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Droplet","/runners/do-droplet","23.runners/12.do-droplet",{"title":714,"path":715,"stem":716,"icon":285},"Magalu Cloud VM","/runners/magalu-vm","23.runners/13.magalu-vm",{"title":101,"path":718,"stem":719,"icon":720},"/runners/devkit","23.runners/14.devkit","i-lucide-laptop",{"title":722,"path":723,"stem":724,"icon":725},"Purposes & integrations","/runners/purposes","23.runners/16.purposes","i-lucide-layers",{"title":727,"path":728,"stem":729,"icon":241},"Fargate","/runners/fargate","23.runners/2.fargate",{"title":731,"path":732,"stem":733,"icon":241},"EC2 Auto Scaling","/runners/ec2-auto-scaling","23.runners/3.ec2-auto-scaling",{"title":735,"path":736,"stem":737,"icon":241},"EC2 VM","/runners/ec2-vm","23.runners/4.ec2-vm",{"title":287,"path":739,"stem":740,"icon":290},"/runners/kubernetes","23.runners/5.kubernetes",{"title":742,"path":743,"stem":744,"icon":280},"Azure Container Apps","/runners/azure-container-apps","23.runners/6.azure-container-apps",{"title":746,"path":747,"stem":748,"icon":280},"Azure VMSS","/runners/azure-vmss","23.runners/7.azure-vmss",{"title":750,"path":751,"stem":752,"icon":280},"Azure VM","/runners/azure-vm","23.runners/8.azure-vm",{"title":754,"path":755,"stem":756,"icon":275},"GCE","/runners/gce","23.runners/9.gce",{"title":758,"path":759,"stem":760,"children":761,"icon":763},"Chat","/chat","24.chat/01.index",[762,764,768,773,777,782,787,791,796,800,805,810,814,819,824,828,832,836,840,845],{"title":758,"path":759,"stem":760,"icon":763},"i-lucide-messages-square",{"title":765,"path":766,"stem":767,"icon":446},"Enable and publish","/chat/enable-and-publish","24.chat/02.enable-and-publish",{"title":769,"path":770,"stem":771,"icon":772},"Theme and customization","/chat/theme-and-customization","24.chat/03.theme-and-customization","i-lucide-palette",{"title":774,"path":775,"stem":776,"icon":85},"Members and moderation","/chat/members-and-moderation","24.chat/04.members-and-moderation",{"title":778,"path":779,"stem":780,"icon":781},"Channels","/chat/channels","24.chat/05.channels","i-lucide-hash",{"title":783,"path":784,"stem":785,"icon":786},"Using the chat","/chat/using-the-chat","24.chat/06.using-the-chat","i-lucide-message-circle",{"title":788,"path":789,"stem":790,"icon":44},"Actors in chat","/chat/actors-in-chat","24.chat/07.actors-in-chat",{"title":792,"path":793,"stem":794,"icon":795},"Internal support actor","/chat/internal-support-actor","24.chat/08.internal-support-actor","i-lucide-life-buoy",{"title":797,"path":798,"stem":799,"icon":104},"API and console","/chat/api-and-console","24.chat/09.api-and-console",{"title":801,"path":802,"stem":803,"icon":804},"Limits","/chat/limits","24.chat/10.limits","i-lucide-triangle-alert",{"title":806,"path":807,"stem":808,"icon":809},"Structured chat with DGI","/chat/structured-chat","24.chat/11.structured-chat","i-lucide-layout-list",{"title":811,"path":812,"stem":813,"icon":109},"Option A: hosted chat with DGI","/chat/option-a-hosted-chat","24.chat/12.option-a-hosted-chat",{"title":815,"path":816,"stem":817,"icon":818},"Option B: embed the chat component","/chat/option-b-embed-component","24.chat/13.option-b-embed-component","i-lucide-component",{"title":820,"path":821,"stem":822,"icon":823},"Option C: custom client (wire contract)","/chat/option-c-custom-client","24.chat/14.option-c-custom-client","i-lucide-braces",{"title":825,"path":826,"stem":827,"icon":394},"Responder configuration reference","/chat/responder-reference","24.chat/15.responder-reference",{"title":829,"path":830,"stem":831,"icon":547},"Cards, live updates and proactive posts","/chat/cards-live-and-proactive","24.chat/16.cards-live-and-proactive",{"title":833,"path":834,"stem":835,"icon":16},"Structured chat security model","/chat/structured-chat-security","24.chat/17.structured-chat-security",{"title":837,"path":838,"stem":839,"icon":181},"Option D: any app or API (dgi.chat)","/chat/option-d-chat-api","24.chat/18.option-d-chat-api",{"title":841,"path":842,"stem":843,"icon":844},"Card catalog","/chat/card-catalog","24.chat/19.card-catalog","i-lucide-layout-grid",{"title":846,"path":847,"stem":848,"icon":849},"Living Surfaces","/chat/living-surfaces","24.chat/20.living-surfaces","i-lucide-sprout",{"title":851,"path":852,"stem":853,"children":854,"icon":61},"DGI","/dgi","25.dgi/1.index",[855,857,862,866,870,874],{"title":856,"path":852,"stem":853,"icon":61},"What is DGI",{"title":858,"path":859,"stem":860,"icon":861},"How DGI works","/dgi/how-it-works","25.dgi/2.how-it-works","i-lucide-cog",{"title":863,"path":864,"stem":865,"icon":844},"Interfaces","/dgi/interfaces","25.dgi/3.interfaces",{"title":867,"path":868,"stem":869,"icon":29},"Quickstart","/dgi/quickstart","25.dgi/4.quickstart",{"title":871,"path":872,"stem":873,"icon":16},"Trust and safety","/dgi/trust-and-safety","25.dgi/5.trust-and-safety",{"title":875,"path":876,"stem":877,"icon":878},"FAQ","/dgi/faq","25.dgi/6.faq","i-lucide-circle-help",{"id":880,"title":188,"body":881,"description":1237,"extension":1238,"links":1239,"meta":1240,"navigation":1241,"path":189,"seo":1242,"stem":190,"__hash__":1243},"docs/06.advanced/1.index.md",{"type":882,"value":883,"toc":1222},"minimark",[884,898,921,926,955,959,977,983,1000,1022,1026,1109,1114,1142,1146,1158,1162,1168,1180,1184,1205,1209],[885,886,887,888,892,893,897],"p",{},"The advanced track is for platform engineers and technical leaders who have already\nabsorbed the ",[889,890,891],"a",{"href":47},"core concepts"," and want to understand ",[894,895,896],"em",{},"how"," Orkestia behaves\nunder load, under failure, and under organizational pressure. These pages trade\nintroductory framing for mechanism: state machines, reconciliation loops, approval\ngates, and the cost/performance levers you can pull.",[899,900,901],"note",{},[885,902,903,904,906,907,909,910,913,914,916,917,920],{},"If you are new to the platform, start with the ",[889,905,5],{"href":6}," and\n",[889,908,23],{"href":24}," first, then come back here once you are\ncomfortable with ",[889,911,912],{"href":54},"workflows",", ",[889,915,851],{"href":59},", and\n",[889,918,919],{"href":73},"runners",".",[922,923,925],"h2",{"id":924},"what-youll-find-here","What you'll find here",[927,928,929,939,944,949],"card-group",{},[930,931,932],"card",{"icon":198,"title":195,"to":196},[885,933,934,935,938],{},"How DGI's AI reasoning ",[894,936,937],{},"designs"," a workflow once, then compiles it into a\ndeterministic virtual workflow (composition) that runs the same way every time —\nthe boundary between probabilistic planning and reproducible execution.",[930,940,941],{"icon":80,"title":200,"to":201},[885,942,943],{},"The reconciliation loop that continuously compares desired vs. observed state\nacross your Kubernetes and multi-cloud runners, surfaces drift, and either\nproposes or applies a correction.",[930,945,946],{"icon":16,"title":205,"to":206},[885,947,948],{},"Staff as a control plane for fleets of AI agents — organizational structure,\napproval gates, and human-in-the-loop oversight for high-impact actions.",[930,950,952],{"icon":951,"title":210,"to":211},"i-lucide-gauge",[885,953,954],{},"Where time and money actually go in an orchestration run, and the levers —\ncompositions, async via the workflow engine, runner sizing — that move them.",[922,956,958],{"id":957},"the-two-execution-planes","The two execution planes",[885,960,961,962,966,967,970,971,974,975,920],{},"Almost everything in the advanced track comes back to one architectural fact: Orkestia\nkeeps a hard line between ",[963,964,965],"strong",{},"orchestration"," (what Orkestia runs and stores) and\n",[963,968,969],{},"execution"," (what runs in ",[894,972,973],{},"your"," cloud). This is the Zero Trust / Zero Code Custody\nposture described in ",[889,976,138],{"href":139},[978,979],"dag-diagram",{":edges":980,":nodes":981,"direction":982},"[{\"from\":\"DGI\",\"to\":\"ENG\",\"label\":\"compiles to\"},{\"from\":\"ENG\",\"to\":\"RUN\",\"label\":\"workflow.transition\"},{\"from\":\"RUN\",\"to\":\"WORK\"},{\"from\":\"RUN\",\"to\":\"LUM\",\"label\":\"state + telemetry only\"}]","[{\"id\":\"DGI\",\"label\":\"DGI — AI design\",\"kind\":\"ai\"},{\"id\":\"ENG\",\"label\":\"Workflow engine\",\"sub\":\"event-sourced state\",\"kind\":\"engine\"},{\"id\":\"LUM\",\"label\":\"Lumen — observability\",\"kind\":\"data\"},{\"id\":\"RUN\",\"label\":\"Runners (K8s / multi-cloud)\",\"kind\":\"cloud\"},{\"id\":\"WORK\",\"label\":\"Atomic + business workflows\",\"kind\":\"cloud\"}]","LR",[885,984,985,986,989,990,992,993,996,997,999],{},"The control plane is ",[963,987,988],{},"event-sourced",": the workflow engine records every state\ntransition rather than mutating a single mutable row, which is what makes the engine's\nbehavior auditable, replayable, and safe to retry. Execution happens on\n",[889,991,919],{"href":73}," inside the customer's accounts; Orkestia retains only\nworkflow ",[963,994,995],{},"state"," plus the observability data that ",[889,998,437],{"href":78}," collects —\nnever customer code or data.",[1001,1002,1003],"tip",{},[885,1004,1005,1006,1009,1010,1013,1014,1017,1018,1021],{},"Keep this diagram in mind as you read the advanced pages. \"Drift\" is about the\n",[894,1007,1008],{},"Customer"," box diverging from what the ",[894,1011,1012],{},"Orkestia"," box recorded as desired; \"hybrid\nexecution\" is about the path from ",[1015,1016,851],"code",{}," to ",[1015,1019,1020],{},"ENG","; \"governance\" is the gate AI agents\npass through before a transition reaches a runner.",[922,1023,1025],{"id":1024},"how-the-pieces-connect","How the pieces connect",[1027,1028,1029,1045],"table",{},[1030,1031,1032],"thead",{},[1033,1034,1035,1039,1042],"tr",{},[1036,1037,1038],"th",{},"Topic",[1036,1040,1041],{},"The mechanism underneath",[1036,1043,1044],{},"Deep-dive",[1046,1047,1048,1066,1082,1096],"tbody",{},[1033,1049,1050,1054,1061],{},[1051,1052,1053],"td",{},"Hybrid execution",[1051,1055,1056,1057,1060],{},"DGI designs → compiles to a deterministic ",[889,1058,1059],{"href":129},"virtual workflow"," → engine executes",[1051,1062,1063],{},[889,1064,1065],{"href":196},"Hybrid Execution Model",[1033,1067,1068,1071,1078],{},[1051,1069,1070],{},"Drift & self-healing",[1051,1072,1073,1074,1077],{},"Reconciliation loop over ",[889,1075,1076],{"href":73},"runner"," state",[1051,1079,1080],{},[889,1081,200],{"href":201},[1033,1083,1084,1086,1092],{},[1051,1085,599],{},[1051,1087,1088,1091],{},[889,1089,1090],{"href":64},"Staff"," approval gates on agent-initiated actions",[1051,1093,1094],{},[889,1095,205],{"href":206},[1033,1097,1098,1101,1104],{},[1051,1099,1100],{},"Cost & performance",[1051,1102,1103],{},"Compositions, Kafka-backed async, runner sizing",[1051,1105,1106],{},[889,1107,1108],{"href":211},"Cost & Performance",[1110,1111,1113],"h3",{"id":1112},"hybrid-ai-deterministic-execution","Hybrid AI + deterministic execution",[885,1115,1116,1117,1120,1121,1124,1125,1127,1128,1131,1132,1135,1136,1138,1139,1141],{},"AI is excellent at ",[894,1118,1119],{},"deciding what should happen"," and poor at ",[894,1122,1123],{},"doing the same thing\ntwice",". Orkestia resolves that tension by letting ",[889,1126,851],{"href":59}," reason over your\nintent and the available capabilities (discovered over ",[889,1129,1130],{"href":170},"MCP","),\nthen ",[963,1133,1134],{},"compiling"," that plan into a deterministic composition. Once compiled, the\n",[889,1137,1059],{"href":129}," runs through the engine with no model in\nthe hot path — same inputs, same DAG, same outputs. See\n",[889,1140,123],{"href":124}," for the authoring side.",[1110,1143,1145],{"id":1144},"drift-detection-self-healing","Drift detection & self-healing",[885,1147,1148,1149,1151,1152,1154,1155,920],{},"A runner that was healthy at deploy time drifts: a node is recycled, a manifest is\nedited out-of-band, a cloud resource is deleted. Orkestia's reconciliation loop\ncompares the desired state (recorded in the engine) against what it observes on the\n",[889,1150,1076],{"href":73}," and flags the delta. Depending on policy, it surfaces the\ndrift for review or self-heals by re-applying the desired state. The full loop is\ncovered in ",[889,1153,200],{"href":201}," and\noperationally in ",[889,1156,1157],{"href":134},"Runner Management",[1110,1159,1161],{"id":1160},"governance-approvals","Governance & approvals",[885,1163,1164,1165,1167],{},"When fleets of AI agents can start workflows, \"who approved this?\" becomes a\nfirst-class question. ",[889,1166,1090],{"href":64}," is the governance layer:\nagents live inside an organizational structure with explicit authority, and\nhigh-impact transitions pass through approval gates before they reach a runner. This is\nhow oversight scales with the number of agents rather than collapsing under it.",[899,1169,1170],{},[885,1171,1172,1173,1179],{},"Approval-policy surfaces and the breadth of self-healing actions are still\nexpanding. Treat the governance and drift features documented here as evolving, and\nconfirm per-action behavior in the ",[889,1174,1178],{"href":1175,"rel":1176},"https://reference.orkestia.dev",[1177],"nofollow","reference catalog","\nfor production change control.",[1110,1181,1183],{"id":1182},"cost-performance-optimization","Cost & performance optimization",[885,1185,1186,1187,1190,1191,1194,1195,1198,1199,1201,1202,1204],{},"The biggest performance wins come from ",[894,1188,1189],{},"not"," using AI where you don't need it\n(compile to a composition) and from moving long-running work off the request path. All\nlong-running work runs through the ",[963,1192,1193],{},"workflow engine's Kafka backend"," — a dedicated\nconsumer advances ",[1015,1196,1197],{},"workflow.transition"," messages, and there is no second async system\nto reason about. ",[889,1200,437],{"href":78}," is where you see where the time\nand spend actually go, so you can size ",[889,1203,919],{"href":73}," and shape DAGs\nagainst real data rather than guesses.",[922,1206,1208],{"id":1207},"where-to-go-next","Where to go next",[927,1210,1211,1216],{},[930,1212,1213],{"icon":75,"title":215,"to":216},[885,1214,1215],{},"Deployment models, environments, and the operational runbooks for running Orkestia.",[930,1217,1219],{"icon":1218,"title":157,"to":158},"i-lucide-book-marked",[885,1220,1221],{},"Workflow type registry, MCP integration, and the per-workflow catalog at\nreference.orkestia.dev.",{"title":1223,"searchDepth":1224,"depth":1225,"links":1226},"",1,2,[1227,1228,1229,1236],{"id":924,"depth":1225,"text":925},{"id":957,"depth":1225,"text":958},{"id":1024,"depth":1225,"text":1025,"children":1230},[1231,1233,1234,1235],{"id":1112,"depth":1232,"text":1113},3,{"id":1144,"depth":1232,"text":1145},{"id":1160,"depth":1232,"text":1161},{"id":1182,"depth":1232,"text":1183},{"id":1207,"depth":1225,"text":1208},"Deep dives into the mechanisms that make Orkestia reliable, governed, and efficient at scale","md",null,{},{"icon":193},{"title":188,"description":1237},"TM9sO74y-r7CqeXWtBy3UV0jVQAsQyVwHsdwBvqiE3I",[1245,1247],{"title":183,"path":184,"stem":185,"description":1246,"icon":186,"children":-1},"The horizontal utility surfaces every integration and composition can lean on — inbound hooks, object storage, key-value state, schedules, queues, and control-flow primitives",{"title":195,"path":196,"stem":197,"description":1248,"icon":198,"children":-1},"How Orkestia lets AI design workflows at runtime, then compiles those plans into deterministic virtual workflows that run repeatably, cheaply, and auditably",1790354045556]