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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":714,"body":1851,"description":1860,"extension":2591,"links":2592,"meta":2593,"navigation":2596,"path":715,"seo":2597,"stem":716,"__hash__":2598},"docs\u002F04.build\u002F02.parts\u002F04.tools\u002F05.model-calls.md",{"type":1852,"value":1853,"toc":2584},"minimark",[1854,1858,1861,1866,1874,1940,1961,1966,2003,2125,2128,2230,2235,2242,2249,2253,2265,2346,2433,2443,2446,2450,2463,2550,2571,2580],[1855,1856,1857],"p",{},"For: plugin authors.",[1855,1859,1860],{},"Use sampling or a gateway token and report outside service cost.",[1862,1863,1865],"h2",{"id":1864},"tools-that-need-a-model","Tools that need a model",[1855,1867,1868,1869,1873],{},"A tool that needs a model (to summarize what it fetched, to classify, to embed a text) asks the platform for one and\nholds no provider key of its own. Declare it under ",[1870,1871,1872],"code",{},"requires.models",":",[1875,1876,1881],"pre",{"className":1877,"code":1878,"language":1879,"meta":1880,"style":1880},"language-yaml shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","requires:\n  models:\n    sampling: default            # the alias your server's sampling requests are answered with\n    gateway: [openai-embeddings] # what sampling cannot express, with a token per call\n","yaml","",[1870,1882,1883,1896,1904,1920],{"__ignoreMap":1880},[1884,1885,1888,1892],"span",{"class":1886,"line":1887},"line",1,[1884,1889,1891],{"class":1890},"swJcz","requires",[1884,1893,1895],{"class":1894},"sMK4o",":\n",[1884,1897,1899,1902],{"class":1886,"line":1898},2,[1884,1900,1901],{"class":1890},"  models",[1884,1903,1895],{"class":1894},[1884,1905,1907,1910,1912,1916],{"class":1886,"line":1906},3,[1884,1908,1909],{"class":1890},"    sampling",[1884,1911,1873],{"class":1894},[1884,1913,1915],{"class":1914},"sfazB"," default",[1884,1917,1919],{"class":1918},"sHwdD","            # the alias your server's sampling requests are answered with\n",[1884,1921,1923,1926,1928,1931,1934,1937],{"class":1886,"line":1922},4,[1884,1924,1925],{"class":1890},"    gateway",[1884,1927,1873],{"class":1894},[1884,1929,1930],{"class":1894}," [",[1884,1932,1933],{"class":1914},"openai-embeddings",[1884,1935,1936],{"class":1894},"]",[1884,1938,1939],{"class":1918}," # what sampling cannot express, with a token per call\n",[1855,1941,1942,1943,1946,1947,1950,1951,1954,1955,1960],{},"Either one needs the tenant's grant at install (",[1870,1944,1945],{},"plugin install --accept-model","). Every model call your tools make\nthis way is a model call of the job that called the tool: its worst case is reserved first, it counts toward the job\ntree's budget, the tenant's and the quotas, the tenant's data rules apply, and it is on the tool call's step of the\njob's trace, in the audit trail (",[1870,1948,1949],{},"run.model_call"," with the plugin) and in the usage export's ",[1870,1952,1953],{},"plugin"," column. A plugin\nOZ verifies never asks for a provider's key (house rule ",[1956,1957,1959],"a",{"href":1958},"\u002Fbuild\u002Fplugins\u002Fstructure\u002Flint-rules#oz-s017","OZ-S017",").",[1962,1963,1965],"h3",{"id":1964},"mcp-sampling","MCP sampling",[1855,1967,1968,1969,1972,1973,1976,1977,1980,1981,1984,1985,1988,1989,1992,1993,1996,1997,1999,2000,2002],{},"With ",[1870,1970,1971],{},"sampling: \u003Calias>",", the runtime offers your servers MCP's ",[1870,1974,1975],{},"sampling"," capability and answers their\n",[1870,1978,1979],{},"sampling\u002FcreateMessage"," requests while one of their calls runs. The model is the alias you name: ",[1870,1982,1983],{},"default",", ",[1870,1986,1987],{},"fast","\nor ",[1870,1990,1991],{},"smart",", which every tenant has, or one of your own that the operator maps to a model at install. The request's\n",[1870,1994,1995],{},"modelPreferences"," choose only between your alias and ",[1870,1998,1987],{}," (speed or cost first) or ",[1870,2001,1991],{}," (intelligence first);\na hint that names a provider's model chooses nothing.",[1875,2004,2008],{"className":2005,"code":2006,"language":2007,"meta":1880,"style":1880},"language-python shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","from mcp import types\nfrom mcp.server import MCPServer\nfrom mcp.server.mcpserver import Context\n\nserver = MCPServer(\"notes\")\n\n\n@server.tool()\nasync def summarize(text: str, ctx: Context) -> str | types.InputRequiredResult:\n    \"\"\"Summarize meeting notes.\"\"\"\n    message = types.SamplingMessage(role=\"user\", content=types.TextContent(type=\"text\", text=text))\n    params = types.CreateMessageRequestParams(messages=[message], max_tokens=500, system_prompt=\"Summarize.\")\n    if (ctx.protocol_version or \"\") >= \"2026-07-28\":\n        # The newer protocol: the request rides in the call's result, and the call comes again with the answer.\n        answer = (ctx.input_responses or {}).get(\"summary\")\n        if answer is None:\n            return types.InputRequiredResult(input_requests={\"summary\": types.CreateMessageRequest(params=params)})\n    else:\n        answer = await ctx.session.send_request(types.CreateMessageRequest(params=params), types.CreateMessageResult)\n    return answer.content.text\n","python",[1870,2009,2010,2015,2020,2025,2031,2037,2042,2047,2053,2059,2065,2071,2077,2083,2089,2095,2101,2107,2113,2119],{"__ignoreMap":1880},[1884,2011,2012],{"class":1886,"line":1887},[1884,2013,2014],{},"from mcp import types\n",[1884,2016,2017],{"class":1886,"line":1898},[1884,2018,2019],{},"from mcp.server import MCPServer\n",[1884,2021,2022],{"class":1886,"line":1906},[1884,2023,2024],{},"from mcp.server.mcpserver import Context\n",[1884,2026,2027],{"class":1886,"line":1922},[1884,2028,2030],{"emptyLinePlaceholder":2029},true,"\n",[1884,2032,2034],{"class":1886,"line":2033},5,[1884,2035,2036],{},"server = MCPServer(\"notes\")\n",[1884,2038,2040],{"class":1886,"line":2039},6,[1884,2041,2030],{"emptyLinePlaceholder":2029},[1884,2043,2045],{"class":1886,"line":2044},7,[1884,2046,2030],{"emptyLinePlaceholder":2029},[1884,2048,2050],{"class":1886,"line":2049},8,[1884,2051,2052],{},"@server.tool()\n",[1884,2054,2056],{"class":1886,"line":2055},9,[1884,2057,2058],{},"async def summarize(text: str, ctx: Context) -> str | types.InputRequiredResult:\n",[1884,2060,2062],{"class":1886,"line":2061},10,[1884,2063,2064],{},"    \"\"\"Summarize meeting notes.\"\"\"\n",[1884,2066,2068],{"class":1886,"line":2067},11,[1884,2069,2070],{},"    message = types.SamplingMessage(role=\"user\", content=types.TextContent(type=\"text\", text=text))\n",[1884,2072,2074],{"class":1886,"line":2073},12,[1884,2075,2076],{},"    params = types.CreateMessageRequestParams(messages=[message], max_tokens=500, system_prompt=\"Summarize.\")\n",[1884,2078,2080],{"class":1886,"line":2079},13,[1884,2081,2082],{},"    if (ctx.protocol_version or \"\") >= \"2026-07-28\":\n",[1884,2084,2086],{"class":1886,"line":2085},14,[1884,2087,2088],{},"        # The newer protocol: the request rides in the call's result, and the call comes again with the answer.\n",[1884,2090,2092],{"class":1886,"line":2091},15,[1884,2093,2094],{},"        answer = (ctx.input_responses or {}).get(\"summary\")\n",[1884,2096,2098],{"class":1886,"line":2097},16,[1884,2099,2100],{},"        if answer is None:\n",[1884,2102,2104],{"class":1886,"line":2103},17,[1884,2105,2106],{},"            return types.InputRequiredResult(input_requests={\"summary\": types.CreateMessageRequest(params=params)})\n",[1884,2108,2110],{"class":1886,"line":2109},18,[1884,2111,2112],{},"    else:\n",[1884,2114,2116],{"class":1886,"line":2115},19,[1884,2117,2118],{},"        answer = await ctx.session.send_request(types.CreateMessageRequest(params=params), types.CreateMessageResult)\n",[1884,2120,2122],{"class":1886,"line":2121},20,[1884,2123,2124],{},"    return answer.content.text\n",[1855,2126,2127],{},"What the runtime answers:",[2129,2130,2131,2139,2150,2176,2192],"ul",{},[2132,2133,2134,2135,2138],"li",{},"Text only: a system prompt and user and assistant messages; at most 100 messages and 400,000 characters, 25\nrequests per call, ",[1870,2136,2137],{},"max_tokens"," up to 16,384 (more is cut to that), a temperature from 0 to 2.",[2132,2140,2141,2142,2145,2146,2149],{},"No tools: a request that carries ",[1870,2143,2144],{},"tools"," or ",[1870,2147,2148],{},"toolChoice",", or tool calls and their results, is refused: a model\nthat called tools through your tool would go around the tenant's tool policy.",[2132,2151,2152,2153,2156,2157,2160,2161,2164,2165,2168,2169,2171,2172,2175],{},"Tool policy: the tenant's rules match your tool's requests as ",[1870,2154,2155],{},"\u003Ctool>.sampling"," (",[1870,2158,2159],{},"notes.sampling","), so a tenant\ncan refuse them or put them behind approval: ",[1870,2162,2163],{},"oz0 policy ask notes.sampling",". Your\nown ",[1870,2166,2167],{},"requires_approval"," may name ",[1870,2170,2155],{}," too. A person then sees what the model would read (the system\nprompt and the messages) and decides while your call waits: give the tool a ",[1870,2173,2174],{},"timeout"," long enough for that, since no\nanswer by the end of the call's time is a refusal.",[2132,2177,2178,2179,2182,2183,2186,2187,2191],{},"Labels: what your tool read goes with the request. Say it in a message's ",[1870,2180,2181],{},"_meta"," as ",[1870,2184,2185],{},"oz0\u002Flabels",", as a result\ndeclares ",[1956,2188,2190],{"href":2189},"\u002Fbuild\u002Fparts\u002Ftools\u002Fpolicy#labels","labels","; an open-world function that says nothing counts as having read outside input. The\ntenant's data rules apply to that, and the call's result carries it back into the job.",[2132,2193,2194,2195,2198,2199,2202,2203,2206,2207,2210,2211,2214,2215,2218,2219,2221,2222,2225,2226,2229],{},"Refusals: a refused request is an error with code ",[1870,2196,2197],{},"-1"," (a malformed one ",[1870,2200,2201],{},"-32600","). When a budget or a quota\nrefused the model call, the error's ",[1870,2204,2205],{},"data"," holds ",[1870,2208,2209],{},"ai.oz0\u002Frefusal",": the refusal's error object, ",[1870,2212,2213],{},"{\"type\", \"message\", \"oz0\"}",", with the ",[1956,2216,2217],{"href":1814},"refusal's numbers"," under ",[1870,2220,1714],{}," (so\n",[1870,2223,2224],{},"error.data[\"ai.oz0\u002Frefusal\"][\"oz0\"][\"scope\"]","). On MCP's newer protocol a refused request ends your call, and the\nagent hears why, with the same object as the tool error's structured content, ",[1870,2227,2228],{},"{\"error\": ...}",".",[2231,2232,2234],"h4",{"id":2233},"where","Where",[1855,2236,2237,2238,2241],{},"Sampling works in the tool's own server, a job's sandboxed server and a remote tool's session per call. On MCP's newer protocol (2026-07-28) a request rides in its call, so it is that call's even when the server runs several calls at once (a remote tool, or ",[1870,2239,2240],{},"sandbox: own","). A server on the older protocol sends its requests on its own, and one sent while its server runs several calls at once, or none, cannot be told apart and gets a refusal.",[1855,2243,2244,2245,2248],{},"A request is answered only within a tool call the edge bound to its job; an agent that keeps its data on the node (",[1870,2246,2247],{},"data: local",") gets none of its tools' requests answered.",[1962,2250,2252],{"id":2251},"a-gateway-token-for-what-sampling-cannot-express","A gateway token for what sampling cannot express",[1855,2254,2255,2256,2259,2260,2218,2262,1873],{},"Embeddings, or a provider's own request format, are not sampling. With ",[1870,2257,2258],{},"gateway: [\u003Cformat>]",", each call of your\nplugin's local tools gets, in its MCP request's ",[1870,2261,2181],{},[1870,2263,2264],{},"oz0\u002Fgateway",[2266,2267,2268,2281],"table",{},[2269,2270,2271],"thead",{},[2272,2273,2274,2278],"tr",{},[2275,2276,2277],"th",{},"Key",[2275,2279,2280],{},"What it is",[2282,2283,2284,2301,2311,2336],"tbody",{},[2272,2285,2286,2298],{},[2287,2288,2289,1984,2292,1984,2295],"td",{},[1870,2290,2291],{},"url",[1870,2293,2294],{},"openai_base_url",[1870,2296,2297],{},"anthropic_base_url",[2287,2299,2300],{},"The node's gateway path, for your SDK's base URL",[2272,2302,2303,2308],{},[2287,2304,2305],{},[1870,2306,2307],{},"token",[2287,2309,2310],{},"Your SDK's API key for this call only, while the call runs",[2272,2312,2313,2318],{},[2287,2314,2315],{},[1870,2316,2317],{},"formats",[2287,2319,2320,2321,1984,2323,1984,2326,1984,2329,2145,2332,2335],{},"What the token may call: ",[1870,2322,1933],{},[1870,2324,2325],{},"openai-chat",[1870,2327,2328],{},"openai-responses",[1870,2330,2331],{},"anthropic-messages",[1870,2333,2334],{},"google-generate-content",", as you listed them",[2272,2337,2338,2343],{},[2287,2339,2340],{},[1870,2341,2342],{},"expires_at",[2287,2344,2345],{},"The latest it can work: the end of the call's time limit. It stops working sooner, when your call returns",[1875,2347,2349],{"className":2005,"code":2348,"language":2007,"meta":1880,"style":1880},"import json\nimport urllib.request\n\n\n@server.tool()\ndef embed(text: str, ctx: Context) -> list[float]:\n    \"\"\"Embed a text.\"\"\"\n    gate = (ctx.request_context.meta or {})[\"oz0\u002Fgateway\"]\n    body = json.dumps({\"model\": \"text-embedding-3-small\", \"input\": text}).encode()\n    req = urllib.request.Request(\n        gate[\"openai_base_url\"] + \"\u002Fembeddings\",\n        data=body,\n        method=\"POST\",\n        headers={\"Authorization\": \"Bearer \" + gate[\"token\"], \"Content-Type\": \"application\u002Fjson\"},\n    )\n    with urllib.request.urlopen(req) as resp:\n        return json.loads(resp.read())[\"data\"][0][\"embedding\"]\n",[1870,2350,2351,2356,2361,2365,2369,2373,2378,2383,2388,2393,2398,2403,2408,2413,2418,2423,2428],{"__ignoreMap":1880},[1884,2352,2353],{"class":1886,"line":1887},[1884,2354,2355],{},"import json\n",[1884,2357,2358],{"class":1886,"line":1898},[1884,2359,2360],{},"import urllib.request\n",[1884,2362,2363],{"class":1886,"line":1906},[1884,2364,2030],{"emptyLinePlaceholder":2029},[1884,2366,2367],{"class":1886,"line":1922},[1884,2368,2030],{"emptyLinePlaceholder":2029},[1884,2370,2371],{"class":1886,"line":2033},[1884,2372,2052],{},[1884,2374,2375],{"class":1886,"line":2039},[1884,2376,2377],{},"def embed(text: str, ctx: Context) -> list[float]:\n",[1884,2379,2380],{"class":1886,"line":2044},[1884,2381,2382],{},"    \"\"\"Embed a text.\"\"\"\n",[1884,2384,2385],{"class":1886,"line":2049},[1884,2386,2387],{},"    gate = (ctx.request_context.meta or {})[\"oz0\u002Fgateway\"]\n",[1884,2389,2390],{"class":1886,"line":2055},[1884,2391,2392],{},"    body = json.dumps({\"model\": \"text-embedding-3-small\", \"input\": text}).encode()\n",[1884,2394,2395],{"class":1886,"line":2061},[1884,2396,2397],{},"    req = urllib.request.Request(\n",[1884,2399,2400],{"class":1886,"line":2067},[1884,2401,2402],{},"        gate[\"openai_base_url\"] + \"\u002Fembeddings\",\n",[1884,2404,2405],{"class":1886,"line":2073},[1884,2406,2407],{},"        data=body,\n",[1884,2409,2410],{"class":1886,"line":2079},[1884,2411,2412],{},"        method=\"POST\",\n",[1884,2414,2415],{"class":1886,"line":2085},[1884,2416,2417],{},"        headers={\"Authorization\": \"Bearer \" + gate[\"token\"], \"Content-Type\": \"application\u002Fjson\"},\n",[1884,2419,2420],{"class":1886,"line":2091},[1884,2421,2422],{},"    )\n",[1884,2424,2425],{"class":1886,"line":2097},[1884,2426,2427],{},"    with urllib.request.urlopen(req) as resp:\n",[1884,2429,2430],{"class":1886,"line":2103},[1884,2431,2432],{},"        return json.loads(resp.read())[\"data\"][0][\"embedding\"]\n",[1855,2434,2435,2436,2438,2439,2442],{},"The token is good for its call's job only, while that call runs (and never past ",[1870,2437,2342],{},"), and only for the formats you listed: a use after your call returned, or a call in another format, is refused by the node (",[1870,2440,2441],{},"403 oz0_gateway_token","), and a call your plugin does not declare is refused when it reaches the edge. Every call gets a token of its own, even two calls of one job at once, so one call's end never stops another's. Use it within the call and drop it after.",[1855,2444,2445],{},"A remote tool cannot reach the node's gateway path, so a remote server uses sampling instead. OpenAI's embeddings are metered on their input tokens.",[1862,2447,2449],{"id":2448},"report-what-your-own-services-cost","Report what your own services cost",[1855,2451,2452,2453,2218,2455,2458,2459,1873],{},"When a function calls a paid service of your own, such as a classifier, a search API or a small hosted model, put\nwhat it cost in the result's ",[1870,2454,2181],{},[1870,2456,2457],{},"oz0\u002Fusage",". The cost lands on the job that made the call, next to its\nmodel calls, and counts toward the job's ",[1956,2460,2462],{"href":2461},"\u002Fbuild\u002Fparts\u002Fcontracts-and-limits\u002Fbudgets#budgets","budget",[1875,2464,2466],{"className":2005,"code":2465,"language":2007,"meta":1880,"style":1880},"import json\n\nfrom mcp.server import MCPServer\nfrom mcp.types import CallToolResult, TextContent\n\nserver = MCPServer(\"jev\")\n\n\n@server.tool()\ndef decide(state: str, questions: dict) -> CallToolResult:\n    \"\"\"Answer typed questions about a state, with a confidence for each answer.\"\"\"\n    answers = ask_the_service(state, questions)\n    usage = {\"service\": \"jev\", \"unit\": \"decision\", \"units\": 1, \"cost_usd\": 0.0004}\n    return CallToolResult(\n        content=[TextContent(type=\"text\", text=json.dumps(answers))],\n        structured_content=answers,\n        _meta={\"oz0\u002Fusage\": usage},\n    )\n",[1870,2467,2468,2472,2476,2480,2485,2489,2494,2498,2502,2506,2511,2516,2521,2526,2531,2536,2541,2546],{"__ignoreMap":1880},[1884,2469,2470],{"class":1886,"line":1887},[1884,2471,2355],{},[1884,2473,2474],{"class":1886,"line":1898},[1884,2475,2030],{"emptyLinePlaceholder":2029},[1884,2477,2478],{"class":1886,"line":1906},[1884,2479,2019],{},[1884,2481,2482],{"class":1886,"line":1922},[1884,2483,2484],{},"from mcp.types import CallToolResult, TextContent\n",[1884,2486,2487],{"class":1886,"line":2033},[1884,2488,2030],{"emptyLinePlaceholder":2029},[1884,2490,2491],{"class":1886,"line":2039},[1884,2492,2493],{},"server = MCPServer(\"jev\")\n",[1884,2495,2496],{"class":1886,"line":2044},[1884,2497,2030],{"emptyLinePlaceholder":2029},[1884,2499,2500],{"class":1886,"line":2049},[1884,2501,2030],{"emptyLinePlaceholder":2029},[1884,2503,2504],{"class":1886,"line":2055},[1884,2505,2052],{},[1884,2507,2508],{"class":1886,"line":2061},[1884,2509,2510],{},"def decide(state: str, questions: dict) -> CallToolResult:\n",[1884,2512,2513],{"class":1886,"line":2067},[1884,2514,2515],{},"    \"\"\"Answer typed questions about a state, with a confidence for each answer.\"\"\"\n",[1884,2517,2518],{"class":1886,"line":2073},[1884,2519,2520],{},"    answers = ask_the_service(state, questions)\n",[1884,2522,2523],{"class":1886,"line":2079},[1884,2524,2525],{},"    usage = {\"service\": \"jev\", \"unit\": \"decision\", \"units\": 1, \"cost_usd\": 0.0004}\n",[1884,2527,2528],{"class":1886,"line":2085},[1884,2529,2530],{},"    return CallToolResult(\n",[1884,2532,2533],{"class":1886,"line":2091},[1884,2534,2535],{},"        content=[TextContent(type=\"text\", text=json.dumps(answers))],\n",[1884,2537,2538],{"class":1886,"line":2097},[1884,2539,2540],{},"        structured_content=answers,\n",[1884,2542,2543],{"class":1886,"line":2103},[1884,2544,2545],{},"        _meta={\"oz0\u002Fusage\": usage},\n",[1884,2547,2548],{"class":1886,"line":2109},[1884,2549,2422],{},[1855,2551,2552,2555,2556,2559,2560,2555,2563,2566,2567,2570],{},[1870,2553,2554],{},"service"," and ",[1870,2557,2558],{},"cost_usd"," are required; ",[1870,2561,2562],{},"unit",[1870,2564,2565],{},"units"," say what you paid for. A list reports several services at once, up to 20. One report may claim at most $100 and 10^9 units, and names are letters, digits and ",[1870,2568,2569],{},". _ \u002F : -",", at most 64 characters. Hooks report the same way.",[1855,2572,2573,1984,2576,2579],{},[1870,2574,2575],{},"job get",[1870,2577,2578],{},"usage"," and the console show these costs as reported by your plugin, and leave them out of model calls and tokens. The platform takes your plugin's word for what they cost, but not for whose they are: the node's runtime sends the report with the call binding of the tool call that returned it, and the edge charges it to that call's job, under that call's plugin and step, whatever the report names. 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