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Category 2

Programming and automation

This is the build lane: use OpenClaw to create repeatable systems, not just one-off assistant turns.

Use this whenYou want program-building, automation loops, scheduled actions, subagents, or deeper source-level customization.
Core pattern

What good OpenClaw programming usually looks like

The strongest pattern is simple: define the artifact, define the checks, run the work, verify the result, and only then preserve or automate the workflow. Most failed “programs” are really just vague requests with no artifact target and no proof step.

Prompt to program

Convert a one-off request into a repeatable input, output, and verification path.

Tool discipline

Use the smallest set of tools that proves the work actually happened.

Repair over rebuild

When a narrow fix will recover the line, do not rebuild the whole thing.

How to ask for programsNow expanded into a real request-and-examples database.Small tool patternsUse tools in clean, testable ways.Repair vs rebuildKeep fixes narrow when that is enough.

Recommended build targets: website QA scanners, link checkers, screenshot batchers, article-bundle validators, prompt-pack generators, asset usage inventories, and watchdog scripts that recover stalled work.

Automation

How to keep work moving without fake automation

Use cron when exact timing matters. Use heartbeats when periodic judgment matters. Use subagents when the work should run in a bounded child context. Use recovery loops when the line must keep moving until done.

  • Cron: exact-time events, reminders, precise schedules.
  • Heartbeat: periodic checks plus action, not just status.
  • Subagents: bounded investigations or production steps.
  • Recovery loops: detect stalls, fix them, resume.
    • Cron vs heartbeatChoose the right timing model.Sessions, subagents, handoffsSplit work cleanly across roles.Debugging and recoveryFix automation drift instead of narrating it.
    Open the deeper reference links for this category
    Full program-building laneFull automations laneSource build from repoSource build and extension work