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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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API","\u002Freference\u002Fadmin-api","10.reference\u002F09.admin-api","i-ph-repeat",{"title":1823,"path":1824,"stem":1825},"Compatibility","\u002Freference\u002Fcompatibility","10.reference\u002F10.compatibility",{"title":1827,"path":1828,"stem":1829},"Known issues","\u002Freference\u002Fknown-issues","10.reference\u002F11.known-issues",{"title":1831,"path":1832,"stem":1833,"children":1834,"icon":71},"About","\u002Fabout","11.about\u002F00.index",[1835,1836,1840,1845],{"title":1831,"path":1832,"stem":1833},{"title":1837,"path":1838,"stem":1839,"icon":967},"Licensing","\u002Fabout\u002Flicensing","11.about\u002F01.licensing",{"title":1841,"path":1842,"stem":1843,"icon":1844},"About these docs","\u002Fabout\u002Fcontributing-docs","11.about\u002F02.contributing-docs","i-ph-pencil-simple",{"title":1846,"path":1847,"stem":1848,"icon":42},"A local environment","\u002Fabout\u002Flocal-environment","11.about\u002F03.local-environment",{"id":1850,"title":1530,"body":1851,"description":1860,"extension":2348,"links":2349,"meta":2350,"navigation":2353,"path":1531,"seo":2354,"stem":1532,"__hash__":2355},"docs\u002F08.spend\u002F01.cost-and-usage\u002F04.prices-and-cache.md",{"type":1852,"value":1853,"toc":2341},"minimark",[1854,1858,1861,1866,1877,1898,1930,1934,1942,2024,2031,2035,2038,2051,2054,2194,2197,2244,2252,2274,2279,2282,2302,2305,2314,2317,2323,2337],[1855,1856,1857],"p",{},"For: tenant administrators and cost owners.",[1855,1859,1860],{},"Inspect the price source and the cause and cost of prompt cache misses.",[1862,1863,1865],"h2",{"id":1864},"how-prices-are-worked-out","How prices are worked out",[1855,1867,1868,1869,1876],{},"The gateway prices each call at the time of the call, from the usage the provider reports in the response or the stream: at the provider record's own price for the model, at the provider's reported cost where its record says so, or with ",[1870,1871,1875],"a",{"href":1872,"rel":1873},"https:\u002F\u002Fgithub.com\u002Fpydantic\u002Fgenai-prices",[1874],"nofollow","genai-prices","; and adds $0.01 for each of Anthropic's web searches.",[1855,1878,1879,1880,1883,1884,1888,1889,1893,1894,1897],{},"Calls to ",[1870,1881,1882],{"href":1309},"local models"," are reported by the node that ran them, as provider ",[1885,1886,1887],"code",{},"local",", at $0 unless the tenant priced them. Calls the gateway refused for a ",[1870,1890,1892],{"href":1891},"\u002Fspend\u002Fmodels-and-keys\u002Fdata-rules#data-rules","data rule"," cost nothing and are counted as refused, in ",[1885,1895,1896],{},"usage"," and on the Cost page. Usage rows are kept in the management database and outlive the jobs' history in Temporal.",[1899,1900,1901,1927],"note",{},[1855,1902,1903,1904,1908,1909,1913,1914,1917,1918,1921,1922,1926],{},"The console's ",[1905,1906,1907],"em",{},"Cost"," page shows the same calls over the ",[1870,1910,1912],{"href":1911},"\u002Fgetting-started\u002Fweb-ui\u002Fnavigation#periods-filters-and-pages","period"," you pick, by agent, model, node and job, and by user and team. The ",[1905,1915,1916],{},"By user and team"," and ",[1905,1919,1920],{},"Prompt cache"," cards count from the period's first day to now, and say so for a range that ended earlier. Trends over time are on the Overview page's KPIs and in each agent's, tool's and node's ",[1870,1923,1925],{"href":1924},"\u002Fimprove\u002Ferrors-and-insights#kpis-and-deep-dives","deep dive",".",[1855,1928,1929],{},"Planned: reports per tenant and plugin in the console.",[1862,1931,1933],{"id":1932},"reprice-recorded-spend","Reprice recorded spend",[1855,1935,1936,1937,1941],{},"What would last month's work have cost under another price sheet, at another model's prices, or without a prompt cache? A ",[1870,1938,1940],{"href":1939},"\u002Fgovern\u002Fgovernance-replay#reprice-recorded-spend","reprice"," prices the recorded calls' own tokens again, part by part, exact to the cent, with no model call:",[1943,1944,1950],"pre",{"className":1945,"code":1946,"filename":1947,"language":1948,"meta":1949,"style":1949},"language-bash shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","oz0 replay reprice --prices sheet.json --since 30d --wait\noz0 replay reprice --model anthropic\u002Fclaude-haiku-4-5 --since 30d --wait\noz0 replay reprice --cache none --since 30d --wait\n","Terminal","bash","",[1885,1951,1952,1982,2003],{"__ignoreMap":1949},[1953,1954,1957,1960,1964,1967,1970,1973,1976,1979],"span",{"class":1955,"line":1956},"line",1,[1953,1958,1714],{"class":1959},"sBMFI",[1953,1961,1963],{"class":1962},"sfazB"," replay",[1953,1965,1966],{"class":1962}," reprice",[1953,1968,1969],{"class":1962}," --prices",[1953,1971,1972],{"class":1962}," sheet.json",[1953,1974,1975],{"class":1962}," --since",[1953,1977,1978],{"class":1962}," 30d",[1953,1980,1981],{"class":1962}," --wait\n",[1953,1983,1985,1987,1989,1991,1994,1997,1999,2001],{"class":1955,"line":1984},2,[1953,1986,1714],{"class":1959},[1953,1988,1963],{"class":1962},[1953,1990,1966],{"class":1962},[1953,1992,1993],{"class":1962}," --model",[1953,1995,1996],{"class":1962}," anthropic\u002Fclaude-haiku-4-5",[1953,1998,1975],{"class":1962},[1953,2000,1978],{"class":1962},[1953,2002,1981],{"class":1962},[1953,2004,2006,2008,2010,2012,2015,2018,2020,2022],{"class":1955,"line":2005},3,[1953,2007,1714],{"class":1959},[1953,2009,1963],{"class":1962},[1953,2011,1966],{"class":1962},[1953,2013,2014],{"class":1962}," --cache",[1953,2016,2017],{"class":1962}," none",[1953,2019,1975],{"class":1962},[1953,2021,1978],{"class":1962},[1953,2023,1981],{"class":1962},[1855,2025,2026,2027,2030],{},"Another model's prices on the same tokens are labelled ",[1905,2028,2029],{},"same tokens, another price: quality not measured",": the figure says what the same tokens cost there, not what that model would have done. Per agent, model and team (teams through works-council mode), effective and at the list price.",[1862,2032,2034],{"id":2033},"the-prompt-cache","The prompt cache",[1855,2036,2037],{},"Where a provider caches prompts, the gateway records for every call how much of its input was read from the cache, what that saved, and, for a call that read less than it could have, why and what it cost. Calls before this was recorded are not in the figures.",[2039,2040,2041,2045,2048],"ul",{},[2042,2043,2044],"li",{},"Hit rate: the tokens read from the cache over the cacheable input (new input, cache reads and cache writes) of calls to providers that cache.",[2042,2046,2047],{},"Saved: the cache reads at the input price, minus what they cost, minus the write premium (cache writes at their price minus the input price; writes with the longer lifetime at theirs). A call that only wrote saves less than nothing; the next one that reads makes it up.",[2042,2049,2050],{},"Missed: for a call that read less than its job's previous call could have left it, the tokens it could have read, at what they were charged minus the read price.",[1855,2052,2053],{},"Each miss has one cause, checked in this order:",[2055,2056,2057,2070],"table",{},[2058,2059,2060],"thead",{},[2061,2062,2063,2067],"tr",{},[2064,2065,2066],"th",{},"Cause",[2064,2068,2069],{},"What happened",[2071,2072,2073,2084,2099,2109,2124,2134,2144,2154,2164,2174,2184],"tbody",{},[2061,2074,2075,2081],{},[2076,2077,2078],"td",{},[1885,2079,2080],{},"first_call",[2076,2082,2083],{},"the job's first call: there was nothing to read yet (no cost)",[2061,2085,2086,2091],{},[2076,2087,2088],{},[1885,2089,2090],{},"rewarm",[2076,2092,2093,2094,2098],{},"the platform's own request that warmed the cache again after a wait (",[1870,2095,2097],{"href":2096},"\u002Fspend\u002Fmodels-and-keys\u002Fcache-and-tools#the-prompt-cache","the prompt cache","); its cost is its whole charge",[2061,2100,2101,2106],{},[2076,2102,2103],{},[1885,2104,2105],{},"not_asked",[2076,2107,2108],{},"the tenant's cache is off, or the request marked nothing on a provider that caches only what is marked",[2061,2110,2111,2116],{},[2076,2112,2113],{},[1885,2114,2115],{},"member_changed",[2076,2117,2118,2119,2123],{},"another member of a ",[1870,2120,2122],{"href":2121},"\u002Fspend\u002Fmodels-and-keys\u002Fdeployment-pools#pools-of-deployments","pooled provider record"," served the call than the job's previous one, after a 429 or a member with more headroom: its cache was on the first member",[2061,2125,2126,2131],{},[2076,2127,2128],{},[1885,2129,2130],{},"model_changed",[2076,2132,2133],{},"another model than the job's previous call: a model cascade's next round, or an alias that moved",[2061,2135,2136,2141],{},[2076,2137,2138],{},[1885,2139,2140],{},"tools_changed",[2076,2142,2143],{},"the tool list changed: a tool loaded on demand, or a grant withdrawn",[2061,2145,2146,2151],{},[2076,2147,2148],{},[1885,2149,2150],{},"instructions_changed",[2076,2152,2153],{},"the system prompt changed",[2061,2155,2156,2161],{},[2076,2157,2158],{},[1885,2159,2160],{},"compacted",[2076,2162,2163],{},"the runtime compacted the job's history since the previous call",[2061,2165,2166,2171],{},[2076,2167,2168],{},[1885,2169,2170],{},"history_changed",[2076,2172,2173],{},"an earlier message changed without a compaction",[2061,2175,2176,2181],{},[2076,2177,2178],{},[1885,2179,2180],{},"expired",[2076,2182,2183],{},"more time passed since the previous call than the lifetime it asked for; the figures say when it came after an approval wait",[2061,2185,2186,2191],{},[2076,2187,2188],{},[1885,2189,2190],{},"not_cached",[2076,2192,2193],{},"nothing changed and the lifetime held, and the provider still read nothing: a prefix under its minimum, another workspace, or an eviction",[1855,2195,2196],{},"The gateway compares each call with the job's previous one by hashes of its tools, its system prompt and its messages, salted per tenant; it never keeps their text.",[1943,2198,2202],{"className":2199,"code":2200,"language":2201,"meta":1949,"style":1949},"language-sh shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","oz0 usage cache --since 7d\noz0 usage cache --causes\noz0 usage cache --by-team --json\n","sh",[1885,2203,2204,2219,2230],{"__ignoreMap":1949},[1953,2205,2206,2208,2211,2214,2216],{"class":1955,"line":1956},[1953,2207,1714],{"class":1959},[1953,2209,2210],{"class":1962}," usage",[1953,2212,2213],{"class":1962}," cache",[1953,2215,1975],{"class":1962},[1953,2217,2218],{"class":1962}," 7d\n",[1953,2220,2221,2223,2225,2227],{"class":1955,"line":1984},[1953,2222,1714],{"class":1959},[1953,2224,2210],{"class":1962},[1953,2226,2213],{"class":1962},[1953,2228,2229],{"class":1962}," --causes\n",[1953,2231,2232,2234,2236,2238,2241],{"class":1955,"line":2005},[1953,2233,1714],{"class":1959},[1953,2235,2210],{"class":1962},[1953,2237,2213],{"class":1962},[1953,2239,2240],{"class":1962}," --by-team",[1953,2242,2243],{"class":1962}," --json\n",[1943,2245,2250],{"className":2246,"code":2248,"language":2249,"meta":1949},[2247],"language-text","Prompt cache: auto; figures since 2026-10-13T18:32:05Z\nAGENT       TEAM  MODEL                        CALLS  HIT RATE  READ  WRITTEN  SAVED    MISSED\nwaiter      -     anthropic\u002Fclaude-sonnet-5-5  5      18.4%     848   1746     $0.0006  $0.0038\n","text",[1885,2251,2248],{"__ignoreMap":1949},[1855,2253,2254,2255,2258,2259,2262,2263,2266,2267,2270,2271,1926],{},"The figures are per agent and model, or per team with ",[1885,2256,2257],{},"--by-team","; a team smaller than ",[1870,2260,2261],{"href":1172},"works-council mode"," shows is folded into \"other teams\", and nothing is shown per person. The Cost page shows the same as its Prompt cache card, and an agent's scorecard (on its page and in ",[1885,2264,2265],{},"oz0 insights agent \u003Cagent>",") its hit rate and saving beside the period before. To measure what the cache does for an agent on your own cases, run a ",[1870,2268,2269],{"href":965},"comparison"," with ",[1885,2272,2273],{},"--variant-cache off",[2275,2276,2278],"h3",{"id":2277},"prompts-with-their-stable-parts-first","Prompts with their stable parts first",[1855,2280,2281],{},"A provider's cache reads a prompt from its start up to the first byte that changed. So the runtime puts what stays the\nsame within a job first and what changes last, in every adapter:",[2283,2284,2285,2288,2291,2294],"ol",{},[2042,2286,2287],{},"The agent's instructions, then the skills index, then plugins' start-up text (such as accepted memory\ndecisions), each read once when the job starts and the same bytes in every request of the job. The skills index\nchanges only when a grant of another plugin's skill is given or withdrawn during the job.",[2042,2289,2290],{},"The tool definitions, in the order the agent lists them, then the platform's built-ins in a fixed order;\na tool withdrawn for a request (a routine's list, finish-only) leaves the others in their places.",[2042,2292,2293],{},"The conversation's history, in order.",[2042,2295,2296,2297,2301],{},"What changes, last: the ",[1870,2298,2300],{"href":2299},"\u002Fbuild\u002Fparts\u002Fcontracts-and-limits\u002Fbudgets#what-the-agent-sees-of-its-spend","status block"," of what is\nleft of the budget, attached to the newest message and never kept in the history, and the newest tool results. No\ndate or time is put into a prompt.",[1855,2303,2304],{},"A harness session gets the instructions, the skills index and the start-up text once, in that order, when it starts;\nwhat the harness puts before them (its own system prompt) is the harness's.",[1855,2306,2307,2308,2310,2311,2313],{},"The finding. An agent whose jobs still show ",[1885,2309,2150],{}," within one job, or ",[1885,2312,2140],{}," more than once,\nhas something changing at the start of its prompt: a date or a counter in its instructions file, a tool description\nthat changes, tools that come and go.",[1855,2315,2316],{},"The platform never changes an agent's instructions within a job, so one change\nof them counts; a single change of tools is left out, since that is the platform's own, such as a spend wall leaving\nthe model only its answer.",[1855,2318,2319,2322],{},[1885,2320,2321],{},"oz0 doctor"," and the console's health page list such agents per tenant from the last 7 days\n(\"prompt prefix\"), by agent and never by person. Instructions are not templated by the platform, so the cause is in\nthe agent's own files or in its tools' listings.",[1855,2324,2325,2326,2330,2331,1917,2333,2336],{},"Large tool results reach the model as a stub above the job's threshold\n(",[1870,2327,2329],{"href":2328},"\u002Fbuild\u002Fparts\u002Ftools\u002Fresults-and-files#large-results","large results","), which keeps a long page from filling every later request.\nWhether that lowers what a task costs depends on the agent: it may read the result back in parts. Measure it on your\nown cases with a ",[1870,2332,2269],{"href":965},[1885,2334,2335],{},"--variant-offload off","; no saving is claimed here.",[2338,2339,2340],"style",{},"html pre.shiki code .sBMFI, html code.shiki .sBMFI{--shiki-light:#E2931D;--shiki-default:#FFCB6B;--shiki-dark:#FFCB6B}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);}",{"title":1949,"searchDepth":1984,"depth":1984,"links":2342},[2343,2344,2345],{"id":1864,"depth":1984,"text":1865},{"id":1932,"depth":1984,"text":1933},{"id":2033,"depth":1984,"text":2034,"children":2346},[2347],{"id":2277,"depth":2005,"text":2278},"md",null,{"audience":2351,"doc_type":2352},"tenant administrators and cost owners","reference",true,{"title":1530,"description":1860},"moLqyZm_Pd01OUp1L874VMMkvhklQQ6Uj5sH16FOfw8",[2357,2359],{"title":1526,"path":1527,"stem":1528,"description":2358,"children":-1},"Export recorded calls and charges for reporting and chargeback.",{"title":1534,"path":1535,"stem":1536,"description":2360,"icon":134,"children":-1},"Set team membership and the quotas that divide a tenant's budget.",1794442999692]