quality-gate","Tests and the quality gate",[1855,1867,1868,1869,1876],{},"The judge's calls go through the gateway like any model call, so ",[1870,1871,1872],"a",{"href":970},[1873,1874,1875],"code",{},"plugin test --record"," records them with the agent's, and a replay answers them from the cassette: an eval of a judged agent runs in CI without a key. A best-of's candidates call the model at the same time; a replay matches each call to the recorded call with the same request, so the order they arrive in does not matter.",[1855,1878,1879,1880,1883],{},"Candidates that send the same request, such as the agent ",[1873,1881,1882],{},"n"," times on its own model, may get each other's recorded answers in a replay. So the judge's order depends only on the answers and a seed: the candidates sorted by their text, then shuffled with the seed. An eval case's jobs are seeded from the case's name rather than the job's ID, which differs between a recording and its replay, so a replay sends the judge the request it recorded and its recorded pick keeps the same answer.",[1855,1885,1886,1887,1891],{},"A job that failed its outcome check failed, so an eval case expecting it to complete fails, and the ",[1870,1888,1890],{"href":1889},"\u002Fbuild\u002Fplugins\u002Finstall#a-quality-gate-for-plugins-with-evals","quality gate"," counts it against the new version. A case can expect the failure:",[1893,1894,1899],"pre",{"className":1895,"code":1896,"language":1897,"meta":1898,"style":1898},"language-yaml shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","cases:\n  - name: refuses to guess\n    input: Write the notes for a release that has no changes.\n    expect:\n      status: failed\n      error_contains: OutcomeNotMet\n","yaml","",[1873,1900,1901,1914,1930,1941,1949,1960],{"__ignoreMap":1898},[1902,1903,1906,1910],"span",{"class":1904,"line":1905},"line",1,[1902,1907,1909],{"class":1908},"swJcz","cases",[1902,1911,1913],{"class":1912},"sMK4o",":\n",[1902,1915,1917,1920,1923,1926],{"class":1904,"line":1916},2,[1902,1918,1919],{"class":1912},"  -",[1902,1921,1922],{"class":1908}," name",[1902,1924,1925],{"class":1912},":",[1902,1927,1929],{"class":1928},"sfazB"," refuses to guess\n",[1902,1931,1933,1936,1938],{"class":1904,"line":1932},3,[1902,1934,1935],{"class":1908},"    input",[1902,1937,1925],{"class":1912},[1902,1939,1940],{"class":1928}," Write the notes for a release that has no changes.\n",[1902,1942,1944,1947],{"class":1904,"line":1943},4,[1902,1945,1946],{"class":1908},"    expect",[1902,1948,1913],{"class":1912},[1902,1950,1952,1955,1957],{"class":1904,"line":1951},5,[1902,1953,1954],{"class":1908},"      status",[1902,1956,1925],{"class":1912},[1902,1958,1959],{"class":1928}," failed\n",[1902,1961,1963,1966,1968],{"class":1904,"line":1962},6,[1902,1964,1965],{"class":1908},"      error_contains",[1902,1967,1925],{"class":1912},[1902,1969,1970],{"class":1928}," OutcomeNotMet\n",[1855,1972,1973,1976,1977,1981],{},[1873,1974,1975],{},"plugin lint"," checks the declarations: a judge or a reviewer, not both; a judge on another model or alias than the work it judges (a warning; see ",[1870,1978,1980],{"href":1979},"\u002Fimprove\u002Foutcome-checks\u002Fjudges#a-judge-on-another-model-than-the-agent","A judge on another model","); the rubric a judge names, or the default one; rounds and candidates within their limits; a grader's CEL; local models, judges, reviewers and candidates for an agent whose data stays on the node; a reviewer without an input or output schema; candidate agents with the agent's own contract.",[1862,1983,1985],{"id":1984},"in-a-rollout","In a rollout",[1855,1987,1988,1989,1993,1994,1998,1999,2002,2003,2006,2007,2010],{},"A plugin's new version ",[1870,1990,1992],{"href":1991},"\u002Fbuild\u002Fplugins\u002Finstall\u002Frollouts#quality-signals","rolls out"," to canary nodes first, and each step compares its jobs with the installed version's. Besides the jobs that failed, the step counts what this page is about, per version: the jobs whose outcome check ",[1995,1996,1997],"strong",{},"failed its first round"," (they may still pass after a revision, at a cost), the jobs whose ",[1995,2000,2001],{},"cascade"," went to a later model, the jobs a ",[1995,2004,2005],{},"sampled judge"," failed, and the ",[1995,2008,2009],{},"downstream results"," reported as failures.",[1855,2012,2013],{},"A new version more than 10 points worse on one of them is rolled back, with the signal named; one with fewer than 10 jobs on either side decides nothing. These signals may only stop a rollout: they never pass, approve or keep a version, and they never change a job.",[1855,2015,2016,2017,2020],{},"The criteria a first round missed are listed beside the outcome signal, from the verdicts that named one, so a rollback says what got worse (",[1873,2018,2019],{},"missed fidelity 6",").",[1862,2022,2024],{"id":2023},"downstream-results","Downstream results",[1855,2026,2027],{},"Some results show only later: whether the pull request an agent opened was merged, whether a reply settled the ticket. Record them on the finished job:",[1893,2029,2033],{"className":2030,"code":2031,"language":2032,"meta":1898,"style":1898},"language-bash shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","oz0 job outcome job-7f3a --name merged --outcome success --detail https:\u002F\u002Fforge.example\u002Facme\u002Fweb\u002Fpull\u002F42\n","bash",[1873,2034,2035],{"__ignoreMap":1898},[1902,2036,2037,2040,2043,2046,2049,2052,2055,2058,2061,2064],{"class":1904,"line":1905},[1902,2038,1714],{"class":2039},"sBMFI",[1902,2041,2042],{"class":1928}," job",[1902,2044,2045],{"class":1928}," outcome",[1902,2047,2048],{"class":1928}," job-7f3a",[1902,2050,2051],{"class":1928}," --name",[1902,2053,2054],{"class":1928}," merged",[1902,2056,2057],{"class":1928}," --outcome",[1902,2059,2060],{"class":1928}," success",[1902,2062,2063],{"class":1928}," --detail",[1902,2065,2066],{"class":1928}," https:\u002F\u002Fforge.example\u002Facme\u002Fweb\u002Fpull\u002F42\n",[1855,2068,2069,2070,2073,2074,2077,2078,1925],{},"An app does the same with ",[1873,2071,2072],{},"ReportJobOutcome"," on the runtime API, with an API key that may manage jobs. An agent records them with the built-in tool ",[1873,2075,2076],{},"oz.report_outcome",", listed in its ",[1873,2079,2080],{},"tools:",[1893,2082,2085],{"className":1895,"code":2083,"filename":2084,"language":1897,"meta":1898,"style":1898},"tools: [oz.report_outcome, github\u002Foz0_github.get_pull_request]\n","agents\u002Fpr-watcher.yaml",[1873,2086,2087],{"__ignoreMap":1898},[1902,2088,2089,2092,2094,2097,2099,2102,2105],{"class":1904,"line":1905},[1902,2090,2091],{"class":1908},"tools",[1902,2093,1925],{"class":1912},[1902,2095,2096],{"class":1912}," [",[1902,2098,2076],{"class":1928},[1902,2100,2101],{"class":1912},",",[1902,2103,2104],{"class":1928}," github\u002Foz0_github.get_pull_request",[1902,2106,2107],{"class":1912},"]\n",[1893,2109,2114],{"className":2110,"code":2112,"language":2113,"meta":1898},[2111],"language-text","oz.report_outcome(job: \"job-7f3a\", outcome: \"failure\", name: \"closed_unmerged\", detail: \"closed without a merge\")\n","text",[1873,2115,2112],{"__ignoreMap":1898},[2117,2118,2119,2141,2151,2161,2187,2197],"ul",{},[2120,2121,2122,2125,2126,2129,2130,2133,2134,2129,2137,2140],"li",{},[1995,2123,2124],{},"What it is:"," a name (1 to 64 lowercase letters, digits, dots, dashes and underscores, such as ",[1873,2127,2128],{},"merged"," or ",[1873,2131,2132],{},"closed_unmerged","), ",[1873,2135,2136],{},"success",[1873,2138,2139],{},"failure",", and an optional note of at most 500 characters.",[2120,2142,2143,2146,2147,2150],{},[1995,2144,2145],{},"Once per name per job,"," at most 20 names per job, and only within ",[1995,2148,2149],{},"14 days"," of the job's end. A running job takes none.",[2120,2152,2153,2156,2157,2160],{},[1995,2154,2155],{},"Whose:"," an agent reports only on jobs of its own plugin, and the edge reads what it reports from the job's own record, never from what a node sends; the note never reaches the audit log, which keeps the job, the name and the outcome (",[1873,2158,2159],{},"job.outcome","). A replay's report is not recorded, and a quarantine job has no such tool.",[2120,2162,2163,2166,2167,2170,2171,2173,2174,2177,2178,2181,2182,2186],{},[1995,2164,2165],{},"From a flow, without a model:"," a flow's ",[1873,2168,2169],{},"tool:"," step may name ",[1873,2172,2076],{}," itself, with the step's input as its arguments, and the runtime runs the built-in as an agent's call of it is run: the same checks at the edge, the tenant's rules for the name, a routine's tool list. The step's value is ",[1873,2175,2176],{},"{recorded: true}",", or ",[1873,2179,2180],{},"{recorded: false, reason: ...}",". See ",[1870,2183,2185],{"href":2184},"\u002Fbuild\u002Fparts\u002Fflows\u002Fsteps-and-expressions#a-built-in-in-a-step","flow steps that call a built-in",".",[2120,2188,2189,2192,2193,2196],{},[1995,2190,2191],{},"Where it shows:"," ",[1873,2194,2195],{},"oz0 job get"," and the job's page list each result; the note only to people who may read the job's content. The result goes with its job when the job is erased or expires.",[2120,2198,2199,2202,2203,2206,2207,2210],{},[1995,2200,2201],{},"What it does:"," it is counted per version as the ",[1873,2204,2205],{},"reported"," signal of ",[1870,2208,2209],{"href":1991},"rollouts",". Results usually arrive days after a soak, so most steps see too few of them; a tenant whose results come quickly can rely on them, and one whose results do not can turn the signal off.",[1855,2212,2213,2186],{},[1870,2214,2215],{"href":996},"Back to Outcome checks and patterns",[2217,2218,2219],"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 .sBMFI, html code.shiki .sBMFI{--shiki-light:#E2931D;--shiki-default:#FFCB6B;--shiki-dark:#FFCB6B}",{"title":1898,"searchDepth":1916,"depth":1916,"links":2221},[2222,2223,2224],{"id":1864,"depth":1916,"text":1865},{"id":1984,"depth":1916,"text":1985},{"id":2023,"depth":1916,"text":2024},"md",null,{"audience":2228,"doc_type":2229},"Plugin authors checking answer quality","how-to",true,{"title":1018,"description":1860},"No7d21NhwoBZku1_xoMo2G4_XOBtRS8HnIP8Bkclubs",[2234,2236],{"title":1014,"path":1015,"stem":1016,"description":2235,"children":-1},"Run candidate answers and select one, within the agent's hooks and data restrictions.",{"title":1022,"path":1023,"stem":1024,"description":2237,"icon":1025,"children":-1},"How well the four starter agents do on a real model, measured with one command and recorded with the setup, every case and its cost.",1794442998236]