TaskFlow
Use TaskFlow when a job needs to outlive one prompt or one detached run, but you still want one owner session, one return context, and one place to inspect or resume the work.
When to use it
- Multi-step background work with one owner
- Work that waits on detached ACP or subagent tasks
- Jobs that may need to emit one clear update back to the owner
- Jobs that need small persisted state between steps
- Plugin or tool work that must survive restarts and revision conflicts cleanly
What TaskFlow owns
- flow identity
- owner session and requester origin
currentStep, stateJson, and waitJson
- linked child tasks and their parent flow id
- finish, fail, cancel, waiting, and blocked state
- revision tracking for conflict-safe mutations
It does not own branching or business logic. Put that in Lobster, acpx, or the calling code.
Current runtime shape
Canonical plugin/runtime entrypoint:
api.runtime.tasks.flow
api.runtime.taskFlow still exists as an alias, but api.runtime.tasks.flow is the canonical shape
Binding:
api.runtime.tasks.flow.fromToolContext(ctx) when you already have trusted tool context with sessionKey
api.runtime.tasks.flow.bindSession({ sessionKey, requesterOrigin }) when your binding layer already resolved the session and delivery context
Managed-flow lifecycle:
createManaged(...)
runTask(...)
setWaiting(...) when waiting on a person or an external system
resume(...) when work can continue
finish(...) or fail(...)
requestCancel(...) or cancel(...) when the whole job should stop
Design constraints
- Use managed TaskFlows when your code owns the orchestration.
- One-task mirrored flows are created by core runtime for detached ACP/subagent work; this skill is mainly about managed flows.
- Treat
stateJson as the persisted state bag. There is no separate setFlowOutput or appendFlowOutput API.
- Every mutating method after creation is revision-checked. Carry forward the latest
flow.revision after each successful mutation.
runTask(...) links the child task to the flow. Use it instead of manually creating detached tasks when you want parent orchestration.
Example shape
const taskFlow = api.runtime.tasks.flow.fromToolContext(ctx);
const created = taskFlow.createManaged({
controllerId: "my-plugin/inbox-triage",
goal: "triage inbox",
currentStep: "classify",
stateJson: {
businessThreads: [],
personalItems: [],
eodSummary: [],
},
});
const classify = taskFlow.runTask({
flowId: created.flowId,
runtime: "acp",
childSessionKey: "agent:main:subagent:classifier",
runId: "inbox-classify-1",
task: "Classify inbox messages",
status: "running",
startedAt: Date.now(),
lastEventAt: Date.now(),
});
if (!classify.created) {
throw new Error(classify.reason);
}
const waiting = taskFlow.setWaiting({
flowId: created.flowId,
expectedRevision: created.revision,
currentStep: "await_business_reply",
stateJson: {
businessThreads: ["slack:thread-1"],
personalItems: [],
eodSummary: [],
},
waitJson: {
kind: "reply",
channel: "slack",
threadKey: "slack:thread-1",
},
});
if (!waiting.applied) {
throw new Error(waiting.code);
}
const resumed = taskFlow.resume({
flowId: waiting.flow.flowId,
expectedRevision: waiting.flow.revision,
status: "running",
currentStep: "finalize",
stateJson: waiting.flow.stateJson,
});
if (!resumed.applied) {
throw new Error(resumed.code);
}
taskFlow.finish({
flowId: resumed.flow.flowId,
expectedRevision: resumed.flow.revision,
stateJson: resumed.flow.stateJson,
});
Keep conditionals above the runtime
Use the flow runtime for state and task linkage. Keep decisions in the authoring layer:
business → post to Slack and wait
personal → notify the owner now
later → append to an end-of-day summary bucket
Operational pattern
- Store only the minimum state needed to resume.
- Put human-readable wait reasons in
blockedSummary or structured wait metadata in waitJson.
- Use
getTaskSummary(flowId) when the orchestrator needs a compact health view of child work.
- Use
requestCancel(...) when a caller wants the flow to stop scheduling immediately.
- Use
cancel(...) when you also want active linked child tasks cancelled.
Examples
- See
skills/taskflow/examples/inbox-triage.lobster
- See
skills/taskflow/examples/pr-intake.lobster
- See
skills/taskflow-inbox-triage/SKILL.md for a concrete routing pattern
1---2name: taskflow3description: Use when work should span one or more detached tasks but still behave like one job with a single owner context. TaskFlow is the durable flow substrate under authoring layers like Lobster, ACPX, plugins, or plain code. Keep conditional logic in the caller; use TaskFlow for flow identity, child-task linkage, waiting state, revision-checked mutations, and user-facing emergence.4---5
6# TaskFlow
7
8Use TaskFlow when a job needs to outlive one prompt or one detached run, but you still want one owner session, one return context, and one place to inspect or resume the work.
9
10## When to use it
11
12- Multi-step background work with one owner
13- Work that waits on detached ACP or subagent tasks
14- Jobs that may need to emit one clear update back to the owner
15- Jobs that need small persisted state between steps
16- Plugin or tool work that must survive restarts and revision conflicts cleanly
17
18## What TaskFlow owns
19
20- flow identity
21- owner session and requester origin
22- `currentStep`, `stateJson`, and `waitJson`
23- linked child tasks and their parent flow id
24- finish, fail, cancel, waiting, and blocked state
25- revision tracking for conflict-safe mutations
26
27It does **not** own branching or business logic. Put that in Lobster, acpx, or the calling code.
28
29## Current runtime shape
30
31Canonical plugin/runtime entrypoint:
32
33- `api.runtime.tasks.flow`
34- `api.runtime.taskFlow` still exists as an alias, but `api.runtime.tasks.flow` is the canonical shape
35
36Binding:
37
38- `api.runtime.tasks.flow.fromToolContext(ctx)` when you already have trusted tool context with `sessionKey`
39- `api.runtime.tasks.flow.bindSession({ sessionKey, requesterOrigin })` when your binding layer already resolved the session and delivery context
40
41Managed-flow lifecycle:
42
431. `createManaged(...)`
442. `runTask(...)`
453. `setWaiting(...)` when waiting on a person or an external system
464. `resume(...)` when work can continue
475. `finish(...)` or `fail(...)`
486. `requestCancel(...)` or `cancel(...)` when the whole job should stop
49
50## Design constraints
51
52- Use **managed** TaskFlows when your code owns the orchestration.
53- One-task **mirrored** flows are created by core runtime for detached ACP/subagent work; this skill is mainly about managed flows.
54- Treat `stateJson` as the persisted state bag. There is no separate `setFlowOutput` or `appendFlowOutput` API.
55- Every mutating method after creation is revision-checked. Carry forward the latest `flow.revision` after each successful mutation.
56- `runTask(...)` links the child task to the flow. Use it instead of manually creating detached tasks when you want parent orchestration.
57
58## Example shape
59
60```ts
61const taskFlow = api.runtime.tasks.flow.fromToolContext(ctx);
62
63const created = taskFlow.createManaged({
64 controllerId: "my-plugin/inbox-triage",
65 goal: "triage inbox",
66 currentStep: "classify",
67 stateJson: {
68 businessThreads: [],
69 personalItems: [],
70 eodSummary: [],
71 },
72});
73
74const classify = taskFlow.runTask({
75 flowId: created.flowId,
76 runtime: "acp",
77 childSessionKey: "agent:main:subagent:classifier",
78 runId: "inbox-classify-1",
79 task: "Classify inbox messages",
80 status: "running",
81 startedAt: Date.now(),
82 lastEventAt: Date.now(),
83});
84
85if (!classify.created) {
86 throw new Error(classify.reason);
87}
88
89const waiting = taskFlow.setWaiting({
90 flowId: created.flowId,
91 expectedRevision: created.revision,
92 currentStep: "await_business_reply",
93 stateJson: {
94 businessThreads: ["slack:thread-1"],
95 personalItems: [],
96 eodSummary: [],
97 },
98 waitJson: {
99 kind: "reply",
100 channel: "slack",
101 threadKey: "slack:thread-1",
102 },
103});
104
105if (!waiting.applied) {
106 throw new Error(waiting.code);
107}
108
109const resumed = taskFlow.resume({
110 flowId: waiting.flow.flowId,
111 expectedRevision: waiting.flow.revision,
112 status: "running",
113 currentStep: "finalize",
114 stateJson: waiting.flow.stateJson,
115});
116
117if (!resumed.applied) {
118 throw new Error(resumed.code);
119}
120
121taskFlow.finish({
122 flowId: resumed.flow.flowId,
123 expectedRevision: resumed.flow.revision,
124 stateJson: resumed.flow.stateJson,
125});
126```
127
128## Keep conditionals above the runtime
129
130Use the flow runtime for state and task linkage. Keep decisions in the authoring layer:
131
132- `business` → post to Slack and wait
133- `personal` → notify the owner now
134- `later` → append to an end-of-day summary bucket
135
136## Operational pattern
137
138- Store only the minimum state needed to resume.
139- Put human-readable wait reasons in `blockedSummary` or structured wait metadata in `waitJson`.
140- Use `getTaskSummary(flowId)` when the orchestrator needs a compact health view of child work.
141- Use `requestCancel(...)` when a caller wants the flow to stop scheduling immediately.
142- Use `cancel(...)` when you also want active linked child tasks cancelled.
143
144## Examples
145
146- See `skills/taskflow/examples/inbox-triage.lobster`
147- See `skills/taskflow/examples/pr-intake.lobster`
148- See `skills/taskflow-inbox-triage/SKILL.md` for a concrete routing pattern