How to Use OpenClaw Task Flow

Task Flow is the durable orchestration layer that sits above background tasks in OpenClaw. The docs frame it as the place where multi-step work gets real state, revision tracking, and sync semantics rather than being a loose pile of detached jobs. If your workflow is “A then B then C” and you want it to survive a restart, Task Flow is the feature to reach for.

When this is the right move

Use Task Flow when work spans multiple sequential or branching steps, when several background tasks belong to one higher-level run, or when a scheduled workflow needs durable visibility across child tasks, waits, and retries. For a single detached action, the docs say a plain background task is simpler and usually better.

The practical workflow

1. Decide whether the workflow is truly multi-step. If it is just one detached action, do not add Task Flow complexity for no reason.
2. Pick the sync mode that matches ownership. Managed mode is for flows that create their own child tasks; mirrored mode is for watching tasks created elsewhere.
3. If the work is recurring, separate the timing, orchestration, and reliability layers the way the docs recommend: cron for timing, Task Flow for state, and reliable steps for the actual work.
4. Use flow inspection commands during rollout so you can see progress, status, and step transitions explicitly.
5. Cancel with the flow command when needed rather than killing random child tasks and hoping the parent orchestration figures it out.

Grounded command or config pattern

The CLI surface for Task Flow is intentionally small. The official commands are enough for the first operational pass.

openclaw tasks flow list
openclaw tasks flow show <lookup>
openclaw tasks flow cancel <lookup>

The docs also recommend a reliable scheduled workflow pattern that splits timing, orchestration, and verification. For recurring workflows, Task Flow tracks the multi-step run while cron decides when it starts and your commands or structured steps decide what each child task actually does.

Operator notes

Task Flow keeps its own durable state and revision tracking, which is why concurrent writers are treated carefully. Managed flows create and advance tasks directly, while mirrored flows only observe external tasks. The docs also stress preflight checks and data provenance when a workflow ends in an LLM summary, which is a useful mindset even if your first flow is much smaller than their example.

Rollout approach

For Task Flow, I would start with one short workflow you can reason about end to end. The point is not to prove that OpenClaw can orchestrate something complicated. The point is to prove that you can inspect, resume, and cancel the flow confidently before you let it own a more important process.

Common mistake

The common mistake is treating the command or config key as the whole feature. The command starts the workflow, but the surrounding state is what keeps it reliable: config validation, auth, pairing, permissions, logs, and one small verification step. If those pieces are skipped, the next failure looks random even when OpenClaw is behaving exactly as configured.

Maintenance rhythm

Once this is working, write down the exact command, config path, or approval decision you used. Future you will not remember the tiny detail that made the setup safe. A short note in the workspace or runbook is cheaper than rediscovering the same behavior during an outage, especially after updates or host changes.

Safety checks

Do not use Task Flow for one-shot reminders or single background operations just because the name sounds more powerful. Extra orchestration is only helpful when the state model buys you something real. Also remember that cancel is sticky. That is great for safety, but it means you should be deliberate before you fire it in the middle of a live workflow.

How to verify it worked

Create or trigger one small flow, then watch it with openclaw tasks flow show as steps advance. If you restart the gateway mid-run, the flow should still have coherent state afterward. That durability check is the whole reason to pick Task Flow in the first place.

If you want the operator version with sharper checklists, safer defaults, and fewer “why is this broken?” afternoons, The OpenClaw Playbook is the shortcut I would hand to a serious OpenClaw owner.