Why OpenClaw Agents Don’t Become Cheap Labor – A Practical Case Study

In this second OpenClaw practice, the author examines a case where a user tries to create a custom agent to act as cheap labor, but the resulting agent does not fulfill that role.

Where is the problem? For non‑IT users, setting up the environment, repeatedly asking questions, and crafting precise prompts already presents a high barrier.

Parameter details – which are required?

/spawn – mandatory command prefix that tells OpenClaw to perform a creation operation.

runtime=subagent – mandatory; selects the sub‑agent runtime used for task division. Using a different runtime (e.g., runtime=acp) creates a completely different tool such as a code‑generation environment.

agentId=... – mandatory; the unique identifier for the new assistant. Omitting it may cause errors or generate an unreadable random ID.

task="..." – absolutely required; this is the core of the command. Without a task the agent becomes a blank placeholder that only replies with a default template.

label=... – optional but strongly recommended; a human‑readable name that simplifies backend management.

Concrete example:

/spawn runtime=subagent agentId=photo_organizer label=PhotoOrganizer task="You are a professional digital photo organizer. Your core tasks are: 1. When a user uploads an image, you can process it, categorize it, and suggest optimal storage options."

Providing a well‑defined task ensures the role behaves correctly.

The author notes that OpenClaw often trips up non‑IT users: installation and configuration can be confusing, and even after setup the tool may not solve the user’s specific problem because the prompt is not professional enough.

To help peers with similar difficulties, the author created a practice group. Interested participants can join by mentioning “2026openclaw practice” in the group description.

Community discussion points:

What can OpenClaw do? (basic knowledge)

Installation issues (for users unfamiliar with configuration)

Installed OpenClaw but cannot achieve personal needs due to unprofessional prompts

Unsatisfactory results from self‑exploration

Willingness to accompany and guide non‑IT users