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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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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":1578,"body":1851,"description":1860,"extension":2664,"links":2665,"meta":2666,"navigation":2669,"path":1579,"seo":2670,"stem":1580,"__hash__":2671},"docs\u002F08.spend\u002F03.models-and-keys\u002F07.cache-and-tools.md",{"type":1852,"value":1853,"toc":2658},"minimark",[1854,1858,1861,1866,1886,1895,1904,1907,1920,1924,1931,1942,1949,1967,1974,1977,1986,1989,1992,1999,2043,2053,2056,2205,2351,2360,2363,2367,2375,2390,2393,2410,2417,2420,2424,2427,2584,2591,2601,2604,2607,2623,2630,2655],[1855,1856,1857],"p",{},"For: tenant administrators and cost owners.",[1855,1859,1860],{},"Account for provider cache controls, server tools and charges beyond text tokens.",[1862,1863,1865],"h2",{"id":1864},"cost","Cost",[1855,1867,1868,1869,1873,1874,1877,1878,1881,1882,1885],{},"The gateway reads usage from every response and stream, per format, and prices it: Anthropic's ",[1870,1871,1872],"code",{},"message_start"," and ",[1870,1875,1876],{},"message_delta"," events, the last chunk of a chat completion streamed with ",[1870,1879,1880],{},"stream_options.include_usage"," (which the gateway adds to a streamed chat completion that does not ask for it), and the Responses API's ",[1870,1883,1884],{},"response.completed",".",[1855,1887,1888,1889,1891,1892,1894],{},"A ",[1870,1890,1876],{}," that reports more input than ",[1870,1893,1872],{},", as a call with server tools such as web search does, counts its input.",[1855,1896,1897,1898,1903],{},"An answer whose usage the gateway cannot read, such as a successful answer that carries none, a JSON answer or a stream's line over 8 MB, is an ",[1899,1900,1902],"a",{"href":1901},"\u002Fbuild\u002Fparts\u002Fcontracts-and-limits\u002Fbudgets#each-call-reserves-its-worst-case","unknown outcome",", as a stream that breaks off is: charged at least its reservation.",[1855,1905,1906],{},"Tokens read from the cache are counted apart from new input tokens, so they are priced as cache reads.",[1855,1908,1909,1910,1916,1917,1885],{},"A record's own price wins; otherwise the provider's reported cost when its price source says so, then ",[1899,1911,1915],{"href":1912,"rel":1913},"https:\u002F\u002Fgithub.com\u002Fpydantic\u002Fgenai-prices",[1914],"nofollow","genai-prices",". Each call is recorded with its job, agent, node and model. See ",[1899,1918,1919],{"href":1513},"Cost and usage",[1862,1921,1923],{"id":1922},"the-prompt-cache","The prompt cache",[1855,1925,1926,1927,1930],{},"Providers keep the start of a prompt they saw recently and charge less for reading it again: Anthropic's Messages API (and the platforms that speak it) caches only what a request marks, for five minutes or, at a higher write price, for an hour; OpenAI's APIs cache every long enough prefix by themselves. What each provider does is part of its record (",[1870,1928,1929],{},"cache","), with defaults for each wire format, so a record for another platform says its own facts.",[1855,1932,1933,1934,1937,1938,1941],{},"The facts are picked by the wire format of each call. The Messages format defaults to marks and the Responses format to the automatic cache. The Chat format, which many providers speak and few cache, defaults to no cache: the shared ",[1870,1935,1936],{},"openai"," record and the Azure OpenAI presets say their Chat calls cache, and a record for another provider that caches Chat calls says so itself (",[1870,1939,1940],{},"--cache '{\"style\":\"automatic\"}'","). Claude on Bedrock, Vertex and AI Foundry gets plain marks, with no longer lifetime and no re-warm, until those platforms' handling of them has been checked live.",[1855,1943,1944,1945,1948],{},"With the tenant's setting ",[1870,1946,1947],{},"auto",", the default, the gateway manages it:",[1950,1951,1952,1956],"ul",{},[1953,1954,1955],"li",{},"It marks the stable start of each Messages request that carries no marks of its own and is long enough to cache: the system prompt (which covers the tool list) and the history up to the platform's status block, which stays the request's last part. A request with its own marks, such as a harness's, goes as it was sent.",[1953,1957,1958,1959,1962,1963,1966],{},"It asks for the longer lifetime when the request offers a function that waits for a person's approval (its plugin's ",[1870,1960,1961],{},"requires_approval",", or a tool policy rule that asks for every call of it) and a wait longer than the short lifetime is likely enough to pay the higher write price.",[1964,1965],"br",{},"A job's first call writes everything, so it rarely pays there; later calls write only what is new, so it usually does for agents that wait for people.",[1855,1968,1969,1970,1973],{},"How likely a long wait is comes from the gaps the edge measured after this agent's earlier calls of that kind, and from the median time people took to decide the agent's approvals of those functions over the last 30 days (a median under the short lifetime asks for no longer one); neither is shown, and the median counts only when at least as many people decided as ",[1899,1971,1972],{"href":1172},"works-council mode","'s threshold, so it never stands for one person.",[1855,1975,1976],{},"Approvals that a rule asks for only with some arguments, or that a job's tainted data asks for, are not known before the call, so their waits get the re-warm only.",[1950,1978,1979],{},[1953,1980,1981,1982,1985],{},"It warms the cache again after a wait. When a person decides an approval and the job's prefix has lapsed, the edge re-sends the job's last request once as the smallest request the provider allows (",[1870,1983,1984],{},"max_tokens: 0"," on the Messages API), metered on the job, under its budget, while the approved tool runs, so the next model call reads the cache.",[1855,1987,1988],{},"It counts against the job's budget but not against its tree's model calls or tokens, so it never takes a call the agent would otherwise have had. This moves the cache write off the job's next step; it does not make the write free.",[1855,1990,1991],{},"The edge holds each job's last request in memory only for this, never written down: at most a day, dropped sooner when the job ends or its tenant is deleted, and at most 64 MiB per edge. An edge that did not serve the job's last call sends nothing.",[1855,1993,1994,1995,1998],{},"With ",[1870,1996,1997],{},"off",", calls go to the provider as agents wrote them:",[2000,2001,2006],"pre",{"className":2002,"code":2003,"language":2004,"meta":2005,"style":2005},"language-sh shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","oz0 tenant cache default off\noz0 tenant cache default auto\n","sh","",[1870,2007,2008,2029],{"__ignoreMap":2005},[2009,2010,2013,2016,2020,2023,2026],"span",{"class":2011,"line":2012},"line",1,[2009,2014,1714],{"class":2015},"sBMFI",[2009,2017,2019],{"class":2018},"sfazB"," tenant",[2009,2021,2022],{"class":2018}," cache",[2009,2024,2025],{"class":2018}," default",[2009,2027,2028],{"class":2018}," off\n",[2009,2030,2032,2034,2036,2038,2040],{"class":2011,"line":2031},2,[2009,2033,1714],{"class":2015},[2009,2035,2019],{"class":2018},[2009,2037,2022],{"class":2018},[2009,2039,2025],{"class":2018},[2009,2041,2042],{"class":2018}," auto\n",[1855,2044,2045,2046,2049,2050,1885],{},"Turning it off loosens no control, so it takes no reason; admins of the tenant may change it, and each change is audited (",[1870,2047,2048],{},"tenant.prompt_cache","). Either way, every call's cache figures are recorded: see ",[1899,2051,1919],{"href":2052},"\u002Fspend\u002Fcost-and-usage\u002Fprices-and-cache#the-prompt-cache",[1855,2054,2055],{},"A record's cache facts, as JSON:",[2000,2057,2059],{"className":2002,"code":2058,"language":2004,"meta":2005,"style":2005},"# a platform that takes no cache marks\noz0 provider set myproxy --cache '{\"style\":\"none\"}'\n# a Chat-format provider that caches by itself\noz0 provider set myllm --cache '{\"style\":\"automatic\"}'\n# facts for the record's Responses calls rather than its first format's\noz0 provider set azure-openai --cache '{\"style\":\"automatic\",\"formats\":[\"openai-chat\",\"openai-responses\"]}'\n# another minimum, and no re-warms\noz0 provider set anthropic --shared --cache '{\"min_tokens\":2048,\"rewarm_field\":\"none\"}'\n# the longer lifetime's own price, per million tokens\noz0 provider model anthropic claude-sonnet-5-5 --cache-write-long 6\n",[1870,2060,2061,2067,2093,2099,2120,2126,2147,2153,2177,2183],{"__ignoreMap":2005},[2009,2062,2063],{"class":2011,"line":2012},[2009,2064,2066],{"class":2065},"sHwdD","# a platform that takes no cache marks\n",[2009,2068,2069,2071,2074,2077,2080,2083,2087,2090],{"class":2011,"line":2031},[2009,2070,1714],{"class":2015},[2009,2072,2073],{"class":2018}," provider",[2009,2075,2076],{"class":2018}," set",[2009,2078,2079],{"class":2018}," myproxy",[2009,2081,2082],{"class":2018}," --cache",[2009,2084,2086],{"class":2085},"sMK4o"," '",[2009,2088,2089],{"class":2018},"{\"style\":\"none\"}",[2009,2091,2092],{"class":2085},"'\n",[2009,2094,2096],{"class":2011,"line":2095},3,[2009,2097,2098],{"class":2065},"# a Chat-format provider that caches by itself\n",[2009,2100,2102,2104,2106,2108,2111,2113,2115,2118],{"class":2011,"line":2101},4,[2009,2103,1714],{"class":2015},[2009,2105,2073],{"class":2018},[2009,2107,2076],{"class":2018},[2009,2109,2110],{"class":2018}," myllm",[2009,2112,2082],{"class":2018},[2009,2114,2086],{"class":2085},[2009,2116,2117],{"class":2018},"{\"style\":\"automatic\"}",[2009,2119,2092],{"class":2085},[2009,2121,2123],{"class":2011,"line":2122},5,[2009,2124,2125],{"class":2065},"# facts for the record's Responses calls rather than its first format's\n",[2009,2127,2129,2131,2133,2135,2138,2140,2142,2145],{"class":2011,"line":2128},6,[2009,2130,1714],{"class":2015},[2009,2132,2073],{"class":2018},[2009,2134,2076],{"class":2018},[2009,2136,2137],{"class":2018}," azure-openai",[2009,2139,2082],{"class":2018},[2009,2141,2086],{"class":2085},[2009,2143,2144],{"class":2018},"{\"style\":\"automatic\",\"formats\":[\"openai-chat\",\"openai-responses\"]}",[2009,2146,2092],{"class":2085},[2009,2148,2150],{"class":2011,"line":2149},7,[2009,2151,2152],{"class":2065},"# another minimum, and no re-warms\n",[2009,2154,2156,2158,2160,2162,2165,2168,2170,2172,2175],{"class":2011,"line":2155},8,[2009,2157,1714],{"class":2015},[2009,2159,2073],{"class":2018},[2009,2161,2076],{"class":2018},[2009,2163,2164],{"class":2018}," anthropic",[2009,2166,2167],{"class":2018}," --shared",[2009,2169,2082],{"class":2018},[2009,2171,2086],{"class":2085},[2009,2173,2174],{"class":2018},"{\"min_tokens\":2048,\"rewarm_field\":\"none\"}",[2009,2176,2092],{"class":2085},[2009,2178,2180],{"class":2011,"line":2179},9,[2009,2181,2182],{"class":2065},"# the longer lifetime's own price, per million tokens\n",[2009,2184,2186,2188,2190,2193,2195,2198,2201],{"class":2011,"line":2185},10,[2009,2187,1714],{"class":2015},[2009,2189,2073],{"class":2018},[2009,2191,2192],{"class":2018}," model",[2009,2194,2164],{"class":2018},[2009,2196,2197],{"class":2018}," claude-sonnet-5-5",[2009,2199,2200],{"class":2018}," --cache-write-long",[2009,2202,2204],{"class":2203},"sbssI"," 6\n",[2206,2207,2208,2221],"table",{},[2209,2210,2211],"thead",{},[2212,2213,2214,2218],"tr",{},[2215,2216,2217],"th",{},"Field",[2215,2219,2220],{},"What it says",[2222,2223,2224,2245,2255,2282,2295,2311,2321,2335],"tbody",{},[2212,2225,2226,2232],{},[2227,2228,2229],"td",{},[1870,2230,2231],{},"style",[2227,2233,2234,2237,2238,2241,2242],{},[1870,2235,2236],{},"breakpoints"," (caches what a request marks), ",[1870,2239,2240],{},"automatic"," (caches by itself) or ",[1870,2243,2244],{},"none",[2212,2246,2247,2252],{},[2227,2248,2249],{},[1870,2250,2251],{},"formats",[2227,2253,2254],{},"the record's wire formats these facts are for; empty is its first format, and its other formats take their defaults",[2212,2256,2257,2266],{},[2227,2258,2259,2262,2263],{},[1870,2260,2261],{},"short_ttl",", ",[1870,2264,2265],{},"long_ttl",[2227,2267,2268,2269,1873,2272,2275,2276,2278,2279,2281],{},"the lifetimes as the provider names them, such as ",[1870,2270,2271],{},"5m",[1870,2273,2274],{},"1h","; a short mark names none, and ",[1870,2277,2265],{}," ",[1870,2280,2244],{}," asks for no longer lifetime",[2212,2283,2284,2292],{},[2227,2285,2286,2262,2289],{},[1870,2287,2288],{},"short_seconds",[1870,2290,2291],{},"long_seconds",[2227,2293,2294],{},"how long they are",[2212,2296,2297,2308],{},[2227,2298,2299,2262,2302,2262,2305],{},[1870,2300,2301],{},"short_write",[1870,2303,2304],{},"long_write",[1870,2306,2307],{},"read",[2227,2309,2310],{},"the cache's prices as multiples of the input price, where the price list has none",[2212,2312,2313,2318],{},[2227,2314,2315],{},[1870,2316,2317],{},"min_tokens",[2227,2319,2320],{},"the smallest prefix the provider caches; shorter requests are not marked",[2212,2322,2323,2328],{},[2227,2324,2325],{},[1870,2326,2327],{},"long_param",[2227,2329,2330,2331,2334],{},"for an automatic provider, the fields that ask for its longer retention, such as ",[1870,2332,2333],{},"{\"prompt_cache_retention\": \"24h\"}"," (model-specific, so not set by default)",[2212,2336,2337,2345],{},[2227,2338,2339,2262,2342],{},[1870,2340,2341],{},"rewarm_field",[1870,2343,2344],{},"rewarm_tokens",[2227,2346,2347,2348,2350],{},"the smallest answer a re-warm asks for; ",[1870,2349,2244],{}," turns re-warms off",[1855,2352,2353,2354,2356,2357,2359],{},"The longer lifetime's billing and the re-warm have been measured against a stand-in provider, not yet against a live one; set ",[1870,2355,2341],{}," to ",[1870,2358,2244],{}," for a platform whose API refuses a request that asks for no output.",[1855,2361,2362],{},"The money the cache saved and the cost of each miss are priced at the call's own size: a model whose list price steps up above a prompt length is priced at the step the call is in.",[1862,2364,2366],{"id":2365},"server-tools","Server tools",[1855,2368,2369,2370,2374],{},"The gateway passes a provider's calls through as they are, so the provider's own server tools work for the agents and harnesses that use them: code execution at once, web search and web fetch once the tenant ",[1899,2371,2373],{"href":2372},"\u002Fspend\u002Fmodels-and-keys\u002Fdata-rules#what-a-call-may-make-the-provider-read-or-fetch","turned them on",". Server tools work only with that provider's models, and the data they fetch leaves your environment; tools from plugins work with every model.",[1855,2376,2377,2378,2381,2382,2385,2386,2389],{},"What a tool costs is counted from what the answer reports, apart from the model's tokens: ",[1870,2379,2380],{},"usage.server_tool_use"," on the Messages API, ",[1870,2383,2384],{},"tool_usage"," and the tool calls in ",[1870,2387,2388],{},"output"," on the Responses API, the grounding queries on Google's.",[1855,2391,2392],{},"The reservation of a call counts them first, at the tool's price and the limit the call sets, with what each use adds to the input the model reads next.",[1855,2394,2395,2396,2401,2402,2405,2406,2409],{},"Under ",[1899,2397,2398],{"href":1901},[1870,2399,2400],{},"reserve: strict"," a server tool needs a limit its format reads, ",[1870,2403,2404],{},"max_uses"," on the Messages format or ",[1870,2407,2408],{},"max_tool_calls"," on the Responses format, and a tool nothing prices is refused.",[1855,2411,2412,2413,2416],{},"Web fetch has no fee, so what it costs is what it adds to the input: under strict it needs ",[1870,2414,2415],{},"max_content_tokens"," too, and holds at least a full model window for each use, because that field limits text and a fetched PDF comes in past it.",[1855,2418,2419],{},"A provider's reported cost, on a record priced that way, is its whole word on a call: no tool's fee goes on top of it.",[1862,2421,2423],{"id":2422},"what-a-call-may-cost-besides-tokens","What a call may cost besides tokens",[1855,2425,2426],{},"The prices are data, shipped for each wire format and each preset, and a record replaces them one by one:",[2206,2428,2429,2442],{},[2209,2430,2431],{},[2212,2432,2433,2436,2439],{},[2215,2434,2435],{},"What",[2215,2437,2438],{},"Where it comes from",[2215,2440,2441],{},"Shipped for",[2222,2443,2444,2488,2519,2543,2570],{},[2212,2445,2446,2449,2485],{},[2227,2447,2448],{},"A tool's fee",[2227,2450,2451,2454,2455,2458,2459,2462,2463,2466,2467,1873,2470,2473,2474,2477,2478,2480,2481,2484],{},[1870,2452,2453],{},"tools.\u003Cname>.usd"," for each use; ",[1870,2456,2457],{},"result_tokens"," is what one use may add to the input, ",[1870,2460,2461],{},"result_limit"," the tool's own field that replaces that figure, and ",[1870,2464,2465],{},"binary_tokens"," what one use may add whatever that field says, which a strict budget holds; ",[1870,2468,2469],{},"input_mtok",[1870,2471,2472],{},"output_mtok"," for a tool that reports tokens of its own; ",[1870,2475,2476],{},"limit"," is the field its format reads as its limit, one of the tool's or ",[1870,2479,2408],{},"; ",[1870,2482,2483],{},"reports_as"," is the name answers report it by, where that is another tool's",[2227,2486,2487],{},"Web search and code execution on the Messages format; web search, file search, containers and image generation on the Responses format; search and Maps grounding on Google's; a router's web plugin and a live-search source on their presets",[2212,2489,2490,2493,2513],{},[2227,2491,2492],{},"A price tier",[2227,2494,2495,2498,2499,2262,2502,2505,2506,2509,2510,2512],{},[1870,2496,2497],{},"tiers.\u003Cfield>.\u003Cword>"," multiplies a call's tokens by the word in ",[1870,2500,2501],{},"service_tier",[1870,2503,2504],{},"speed"," or ",[1870,2507,2508],{},"inference_geo",". ",[1870,2511,1947],{}," is what a call that names none can land on",[2227,2514,2515,2516,2518],{},"Each vendor's own words: OpenAI's on records that follow its prices, Anthropic's fast mode and US inference on records that follow its, Google's tiers, Bedrock's and Groq's. A record that speaks one of their formats and follows another's prices has only ",[1870,2517,1947],{}," and the format's ordinary tier",[2212,2520,2521,2524,2540],{},[2227,2522,2523],{},"Audio and images",[2227,2525,2526,2529,2530,2262,2533,1873,2536,2539],{},[1870,2527,2528],{},"models.\u003Cmodel>"," with ",[1870,2531,2532],{},"audio_input_mtok",[1870,2534,2535],{},"audio_output_mtok",[1870,2537,2538],{},"image_output_mtok",", over a record's price for the model; the price list's otherwise",[2227,2541,2542],{},"Whatever the price list knows",[2212,2544,2545,2548,2567],{},[2227,2546,2547],{},"Cache writes",[2227,2549,2550,2551,1873,2554,2557,2558,1873,2560,2562,2563],{},"Each lifetime's rate: the model's ",[1870,2552,2553],{},"cache_write_mtok",[1870,2555,2556],{},"cache_write_long_mtok",", or ",[1870,2559,2301],{},[1870,2561,2304],{}," of the record's ",[1899,2564,2566],{"href":2565},"\u002Fspend\u002Fmodels-and-keys\u002Fcache-and-tools#the-prompt-cache","cache facts",[2227,2568,2569],{},"Five minutes and an hour on the Messages format, 30 minutes and 12 hours on the Responses and Chat formats",[2212,2571,2572,2575,2581],{},[2227,2573,2574],{},"Inline content",[2227,2576,2577,2580],{},[1870,2578,2579],{},"media_tokens.\u003Ctype>"," is what one item of a media type, or of the word before its slash, adds to the input past its bytes, with 0 for what its bytes bound. A type the table does not name has no bound, so a strict budget refuses it",[2227,2582,2583],{},"Text, JSON, XML and audio by their bytes; an image at 10,000 tokens, past what providers read from one",[1855,2585,2586,2587,2590],{},"A call is reserved at the dearest tier it can land on: one that names ",[1870,2588,2589],{},"default"," at the standard price, one that names no tier on OpenAI's records at the fast price, since a project can make that its default, and one on Anthropic's at the US region's, as a workspace's default can be.",[1855,2592,2593,2594,2505,2597,2600],{},"A word that lowers a price, such as ",[1870,2595,2596],{},"flex",[1870,2598,2599],{},"batch",", lowers no reservation: a provider may ignore it, and the call then runs as one that names none.",[1855,2602,2603],{},"It is charged at the tier the answer names. An answer that names no tier may be held to a dearer tier the call asked for by name, never to a cheaper one, so a discount counts only when the answer states it.",[1855,2605,2606],{},"One that names a word its record has no price for pays what the call held for that field, and the edge logs the word, so that the record can price it.",[1855,2608,2609,2610,2505,2613,2616,2617,2262,2619,2622],{},"A model that has a rate of its own for images or audio is held at that rate unless the call restricts its answer to text, as such a model may answer in images with nothing asked. Predicted output holds its bytes as output, since what a prediction gets wrong bills as output. A list of other models a router may fall back on, in ",[1870,2611,2612],{},"models",[1870,2614,2615],{},"fallbacks",", holds the dearest of them, at the price assumed for a name nothing prices; under ",[1870,2618,2400],{},[1870,2620,2621],{},"route"," and more than 16 models are refused.",[1855,2624,2625,2626,2629],{},"A record's own facts, as JSON, have the last word, over ",[1870,2627,2628],{},"web_search_usd"," too. 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