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conversations","\u002Fbuild\u002Fapps\u002Fchat-channels\u002Fconversations","04.build\u002F03.apps\u002F11.chat-channels\u002F01.conversations",{"title":939,"path":940,"stem":941,"icon":249},"Build a chat channel","\u002Fbuild\u002Fapps\u002Fchat-channels\u002Fbuild","04.build\u002F03.apps\u002F11.chat-channels\u002F02.build",{"title":943,"path":944,"stem":945,"icon":946},"Interop matrix","\u002Fbuild\u002Fapps\u002Finterop","04.build\u002F03.apps\u002F12.interop","i-ph-check-square-offset",{"title":948,"path":949,"stem":950,"children":951,"icon":71},"Improve","\u002Fimprove","05.improve\u002F00.index",[952,953,958,963,968,994,1021,1026,1031,1036],{"title":948,"path":949,"stem":950},{"title":954,"path":955,"stem":956,"icon":957},"Search, compare and fix","\u002Fimprove\u002Fsearch-and-compare","05.improve\u002F01.search-and-compare","i-ph-magnifying-glass",{"title":959,"path":960,"stem":961,"icon":962},"Errors and insights","\u002Fimprove\u002Ferrors-and-insights","05.improve\u002F02.errors-and-insights","i-ph-chart-line",{"title":964,"path":965,"stem":966,"icon":967},"Measured savings","\u002Fimprove\u002Fmeasured-savings","05.improve\u002F03.measured-savings","i-ph-scales",{"title":969,"path":970,"stem":971,"children":972,"icon":463},"Evals and quality gates","\u002Fimprove\u002Fevals","05.improve\u002F04.evals\u002F00.index",[973,974,978,982,986,990],{"title":969,"path":970,"stem":971,"icon":463},{"title":975,"path":976,"stem":977},"Case expectations","\u002Fimprove\u002Fevals\u002Fcases","05.improve\u002F04.evals\u002F01.cases",{"title":979,"path":980,"stem":981},"Record and replay answers","\u002Fimprove\u002Fevals\u002Frecordings","05.improve\u002F04.evals\u002F02.recordings",{"title":983,"path":984,"stem":985},"Check policy paths","\u002Fimprove\u002Fevals\u002Fcoverage","05.improve\u002F04.evals\u002F03.coverage",{"title":987,"path":988,"stem":989},"Gate a plugin update","\u002Fimprove\u002Fevals\u002Fquality-gates","05.improve\u002F04.evals\u002F04.quality-gates",{"title":991,"path":992,"stem":993},"Track quality and regressions","\u002Fimprove\u002Fevals\u002Fregressions","05.improve\u002F04.evals\u002F05.regressions",{"title":995,"path":996,"stem":997,"children":998,"icon":1000},"Outcome checks and patterns","\u002Fimprove\u002Foutcome-checks","05.improve\u002F05.outcome-checks\u002F00.index",[999,1001,1005,1009,1013,1017],{"title":995,"path":996,"stem":997,"icon":1000},"i-ph-gavel",{"title":1002,"path":1003,"stem":1004},"Choose a judge and rubric","\u002Fimprove\u002Foutcome-checks\u002Fjudges","05.improve\u002F05.outcome-checks\u002F01.judges",{"title":1006,"path":1007,"stem":1008},"Measure a judge over time","\u002Fimprove\u002Foutcome-checks\u002Fsampling","05.improve\u002F05.outcome-checks\u002F02.sampling",{"title":1010,"path":1011,"stem":1012},"Use a reviewer agent","\u002Fimprove\u002Foutcome-checks\u002Freviewer","05.improve\u002F05.outcome-checks\u002F03.reviewer",{"title":1014,"path":1015,"stem":1016},"Choose among candidate answers","\u002Fimprove\u002Foutcome-checks\u002Fselection","05.improve\u002F05.outcome-checks\u002F04.selection",{"title":1018,"path":1019,"stem":1020},"Test and roll out judged agents","\u002Fimprove\u002Foutcome-checks\u002Frollouts","05.improve\u002F05.outcome-checks\u002F05.rollouts",{"title":1022,"path":1023,"stem":1024,"icon":1025},"Measured results","\u002Fimprove\u002Fmeasured-results","05.improve\u002F06.measured-results","i-ph-chart-bar",{"title":1027,"path":1028,"stem":1029,"icon":1030},"Comparisons of a changed agent","\u002Fimprove\u002Fcomparisons-of-a-changed-agent","05.improve\u002F07.comparisons-of-a-changed-agent","i-ph-git-diff",{"title":1032,"path":1033,"stem":1034,"icon":1035},"Where a fix belongs","\u002Fimprove\u002Fwhere-a-fix-belongs","05.improve\u002F08.where-a-fix-belongs","i-ph-ladder",{"title":1037,"path":1038,"stem":1039,"icon":957},"Evidence for agents","\u002Fimprove\u002Fevidence-for-agents","05.improve\u002F09.evidence-for-agents",{"title":1041,"path":1042,"stem":1043,"children":1044,"icon":71},"Govern","\u002Fgovern","06.govern\u002F00.index",[1045,1047,1085,1089,1111,1115,1120,1151,1170,1175,1180,1184,1207],{"title":1046,"path":1042,"stem":1043},"Govern agents",{"title":1048,"path":1049,"stem":1050,"children":1051,"icon":98},"Tool policy","\u002Fgovern\u002Ftool-policy","06.govern\u002F01.tool-policy\u002F00.index",[1052,1053,1057,1061,1065,1069,1073,1077,1081],{"title":1048,"path":1049,"stem":1050,"icon":98},{"title":1054,"path":1055,"stem":1056},"Export and apply a tool policy","\u002Fgovern\u002Ftool-policy\u002Ffiles","06.govern\u002F01.tool-policy\u002F02.files",{"title":1058,"path":1059,"stem":1060},"Rules for plugin and remote functions","\u002Fgovern\u002Ftool-policy\u002Fplugin-functions","06.govern\u002F01.tool-policy\u002F03.plugin-functions",{"title":1062,"path":1063,"stem":1064},"Function conditions and action classes","\u002Fgovern\u002Ftool-policy\u002Fconditions","06.govern\u002F01.tool-policy\u002F04.conditions",{"title":1066,"path":1067,"stem":1068},"Rules for taint, origins and sequences","\u002Fgovern\u002Ftool-policy\u002Forigins-and-sequences","06.govern\u002F01.tool-policy\u002F05.origins-and-sequences",{"title":1070,"path":1071,"stem":1072},"How the runtime enforces tool policy","\u002Fgovern\u002Ftool-policy\u002Fruntime","06.govern\u002F01.tool-policy\u002F06.runtime",{"title":1074,"path":1075,"stem":1076},"Preview, review and lint tool policy changes","\u002Fgovern\u002Ftool-policy\u002Freview-changes","06.govern\u002F01.tool-policy\u002F07.review-changes",{"title":1078,"path":1079,"stem":1080},"Assign duties to tool calls","\u002Fgovern\u002Ftool-policy\u002Fduties","06.govern\u002F01.tool-policy\u002F08.duties",{"title":1082,"path":1083,"stem":1084},"Command rules in a tool policy","\u002Fgovern\u002Ftool-policy\u002Fcommand-rules","06.govern\u002F01.tool-policy\u002F09.command-rules",{"title":1086,"path":1087,"stem":1088,"icon":230},"Governance replay","\u002Fgovern\u002Fgovernance-replay","06.govern\u002F02.governance-replay",{"title":1090,"path":1091,"stem":1092,"children":1093,"icon":532},"Reviewed changes","\u002Fgovern\u002Freviewed-changes","06.govern\u002F03.reviewed-changes\u002F00.index",[1094,1095,1099,1103,1107],{"title":1090,"path":1091,"stem":1092,"icon":532},{"title":1096,"path":1097,"stem":1098},"Review assistant and job proposals","\u002Fgovern\u002Freviewed-changes\u002Fproposals","06.govern\u002F03.reviewed-changes\u002F02.proposals",{"title":1100,"path":1101,"stem":1102},"Review plugin configurations","\u002Fgovern\u002Freviewed-changes\u002Fplugin-configurations","06.govern\u002F03.reviewed-changes\u002F03.plugin-configurations",{"title":1104,"path":1105,"stem":1106},"Review and roll back changesets","\u002Fgovern\u002Freviewed-changes\u002Fchangesets","06.govern\u002F03.reviewed-changes\u002F04.changesets",{"title":1108,"path":1109,"stem":1110},"Review changes to protected paths","\u002Fgovern\u002Freviewed-changes\u002Fprotected-paths","06.govern\u002F03.reviewed-changes\u002F05.protected-paths",{"title":1112,"path":1113,"stem":1114,"icon":666},"AI labels","\u002Fgovern\u002Fai-labels","06.govern\u002F04.ai-labels",{"title":1116,"path":1117,"stem":1118,"icon":1119},"Kill switches","\u002Fgovern\u002Fkill-switches","06.govern\u002F05.kill-switches","i-ph-power",{"title":1121,"path":1122,"stem":1123,"children":1124,"icon":1126},"Personal data","\u002Fgovern\u002Fpersonal-data","06.govern\u002F06.personal-data\u002F00.index",[1125,1127,1131,1135,1139,1143,1147],{"title":1121,"path":1122,"stem":1123,"icon":1126},"i-ph-user-minus",{"title":1128,"path":1129,"stem":1130},"Associate people and purposes with jobs","\u002Fgovern\u002Fpersonal-data\u002Fassociate-people","06.govern\u002F06.personal-data\u002F01.associate-people",{"title":1132,"path":1133,"stem":1134},"Find and export personal data","\u002Fgovern\u002Fpersonal-data\u002Fexport","06.govern\u002F06.personal-data\u002F02.export",{"title":1136,"path":1137,"stem":1138},"Restrict processing and record contests","\u002Fgovern\u002Fpersonal-data\u002Frestrictions-and-contests","06.govern\u002F06.personal-data\u002F03.restrictions-and-contests",{"title":1140,"path":1141,"stem":1142},"Erase personal data","\u002Fgovern\u002Fpersonal-data\u002Ferase","06.govern\u002F06.personal-data\u002F04.erase",{"title":1144,"path":1145,"stem":1146},"Retain records and restore backups","\u002Fgovern\u002Fpersonal-data\u002Fretention","06.govern\u002F06.personal-data\u002F05.retention",{"title":1148,"path":1149,"stem":1150},"Personal data held by plugins","\u002Fgovern\u002Fpersonal-data\u002Fplugin-records","06.govern\u002F06.personal-data\u002F06.plugin-records",{"title":1152,"path":1153,"stem":1154,"children":1155,"icon":1157},"Taint and labels","\u002Fgovern\u002Ftaint-and-labels","06.govern\u002F07.taint-and-labels\u002F00.index",[1156,1158,1162,1166],{"title":1152,"path":1153,"stem":1154,"icon":1157},"i-ph-drop-half-bottom",{"title":1159,"path":1160,"stem":1161},"Set rules on taint and labels","\u002Fgovern\u002Ftaint-and-labels\u002Frules","06.govern\u002F07.taint-and-labels\u002F02.rules",{"title":1163,"path":1164,"stem":1165},"Set clearance, egress and content walls","\u002Fgovern\u002Ftaint-and-labels\u002Flabel-policies","06.govern\u002F07.taint-and-labels\u002F03.label-policies",{"title":1167,"path":1168,"stem":1169},"Read outside text in a quarantine child","\u002Fgovern\u002Ftaint-and-labels\u002Fquarantine","06.govern\u002F07.taint-and-labels\u002F04.quarantine",{"title":1171,"path":1172,"stem":1173,"icon":1174},"Works-council mode","\u002Fgovern\u002Fworks-council-mode","06.govern\u002F08.works-council-mode","i-ph-users-three",{"title":1176,"path":1177,"stem":1178,"icon":1179},"Incidents","\u002Fgovern\u002Fincidents","06.govern\u002F09.incidents","i-ph-siren",{"title":1181,"path":1182,"stem":1183,"icon":213},"Inventory","\u002Fgovern\u002Finventory","06.govern\u002F10.inventory",{"title":1185,"path":1186,"stem":1187,"children":1188,"icon":1190},"Audit trail","\u002Fgovern\u002Faudit-trail","06.govern\u002F11.audit-trail\u002F00.index",[1189,1191,1195,1199,1203],{"title":1185,"path":1186,"stem":1187,"icon":1190},"i-ph-scroll",{"title":1192,"path":1193,"stem":1194},"Audit records and run identity","\u002Fgovern\u002Faudit-trail\u002Frecords","06.govern\u002F11.audit-trail\u002F02.records",{"title":1196,"path":1197,"stem":1198},"Verify the audit chain","\u002Fgovern\u002Faudit-trail\u002Fverification","06.govern\u002F11.audit-trail\u002F03.verification",{"title":1200,"path":1201,"stem":1202},"Export and verify evidence bundles","\u002Fgovern\u002Faudit-trail\u002Fevidence-bundles","06.govern\u002F11.audit-trail\u002F04.evidence-bundles",{"title":1204,"path":1205,"stem":1206},"Audit retention, erasure and legal holds","\u002Fgovern\u002Faudit-trail\u002Fretention","06.govern\u002F11.audit-trail\u002F05.retention",{"title":1208,"path":1209,"stem":1210,"children":1211,"icon":1213},"Command rules","\u002Fgovern\u002Fcommand-rules","06.govern\u002F12.command-rules\u002F00.index",[1212,1214,1218,1222,1226],{"title":1208,"path":1209,"stem":1210,"icon":1213},"i-ph-terminal",{"title":1215,"path":1216,"stem":1217},"Command rule patterns","\u002Fgovern\u002Fcommand-rules\u002Fpatterns","06.govern\u002F12.command-rules\u002F02.patterns",{"title":1219,"path":1220,"stem":1221},"What the command reader understands","\u002Fgovern\u002Fcommand-rules\u002Fcommand-reader","06.govern\u002F12.command-rules\u002F03.command-reader",{"title":1223,"path":1224,"stem":1225},"Create a command rule from an approval","\u002Fgovern\u002Fcommand-rules\u002Fallow-from-card","06.govern\u002F12.command-rules\u002F04.allow-from-card",{"title":1227,"path":1228,"stem":1229},"Command rule evaluation and limits","\u002Fgovern\u002Fcommand-rules\u002Fevaluation-and-limits","06.govern\u002F12.command-rules\u002F05.evaluation-and-limits",{"title":1231,"path":1232,"stem":1233,"children":1234,"icon":71},"Fleet","\u002Ffleet","07.fleet\u002F00.index",[1235,1237,1242,1247,1251,1256,1260,1265,1270,1274,1278,1297,1302,1307,1325,1329,1333,1352,1357,1380,1385,1390,1395,1399,1458,1462,1467,1481,1486,1490,1494],{"title":1236,"path":1232,"stem":1233},"Operate a fleet",{"title":1238,"path":1239,"stem":1240,"icon":1241},"Dev mode","\u002Ffleet\u002Fdev-mode","07.fleet\u002F01.dev-mode","i-ph-laptop",{"title":1243,"path":1244,"stem":1245,"icon":1246},"Run a cluster","\u002Ffleet\u002Fcluster","07.fleet\u002F02.cluster","i-ph-hard-drives",{"title":1248,"path":1249,"stem":1250,"icon":782},"Join nodes","\u002Ffleet\u002Fjoin-nodes","07.fleet\u002F03.join-nodes",{"title":1252,"path":1253,"stem":1254,"icon":1255},"Manage nodes","\u002Ffleet\u002Fmanage-nodes","07.fleet\u002F04.manage-nodes","i-ph-list-bullets",{"title":1257,"path":1258,"stem":1259,"icon":527},"Node health","\u002Ffleet\u002Fnodes","07.fleet\u002F05.nodes",{"title":1261,"path":1262,"stem":1263,"icon":1264},"Nodes as services","\u002Ffleet\u002Fservices","07.fleet\u002F06.services","i-ph-gear-six",{"title":1266,"path":1267,"stem":1268,"icon":1269},"Doctor","\u002Ffleet\u002Fdoctor","07.fleet\u002F07.doctor","i-ph-stethoscope",{"title":1271,"path":1272,"stem":1273,"icon":421},"Troubleshooting","\u002Ffleet\u002Ftroubleshooting","07.fleet\u002F08.troubleshooting",{"title":1275,"path":1276,"stem":1277,"icon":962},"Tracing and metrics","\u002Ffleet\u002Fobservability","07.fleet\u002F09.observability",{"title":1279,"path":1280,"stem":1281,"children":1282,"icon":1284},"Choose sandbox tier 2","\u002Ffleet\u002Fsandbox-tier-2","07.fleet\u002F10.sandbox-tier-2\u002F00.index",[1283,1285,1289,1293],{"title":1279,"path":1280,"stem":1281,"icon":1284},"i-ph-shield-chevron",{"title":1286,"path":1287,"stem":1288,"icon":1284},"Set up gVisor","\u002Ffleet\u002Fsandbox-tier-2\u002Fgvisor","07.fleet\u002F10.sandbox-tier-2\u002F01.gvisor",{"title":1290,"path":1291,"stem":1292,"icon":1284},"Set up microVM isolation","\u002Ffleet\u002Fsandbox-tier-2\u002Fmicrovms","07.fleet\u002F10.sandbox-tier-2\u002F02.microvms",{"title":1294,"path":1295,"stem":1296,"icon":1284},"Configure remote sandboxes","\u002Ffleet\u002Fsandbox-tier-2\u002Fremote","07.fleet\u002F10.sandbox-tier-2\u002F03.remote",{"title":1298,"path":1299,"stem":1300,"icon":1301},"Sandbox on macOS","\u002Ffleet\u002Fsandbox-on-macos","07.fleet\u002F11.sandbox-on-macos","i-ph-apple-logo",{"title":1303,"path":1304,"stem":1305,"icon":1306},"Sandbox on Windows","\u002Ffleet\u002Fsandbox-on-windows","07.fleet\u002F12.sandbox-on-windows","i-ph-windows-logo",{"title":1308,"path":1309,"stem":1310,"children":1311,"icon":797},"Configure local models","\u002Ffleet\u002Flocal-models","07.fleet\u002F13.local-models\u002F00.index",[1312,1313,1317,1321],{"title":1308,"path":1309,"stem":1310,"icon":797},{"title":1314,"path":1315,"stem":1316,"icon":797},"Share a local model with the fleet","\u002Ffleet\u002Flocal-models\u002Ffleet","07.fleet\u002F13.local-models\u002F01.fleet",{"title":1318,"path":1319,"stem":1320,"icon":797},"Review local-model safety checks","\u002Ffleet\u002Flocal-models\u002Ftrust","07.fleet\u002F13.local-models\u002F02.trust",{"title":1322,"path":1323,"stem":1324,"icon":797},"Size and price local models","\u002Ffleet\u002Flocal-models\u002Fsizing-and-cost","07.fleet\u002F13.local-models\u002F03.sizing-and-cost",{"title":1326,"path":1327,"stem":1328,"icon":1241},"Agents on a Mac with MLX","\u002Ffleet\u002Flocal-models-on-a-mac","07.fleet\u002F14.local-models-on-a-mac",{"title":1330,"path":1331,"stem":1332,"icon":127},"Queues","\u002Ffleet\u002Fqueues","07.fleet\u002F15.queues",{"title":1334,"path":1335,"stem":1336,"children":1337,"icon":1339},"Choose a Temporal backend","\u002Ffleet\u002Ftemporal-backends","07.fleet\u002F16.temporal-backends\u002F00.index",[1338,1340,1344,1348],{"title":1334,"path":1335,"stem":1336,"icon":1339},"i-ph-cloud",{"title":1341,"path":1342,"stem":1343},"Set retention and move tenants","\u002Ffleet\u002Ftemporal-backends\u002Fretention-and-migration","07.fleet\u002F16.temporal-backends\u002F01.retention-and-migration",{"title":1345,"path":1346,"stem":1347},"Encrypt Temporal payloads","\u002Ffleet\u002Ftemporal-backends\u002Fencryption","07.fleet\u002F16.temporal-backends\u002F02.encryption",{"title":1349,"path":1350,"stem":1351},"Read payloads in Temporal UI","\u002Ffleet\u002Ftemporal-backends\u002Fcodec","07.fleet\u002F16.temporal-backends\u002F03.codec",{"title":1353,"path":1354,"stem":1355,"icon":1356},"Regions","\u002Ffleet\u002Fregions","07.fleet\u002F17.regions","i-ph-globe-hemisphere-east",{"title":1358,"path":1359,"stem":1360,"children":1361,"icon":1363},"Run the roles separately","\u002Ffleet\u002Fseparate-roles","07.fleet\u002F18.separate-roles\u002F00.index",[1362,1364,1368,1372,1376],{"title":1358,"path":1359,"stem":1360,"icon":1363},"i-ph-squares-four",{"title":1365,"path":1366,"stem":1367},"Prepare database rights","\u002Ffleet\u002Fseparate-roles\u002Fdatabase-rights","07.fleet\u002F18.separate-roles\u002F01.database-rights",{"title":1369,"path":1370,"stem":1371},"Keep plaintext secrets on edges","\u002Ffleet\u002Fseparate-roles\u002Fsecrets","07.fleet\u002F18.separate-roles\u002F02.secrets",{"title":1373,"path":1374,"stem":1375},"Operate through role outages","\u002Ffleet\u002Fseparate-roles\u002Foutages","07.fleet\u002F18.separate-roles\u002F03.outages",{"title":1377,"path":1378,"stem":1379},"Use Temporal UI with separate roles","\u002Ffleet\u002Fseparate-roles\u002Ftemporal-ui","07.fleet\u002F18.separate-roles\u002F04.temporal-ui",{"title":1381,"path":1382,"stem":1383,"icon":1384},"High availability","\u002Ffleet\u002Fhigh-availability","07.fleet\u002F19.high-availability","i-ph-copy",{"title":1386,"path":1387,"stem":1388,"icon":1389},"Management over a WAN","\u002Ffleet\u002Fmanagement-over-a-wan","07.fleet\u002F20.management-over-a-wan","i-ph-globe-hemisphere-west",{"title":1391,"path":1392,"stem":1393,"icon":1394},"Cloud federation","\u002Ffleet\u002Fcloud-federation","07.fleet\u002F21.cloud-federation","i-ph-cloud-check",{"title":1396,"path":1397,"stem":1398,"icon":451},"Payload 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environment","\u002Fabout\u002Flocal-environment","11.about\u002F03.local-environment",{"id":1850,"title":815,"body":1851,"description":2972,"extension":2973,"links":2974,"meta":2975,"navigation":2978,"path":816,"seo":2979,"stem":817,"__hash__":2980},"docs\u002F04.build\u002F02.parts\u002F13.bring-your-own-agent.md",{"type":1852,"value":1853,"toc":2962},"minimark",[1854,1858,1871,1874,1882,1887,1983,1991,2199,2338,2345,2355,2448,2553,2563,2567,2586,2608,2612,2623,2656,2659,2663,2682,2739,2795,2824,2828,2832,2859,2870,2922,2928,2943,2947,2958],[1855,1856,1857],"p",{},"For: plugin authors.",[1855,1859,1860,1861,1865,1866,1870],{},"Wrap an existing Python agent, LangGraph graph or CrewAI crew with the ",[1862,1863,1864],"code",{},"byo-agent"," template. The template is a ",[1867,1868,1869],"a",{"href":793},"harness",": one process per job that exchanges JSON lines over stdin and stdout. Your code keeps its agent loop.",[1855,1872,1873],{},"The platform supplies the durable job record, live stream and trace. Model calls pass through the gateway for metering and budgets, with the tenant key kept on the edge. The harness asks before each tool call so hooks, default-deny policy and approvals can decide it.",[1855,1875,1876,1877,1881],{},"An agent on Microsoft Agent Framework, Google ADK or AWS Strands has a template of its own, with the framework's model client already pointed at the gateway and its tool calls already asked: see ",[1867,1878,1880],{"href":1879},"\u002Fbuild\u002Fparts\u002Fharnesses\u002Fcustom-harnesses#frameworks-as-harnesses","Frameworks as harnesses",".",[1883,1884,1886],"h2",{"id":1885},"scaffold-it","Scaffold it",[1888,1889,1895],"pre",{"className":1890,"code":1891,"filename":1892,"language":1893,"meta":1894,"style":1894},"language-bash shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","oz0 plugin new acme-triage --template byo-agent --description \"Sorts support tickets\"\ncd acme-triage\nuv lock && uv sync\nuv run pytest\noz0 plugin lint\n","Terminal","bash","",[1862,1896,1897,1934,1944,1962,1973],{"__ignoreMap":1894},[1898,1899,1902,1905,1909,1912,1915,1918,1921,1924,1928,1931],"span",{"class":1900,"line":1901},"line",1,[1898,1903,1714],{"class":1904},"sBMFI",[1898,1906,1908],{"class":1907},"sfazB"," plugin",[1898,1910,1911],{"class":1907}," new",[1898,1913,1914],{"class":1907}," acme-triage",[1898,1916,1917],{"class":1907}," --template",[1898,1919,1920],{"class":1907}," byo-agent",[1898,1922,1923],{"class":1907}," --description",[1898,1925,1927],{"class":1926},"sMK4o"," \"",[1898,1929,1930],{"class":1907},"Sorts support tickets",[1898,1932,1933],{"class":1926},"\"\n",[1898,1935,1937,1941],{"class":1900,"line":1936},2,[1898,1938,1940],{"class":1939},"s2Zo4","cd",[1898,1942,1943],{"class":1907}," acme-triage\n",[1898,1945,1947,1950,1953,1956,1959],{"class":1900,"line":1946},3,[1898,1948,1949],{"class":1904},"uv",[1898,1951,1952],{"class":1907}," lock",[1898,1954,1955],{"class":1926}," &&",[1898,1957,1958],{"class":1904}," uv",[1898,1960,1961],{"class":1907}," sync\n",[1898,1963,1965,1967,1970],{"class":1900,"line":1964},4,[1898,1966,1949],{"class":1904},[1898,1968,1969],{"class":1907}," run",[1898,1971,1972],{"class":1907}," pytest\n",[1898,1974,1976,1978,1980],{"class":1900,"line":1975},5,[1898,1977,1714],{"class":1904},[1898,1979,1908],{"class":1907},[1898,1981,1982],{"class":1907}," lint\n",[1888,1984,1989],{"className":1985,"code":1987,"language":1988,"meta":1894},[1986],"language-text","acme-triage\u002F\n├── oz0-plugin.yaml              a harness acme-triage, and the agent\n├── agents\u002Facme-triage.yaml      runtime: harness:acme-triage, its harness.tools\n├── prompts\u002Facme-triage.md       the instructions, the system prompt of its model calls\n├── src\u002Facme_triage\u002F\n│   ├── harness.py               the protocol: session request in, events out, permission requests\n│   ├── agent.py                 run(session): your agent\n│   ├── legacy.py                an existing script, the worked example\n│   └── adapters.py              LangGraph and CrewAI\n├── tests\u002Ftest_harness.py        the harness over a pipe with a fake model API\n├── AGENTS.md\n└── .claude\u002Fskills\u002Foz0-plugin\u002FSKILL.md\n","text",[1862,1990,1987],{"__ignoreMap":1894},[1888,1992,1996],{"className":1993,"code":1994,"filename":1727,"language":1995,"meta":1894,"style":1894},"language-yaml shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","apiVersion: oz0\u002Fv1\nname: acme-triage\nversion: 0.1.0\ndescription: \"Sorts support tickets\"\nruntime: python\nharnesses:\n  - name: acme-triage\n    command: [\"python\", \"-m\", \"acme_triage\"]\n    permissions: true          # it asks before each tool call\n    tools: [notify_team]       # what a session may call when its agent lists no harness.tools\n    formats: [anthropic-messages]  # the model API your code speaks\nagents: [agents\u002F]\nskills: [skills\u002F]\n","yaml",[1862,1997,1998,2010,2019,2030,2043,2053,2062,2075,2116,2132,2151,2169,2184],{"__ignoreMap":1894},[1898,1999,2000,2004,2007],{"class":1900,"line":1901},[1898,2001,2003],{"class":2002},"swJcz","apiVersion",[1898,2005,2006],{"class":1926},":",[1898,2008,2009],{"class":1907}," oz0\u002Fv1\n",[1898,2011,2012,2015,2017],{"class":1900,"line":1936},[1898,2013,2014],{"class":2002},"name",[1898,2016,2006],{"class":1926},[1898,2018,1943],{"class":1907},[1898,2020,2021,2024,2026],{"class":1900,"line":1946},[1898,2022,2023],{"class":2002},"version",[1898,2025,2006],{"class":1926},[1898,2027,2029],{"class":2028},"sbssI"," 0.1.0\n",[1898,2031,2032,2035,2037,2039,2041],{"class":1900,"line":1964},[1898,2033,2034],{"class":2002},"description",[1898,2036,2006],{"class":1926},[1898,2038,1927],{"class":1926},[1898,2040,1930],{"class":1907},[1898,2042,1933],{"class":1926},[1898,2044,2045,2048,2050],{"class":1900,"line":1975},[1898,2046,2047],{"class":2002},"runtime",[1898,2049,2006],{"class":1926},[1898,2051,2052],{"class":1907}," python\n",[1898,2054,2056,2059],{"class":1900,"line":2055},6,[1898,2057,2058],{"class":2002},"harnesses",[1898,2060,2061],{"class":1926},":\n",[1898,2063,2065,2068,2071,2073],{"class":1900,"line":2064},7,[1898,2066,2067],{"class":1926},"  -",[1898,2069,2070],{"class":2002}," name",[1898,2072,2006],{"class":1926},[1898,2074,1943],{"class":1907},[1898,2076,2078,2081,2083,2086,2089,2092,2094,2097,2099,2102,2104,2106,2108,2111,2113],{"class":1900,"line":2077},8,[1898,2079,2080],{"class":2002},"    command",[1898,2082,2006],{"class":1926},[1898,2084,2085],{"class":1926}," [",[1898,2087,2088],{"class":1926},"\"",[1898,2090,2091],{"class":1907},"python",[1898,2093,2088],{"class":1926},[1898,2095,2096],{"class":1926},",",[1898,2098,1927],{"class":1926},[1898,2100,2101],{"class":1907},"-m",[1898,2103,2088],{"class":1926},[1898,2105,2096],{"class":1926},[1898,2107,1927],{"class":1926},[1898,2109,2110],{"class":1907},"acme_triage",[1898,2112,2088],{"class":1926},[1898,2114,2115],{"class":1926},"]\n",[1898,2117,2119,2122,2124,2128],{"class":1900,"line":2118},9,[1898,2120,2121],{"class":2002},"    permissions",[1898,2123,2006],{"class":1926},[1898,2125,2127],{"class":2126},"sfNiH"," true",[1898,2129,2131],{"class":2130},"sHwdD","          # it asks before each tool call\n",[1898,2133,2135,2138,2140,2142,2145,2148],{"class":1900,"line":2134},10,[1898,2136,2137],{"class":2002},"    tools",[1898,2139,2006],{"class":1926},[1898,2141,2085],{"class":1926},[1898,2143,2144],{"class":1907},"notify_team",[1898,2146,2147],{"class":1926},"]",[1898,2149,2150],{"class":2130},"       # what a session may call when its agent lists no harness.tools\n",[1898,2152,2154,2157,2159,2161,2164,2166],{"class":1900,"line":2153},11,[1898,2155,2156],{"class":2002},"    formats",[1898,2158,2006],{"class":1926},[1898,2160,2085],{"class":1926},[1898,2162,2163],{"class":1907},"anthropic-messages",[1898,2165,2147],{"class":1926},[1898,2167,2168],{"class":2130},"  # the model API your code speaks\n",[1898,2170,2172,2175,2177,2179,2182],{"class":1900,"line":2171},12,[1898,2173,2174],{"class":2002},"agents",[1898,2176,2006],{"class":1926},[1898,2178,2085],{"class":1926},[1898,2180,2181],{"class":1907},"agents\u002F",[1898,2183,2115],{"class":1926},[1898,2185,2187,2190,2192,2194,2197],{"class":1900,"line":2186},13,[1898,2188,2189],{"class":2002},"skills",[1898,2191,2006],{"class":1926},[1898,2193,2085],{"class":1926},[1898,2195,2196],{"class":1907},"skills\u002F",[1898,2198,2115],{"class":1926},[1888,2200,2203],{"className":1993,"code":2201,"filename":2202,"language":1995,"meta":1894,"style":1894},"name: acme-triage\ndescription: \"Sorts support tickets\"\nruntime: harness:acme-triage\nmodel:\n  use: default         # an alias, resolved to a record that takes the harness's formats\ninstructions: prompts\u002Facme-triage.md\ninput: text\noutput: text\nlimits:\n  max_steps: 10        # the most model calls a session makes\n  timeout: 10m\nharness:\n  tools: [notify_team]\n  # requires_approval: [notify_team]\n","agents\u002Facme-triage.yaml",[1862,2204,2205,2213,2225,2234,2241,2254,2264,2274,2283,2290,2303,2313,2319,2332],{"__ignoreMap":1894},[1898,2206,2207,2209,2211],{"class":1900,"line":1901},[1898,2208,2014],{"class":2002},[1898,2210,2006],{"class":1926},[1898,2212,1943],{"class":1907},[1898,2214,2215,2217,2219,2221,2223],{"class":1900,"line":1936},[1898,2216,2034],{"class":2002},[1898,2218,2006],{"class":1926},[1898,2220,1927],{"class":1926},[1898,2222,1930],{"class":1907},[1898,2224,1933],{"class":1926},[1898,2226,2227,2229,2231],{"class":1900,"line":1946},[1898,2228,2047],{"class":2002},[1898,2230,2006],{"class":1926},[1898,2232,2233],{"class":1907}," harness:acme-triage\n",[1898,2235,2236,2239],{"class":1900,"line":1964},[1898,2237,2238],{"class":2002},"model",[1898,2240,2061],{"class":1926},[1898,2242,2243,2246,2248,2251],{"class":1900,"line":1975},[1898,2244,2245],{"class":2002},"  use",[1898,2247,2006],{"class":1926},[1898,2249,2250],{"class":1907}," default",[1898,2252,2253],{"class":2130},"         # an alias, resolved to a record that takes the harness's formats\n",[1898,2255,2256,2259,2261],{"class":1900,"line":2055},[1898,2257,2258],{"class":2002},"instructions",[1898,2260,2006],{"class":1926},[1898,2262,2263],{"class":1907}," prompts\u002Facme-triage.md\n",[1898,2265,2266,2269,2271],{"class":1900,"line":2064},[1898,2267,2268],{"class":2002},"input",[1898,2270,2006],{"class":1926},[1898,2272,2273],{"class":1907}," text\n",[1898,2275,2276,2279,2281],{"class":1900,"line":2077},[1898,2277,2278],{"class":2002},"output",[1898,2280,2006],{"class":1926},[1898,2282,2273],{"class":1907},[1898,2284,2285,2288],{"class":1900,"line":2118},[1898,2286,2287],{"class":2002},"limits",[1898,2289,2061],{"class":1926},[1898,2291,2292,2295,2297,2300],{"class":1900,"line":2134},[1898,2293,2294],{"class":2002},"  max_steps",[1898,2296,2006],{"class":1926},[1898,2298,2299],{"class":2028}," 10",[1898,2301,2302],{"class":2130},"        # the most model calls a session makes\n",[1898,2304,2305,2308,2310],{"class":1900,"line":2153},[1898,2306,2307],{"class":2002},"  timeout",[1898,2309,2006],{"class":1926},[1898,2311,2312],{"class":1907}," 10m\n",[1898,2314,2315,2317],{"class":1900,"line":2171},[1898,2316,1869],{"class":2002},[1898,2318,2061],{"class":1926},[1898,2320,2321,2324,2326,2328,2330],{"class":1900,"line":2186},[1898,2322,2323],{"class":2002},"  tools",[1898,2325,2006],{"class":1926},[1898,2327,2085],{"class":1926},[1898,2329,2144],{"class":1907},[1898,2331,2115],{"class":1926},[1898,2333,2335],{"class":1900,"line":2334},14,[1898,2336,2337],{"class":2130},"  # requires_approval: [notify_team]\n",[1883,2339,2341,2342],{"id":2340},"your-agent-is-runsession","Your agent is ",[1862,2343,2344],{},"run(session)",[1855,2346,2347,2350,2351,2354],{},[1862,2348,2349],{},"agent.py"," is where your code goes. It gets a ",[1862,2352,2353],{},"Session"," and returns the answer, text or anything JSON can hold:",[1888,2356,2360],{"className":2357,"code":2358,"filename":2359,"language":2091,"meta":1894,"style":1894},"language-python shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","from .harness import Refused, Session\nfrom .legacy import triage\n\n\ndef notify_team(team: str, summary: str) -> str:\n    \"\"\"Tell a team about a ticket.\"\"\"\n    return f\"told the {team} team: {summary}\"\n\n\ndef run(session: Session) -> str:\n    session.say(\"Sorting the ticket. \")\n    result = triage(session.text, complete=session.complete)  # your existing code, unchanged\n    try:\n        session.call_tool(\"notify_team\", {\"team\": result[\"team\"], \"summary\": session.text[:200]}, notify_team)\n    except Refused as why:\n        session.say(f\"(The team was not told: {why}) \")\n    return f\"{result['team']}: {result['reply']}\"\n","src\u002Facme_triage\u002Fagent.py",[1862,2361,2362,2367,2372,2378,2382,2387,2392,2397,2401,2405,2410,2415,2420,2425,2430,2436,2442],{"__ignoreMap":1894},[1898,2363,2364],{"class":1900,"line":1901},[1898,2365,2366],{},"from .harness import Refused, Session\n",[1898,2368,2369],{"class":1900,"line":1936},[1898,2370,2371],{},"from .legacy import triage\n",[1898,2373,2374],{"class":1900,"line":1946},[1898,2375,2377],{"emptyLinePlaceholder":2376},true,"\n",[1898,2379,2380],{"class":1900,"line":1964},[1898,2381,2377],{"emptyLinePlaceholder":2376},[1898,2383,2384],{"class":1900,"line":1975},[1898,2385,2386],{},"def notify_team(team: str, summary: str) -> str:\n",[1898,2388,2389],{"class":1900,"line":2055},[1898,2390,2391],{},"    \"\"\"Tell a team about a ticket.\"\"\"\n",[1898,2393,2394],{"class":1900,"line":2064},[1898,2395,2396],{},"    return f\"told the {team} team: {summary}\"\n",[1898,2398,2399],{"class":1900,"line":2077},[1898,2400,2377],{"emptyLinePlaceholder":2376},[1898,2402,2403],{"class":1900,"line":2118},[1898,2404,2377],{"emptyLinePlaceholder":2376},[1898,2406,2407],{"class":1900,"line":2134},[1898,2408,2409],{},"def run(session: Session) -> str:\n",[1898,2411,2412],{"class":1900,"line":2153},[1898,2413,2414],{},"    session.say(\"Sorting the ticket. \")\n",[1898,2416,2417],{"class":1900,"line":2171},[1898,2418,2419],{},"    result = triage(session.text, complete=session.complete)  # your existing code, unchanged\n",[1898,2421,2422],{"class":1900,"line":2186},[1898,2423,2424],{},"    try:\n",[1898,2426,2427],{"class":1900,"line":2334},[1898,2428,2429],{},"        session.call_tool(\"notify_team\", {\"team\": result[\"team\"], \"summary\": session.text[:200]}, notify_team)\n",[1898,2431,2433],{"class":1900,"line":2432},15,[1898,2434,2435],{},"    except Refused as why:\n",[1898,2437,2439],{"class":1900,"line":2438},16,[1898,2440,2441],{},"        session.say(f\"(The team was not told: {why}) \")\n",[1898,2443,2445],{"class":1900,"line":2444},17,[1898,2446,2447],{},"    return f\"{result['team']}: {result['reply']}\"\n",[2449,2450,2451,2466],"table",{},[2452,2453,2454],"thead",{},[2455,2456,2457,2463],"tr",{},[2458,2459,2460],"th",{},[1862,2461,2462],{},"session.",[2458,2464,2465],{},"What it does",[2467,2468,2469,2482,2492,2505,2523],"tbody",{},[2455,2470,2471,2479],{},[2472,2473,2474,2476,2477],"td",{},[1862,2475,1988],{},", ",[1862,2478,2268],{},[2472,2480,2481],{},"The job's input, as text, or as it came (JSON for an agent with an input schema)",[2455,2483,2484,2489],{},[2472,2485,2486],{},[1862,2487,2488],{},"say(text)",[2472,2490,2491],{},"Streams text to the job's live view",[2455,2493,2494,2499],{},[2472,2495,2496],{},[1862,2497,2498],{},"complete(prompt)",[2472,2500,2501,2502],{},"One model call through the node's LLM proxy (Anthropic's Messages API), with the agent's instructions as the system prompt; counts toward ",[1862,2503,2504],{},"limits.max_steps",[2455,2506,2507,2512],{},[2472,2508,2509],{},[1862,2510,2511],{},"call_tool(name, arguments, fn)",[2472,2513,2514,2515,2518,2519,2522],{},"Asks the job, then runs ",[1862,2516,2517],{},"fn(**arguments)"," with the arguments it allowed, and shows the call and its result in the job; raises ",[1862,2520,2521],{},"Refused"," with the reason when the job says no",[2455,2524,2525,2544],{},[2472,2526,2527,2476,2530,2476,2533,2476,2535,2476,2538,2476,2541],{},[1862,2528,2529],{},"job",[1862,2531,2532],{},"agent",[1862,2534,2238],{},[1862,2536,2537],{},"workdir",[1862,2539,2540],{},"state_dir",[1862,2542,2543],{},"options",[2472,2545,2546,2547,2550,2551],{},"The request's fields: the agent definition's ",[1862,2548,2549],{},"harness:"," options are in ",[1862,2552,2543],{},[1855,2554,2555,2558,2559,2562],{},[1862,2556,2557],{},"legacy.py",", the worked example, is a script that never heard of Orchestrator Zero: it takes a ",[1862,2560,2561],{},"complete"," function and returns a team and a reply. Anything that calls a model can be wrapped like that.",[1883,2564,2566],{"id":2565},"model-calls","Model calls",[1855,2568,2569,2570,2573,2574,2577,2578,2581,2582,2585],{},"The session's process gets ",[1862,2571,2572],{},"ANTHROPIC_BASE_URL"," and ",[1862,2575,2576],{},"ANTHROPIC_API_KEY"," (and the ",[1862,2579,2580],{},"OPENAI_"," pair) pointing at the node's LLM proxy, with a key of the session's own: never the tenant's provider key. ",[1862,2583,2584],{},"session.complete()"," uses them, and so does any SDK that reads those variables, Anthropic's and OpenAI's among them, LangChain's and CrewAI's through them. Every call is metered under the job, and the job's budget, the tenant's quotas and kill switches apply.",[1855,2587,2588,2589,2592,2593,2596,2597,2600,2601,2573,2604,2607],{},"The agent's ",[1862,2590,2591],{},"model: {use: default}"," resolves to one of the tenant's provider records that takes a format the harness lists in ",[1862,2594,2595],{},"formats"," (Anthropic's Messages API in the template); list OpenAI's too if your code speaks it. ",[1862,2598,2599],{},"complete()"," also sends the job and agent as the ",[1862,2602,2603],{},"Oz0-Job",[1862,2605,2606],{},"Oz0-Agent"," headers, which the harness protocol asks for.",[1883,2609,2611],{"id":2610},"tool-calls-are-asked-first","Tool calls are asked first",[1855,2613,2614,2615,2618,2619,2622],{},"The agent definition lists the tools its code may call under ",[1862,2616,2617],{},"harness.tools",". Before each call, ",[1862,2620,2621],{},"session.call_tool()"," sends a permission request to the runtime and waits:",[2624,2625,2626,2630,2645],"ol",{},[2627,2628,2629],"li",{},"A tool the agent does not list is refused at once.",[2627,2631,2632,2633,2636,2637,2640,2641,2644],{},"The tenant's ",[1867,2634,2635],{"href":758},"hooks"," see it as ",[1862,2638,2639],{},"\u003Charness>.\u003Ctool>",", here ",[1862,2642,2643],{},"acme-triage.notify_team",": they allow it, deny it, change its arguments or ask a person.",[2627,2646,2647,2648,2651,2652,2655],{},"A tool in ",[1862,2649,2650],{},"harness.requires_approval"," waits for a person's ",[1867,2653,2654],{"href":270},"approval",", in the inbox, for as long as it takes.",[1855,2657,2658],{},"The answer comes back on stdin; only an allowed call runs, with the arguments the job allowed. The call and its result show in the job's live stream and trace like any tool call.",[1883,2660,2662],{"id":2661},"langgraph-and-crewai","LangGraph and CrewAI",[1855,2664,2665,2668,2669,2671,2672,2675,2676,2679,2680,2006],{},[1862,2666,2667],{},"adapters.py"," runs a LangGraph graph or a CrewAI crew as ",[1862,2670,2344],{},", and ",[1862,2673,2674],{},"asked()"," turns any function into a tool the job decides. Add the framework to ",[1862,2677,2678],{},"pyproject.toml",", pinned, and call them from ",[1862,2681,2349],{},[1888,2683,2685],{"className":2357,"code":2684,"filename":2359,"language":2091,"meta":1894,"style":1894},"from langchain_anthropic import ChatAnthropic\nfrom langchain_core.tools import tool\nfrom langgraph.prebuilt import create_react_agent\n\nfrom .adapters import asked, run_langgraph\n\n\ndef run(session):\n    lookup = tool(asked(session, \"lookup_order\", lookup_order))  # asked before every call\n    graph = create_react_agent(ChatAnthropic(model=session.model_name), [lookup], prompt=session.instructions)\n    return run_langgraph(session, graph)\n",[1862,2686,2687,2692,2697,2702,2706,2711,2715,2719,2724,2729,2734],{"__ignoreMap":1894},[1898,2688,2689],{"class":1900,"line":1901},[1898,2690,2691],{},"from langchain_anthropic import ChatAnthropic\n",[1898,2693,2694],{"class":1900,"line":1936},[1898,2695,2696],{},"from langchain_core.tools import tool\n",[1898,2698,2699],{"class":1900,"line":1946},[1898,2700,2701],{},"from langgraph.prebuilt import create_react_agent\n",[1898,2703,2704],{"class":1900,"line":1964},[1898,2705,2377],{"emptyLinePlaceholder":2376},[1898,2707,2708],{"class":1900,"line":1975},[1898,2709,2710],{},"from .adapters import asked, run_langgraph\n",[1898,2712,2713],{"class":1900,"line":2055},[1898,2714,2377],{"emptyLinePlaceholder":2376},[1898,2716,2717],{"class":1900,"line":2064},[1898,2718,2377],{"emptyLinePlaceholder":2376},[1898,2720,2721],{"class":1900,"line":2077},[1898,2722,2723],{},"def run(session):\n",[1898,2725,2726],{"class":1900,"line":2118},[1898,2727,2728],{},"    lookup = tool(asked(session, \"lookup_order\", lookup_order))  # asked before every call\n",[1898,2730,2731],{"class":1900,"line":2134},[1898,2732,2733],{},"    graph = create_react_agent(ChatAnthropic(model=session.model_name), [lookup], prompt=session.instructions)\n",[1898,2735,2736],{"class":1900,"line":2153},[1898,2737,2738],{},"    return run_langgraph(session, graph)\n",[1888,2740,2742],{"className":2357,"code":2741,"filename":2359,"language":2091,"meta":1894,"style":1894},"from crewai import LLM, Agent, Crew, Task\nfrom crewai.tools import tool\n\nfrom .adapters import asked, run_crew\n\n\ndef run(session):\n    lookup = tool(\"lookup_order\")(asked(session, \"lookup_order\", lookup_order))\n    agent = Agent(role=\"Support\", goal=session.instructions, backstory=\"\", llm=LLM(model=session.model), tools=[lookup])\n    task = Task(description=\"{input}\", expected_output=\"A reply to the customer\", agent=agent)\n    return run_crew(session, Crew(agents=[agent], tasks=[task]))\n",[1862,2743,2744,2749,2754,2758,2763,2767,2771,2775,2780,2785,2790],{"__ignoreMap":1894},[1898,2745,2746],{"class":1900,"line":1901},[1898,2747,2748],{},"from crewai import LLM, Agent, Crew, Task\n",[1898,2750,2751],{"class":1900,"line":1936},[1898,2752,2753],{},"from crewai.tools import tool\n",[1898,2755,2756],{"class":1900,"line":1946},[1898,2757,2377],{"emptyLinePlaceholder":2376},[1898,2759,2760],{"class":1900,"line":1964},[1898,2761,2762],{},"from .adapters import asked, run_crew\n",[1898,2764,2765],{"class":1900,"line":1975},[1898,2766,2377],{"emptyLinePlaceholder":2376},[1898,2768,2769],{"class":1900,"line":2055},[1898,2770,2377],{"emptyLinePlaceholder":2376},[1898,2772,2773],{"class":1900,"line":2064},[1898,2774,2723],{},[1898,2776,2777],{"class":1900,"line":2077},[1898,2778,2779],{},"    lookup = tool(\"lookup_order\")(asked(session, \"lookup_order\", lookup_order))\n",[1898,2781,2782],{"class":1900,"line":2118},[1898,2783,2784],{},"    agent = Agent(role=\"Support\", goal=session.instructions, backstory=\"\", llm=LLM(model=session.model), tools=[lookup])\n",[1898,2786,2787],{"class":1900,"line":2134},[1898,2788,2789],{},"    task = Task(description=\"{input}\", expected_output=\"A reply to the customer\", agent=agent)\n",[1898,2791,2792],{"class":1900,"line":2153},[1898,2793,2794],{},"    return run_crew(session, Crew(agents=[agent], tasks=[task]))\n",[1855,2796,2797,2798,2801,2802,2804,2805,2808,2809,2573,2812,2815,2816,2819,2820,2823],{},"List each tool (",[1862,2799,2800],{},"lookup_order",") under ",[1862,2803,2617],{},". A refused call becomes the tool's answer (",[1862,2806,2807],{},"refused: \u003Cwhy>","), so the framework's model reads why and goes on. Pin ",[1862,2810,2811],{},"langgraph",[1862,2813,2814],{},"langchain-anthropic",", or ",[1862,2817,2818],{},"crewai[anthropic]",": never CrewAI's ",[1862,2821,2822],{},"litellm"," extra, which Orchestrator Zero keeps out of everything it runs after the LiteLLM supply-chain incident of March 2026.",[2825,2826,2827],"note",{},"The adapters are tested with stand-ins for a graph and a crew, not with the frameworks themselves: the template does not install them. Try your own on a dev server before you rely on it.",[1883,2829,2831],{"id":2830},"test-it-and-run-it","Test it and run it",[1888,2833,2835],{"className":1890,"code":2834,"filename":1892,"language":1893,"meta":1894,"style":1894},"uv run pytest                 # the harness over a pipe, as a node runs it, with a fake model API\noz0 dev         # a dev server and a node with the plugin\n",[1862,2836,2837,2849],{"__ignoreMap":1894},[1898,2838,2839,2841,2843,2846],{"class":1900,"line":1901},[1898,2840,1949],{"class":1904},[1898,2842,1969],{"class":1907},[1898,2844,2845],{"class":1907}," pytest",[1898,2847,2848],{"class":2130},"                 # the harness over a pipe, as a node runs it, with a fake model API\n",[1898,2850,2851,2853,2856],{"class":1900,"line":1936},[1898,2852,1714],{"class":1904},[1898,2854,2855],{"class":1907}," dev",[1898,2857,2858],{"class":2130},"         # a dev server and a node with the plugin\n",[1855,2860,2861,2862,2865,2866,2869],{},"In a second terminal, with the ",[1862,2863,2864],{},"export OZ0_CONTEXT=..."," line ",[1862,2867,2868],{},"dev"," printed and the tenant's key set:",[1888,2871,2874],{"className":1890,"code":2872,"filename":2873,"language":1893,"meta":1894,"style":1894},"printf %s \"$ANTHROPIC_API_KEY\" | oz0 secret set ANTHROPIC_API_KEY\noz0 run acme-triage \"I was charged twice for my order\"\n","Terminal 2",[1862,2875,2876,2907],{"__ignoreMap":1894},[1898,2877,2878,2881,2884,2886,2890,2892,2895,2898,2901,2904],{"class":1900,"line":1901},[1898,2879,2880],{"class":1939},"printf",[1898,2882,2883],{"class":1907}," %s",[1898,2885,1927],{"class":1926},[1898,2887,2889],{"class":2888},"sTEyZ","$ANTHROPIC_API_KEY",[1898,2891,2088],{"class":1926},[1898,2893,2894],{"class":1926}," |",[1898,2896,2897],{"class":1904}," oz0",[1898,2899,2900],{"class":1907}," secret",[1898,2902,2903],{"class":1907}," set",[1898,2905,2906],{"class":1907}," ANTHROPIC_API_KEY\n",[1898,2908,2909,2911,2913,2915,2917,2920],{"class":1900,"line":1936},[1898,2910,1714],{"class":1904},[1898,2912,1969],{"class":1907},[1898,2914,1914],{"class":1907},[1898,2916,1927],{"class":1926},[1898,2918,2919],{"class":1907},"I was charged twice for my order",[1898,2921,1933],{"class":1926},[1888,2923,2926],{"className":2924,"code":2925,"language":1988,"meta":1894},[1986],"acme-triage: Sorting the ticket.\nacme-triage → notify_team {\"summary\":\"I was charged twice for my order\",\"team\":\"billing\"}\nacme-triage ← notify_team told the billing team: I was charged twice for my order\nbilling: Sorry about the double charge; we have refunded the second one.\n",[1862,2927,2925],{"__ignoreMap":1894},[1855,2929,2930,2931,2934,2935,2938,2939,2942],{},"Uncomment ",[1862,2932,2933],{},"requires_approval: [notify_team]"," in the agent, and the next run waits for a person in ",[1862,2936,2937],{},"oz0 approval list"," before it tells the team. ",[1862,2940,2941],{},"scripts\u002Fe2e-kit.sh"," in the repository runs all of this against a fake model API.",[1883,2944,2946],{"id":2945},"what-a-session-is","What a session is",[1855,2948,2949,2950,2953,2954,2957],{},"One process per job: the node starts ",[1862,2951,2952],{},"python -m acme_triage"," in the plugin's environment, writes the session request to its stdin and reads its events, as for every ",[1867,2955,1869],{"href":2956},"\u002Fbuild\u002Fparts\u002Fharnesses\u002Fcustom-harnesses#write-a-harness-for-another-tool",". It gets an empty working directory and a private state directory, removed when the session ends, a minimal environment, and the sandbox of its node's tier. Cancelling the job sends SIGTERM to its process group. A session that fails fails the job, and is not retried.",[2959,2960,2961],"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 pre.shiki code .sMK4o, html code.shiki .sMK4o{--shiki-light:#39ADB5;--shiki-default:#89DDFF;--shiki-dark:#89DDFF}html pre.shiki code .s2Zo4, html code.shiki .s2Zo4{--shiki-light:#6182B8;--shiki-default:#82AAFF;--shiki-dark:#82AAFF}html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .swJcz, html code.shiki .swJcz{--shiki-light:#E53935;--shiki-default:#F07178;--shiki-dark:#F07178}html pre.shiki code .sbssI, html code.shiki .sbssI{--shiki-light:#F76D47;--shiki-default:#F78C6C;--shiki-dark:#F78C6C}html pre.shiki code .sfNiH, html code.shiki .sfNiH{--shiki-light:#FF5370;--shiki-default:#FF9CAC;--shiki-dark:#FF9CAC}html pre.shiki code .sHwdD, html code.shiki .sHwdD{--shiki-light:#90A4AE;--shiki-light-font-style:italic;--shiki-default:#546E7A;--shiki-default-font-style:italic;--shiki-dark:#676E95;--shiki-dark-font-style:italic}html pre.shiki code .sTEyZ, html code.shiki .sTEyZ{--shiki-light:#90A4AE;--shiki-default:#EEFFFF;--shiki-dark:#BABED8}",{"title":1894,"searchDepth":1936,"depth":1936,"links":2963},[2964,2965,2967,2968,2969,2970,2971],{"id":1885,"depth":1936,"text":1886},{"id":2340,"depth":1936,"text":2966},"Your agent is run(session)",{"id":2565,"depth":1936,"text":2566},{"id":2610,"depth":1936,"text":2611},{"id":2661,"depth":1936,"text":2662},{"id":2830,"depth":1936,"text":2831},{"id":2945,"depth":1936,"text":2946},"Run code you already have, a script, a LangGraph graph or a CrewAI crew, as an agent on the fleet, with its model calls metered and its tool calls asked first.","md",null,{"audience":2976,"doc_type":2977},"plugin authors","how-to",{"icon":782},{"title":815,"description":2972},"ACBisBMDnLaOtceMyQuVRSN7-otAi8020IZrUdNxYvY",[2982,2984],{"title":811,"path":812,"stem":813,"description":2983,"icon":797,"children":-1},"Configure ACP harnesses and enforce their session controls.",{"title":819,"path":820,"stem":821,"description":2985,"icon":822,"children":-1},"Keep versioned records from your plugin's tools through the platform, under the tenant's retention, holds and erasure, and add text to the start-up context of the agents that use your plugin.",1794442990891]