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DepthPilot AI

System-Level Learning

Skills

Turn repeated OpenClaw work into skills and SOPs

A useful skill is not a giant all-purpose brain. It captures a high-frequency action with a stable decision path so that you and your team can reuse it.

What should be turned into a skill first

Project start checks: doctor, channel probe, search provider, pairing status.

Daily ops checks: latest failed tasks, plugin health, permission errors, queued work.

Pre-plugin-launch checks: version, Gateway restart, minimum regression validation.

Chat or ticket triage: repair context first, then decide whether to use tools, a skill, or human escalation.

How to write one without making it bloated

Keep the core workflow in `SKILL.md` and move long details into `references/`.

Put deterministic logic in `scripts/` instead of natural-language instructions.

One skill should solve one stable scenario. Do not start with a universal controller.

How to validate the skill after writing it

Prepare 2 to 3 real trigger phrases and see whether the skill is invoked consistently.

Require a stable output shape such as a checklist, issue summary, or next-step plan.

If outputs vary wildly, the skill is still too broad and should be narrowed.

Starter Template

The project already includes a reusable `SKILL.md` starter and a bootstrap checklist. Start with a simple project bootstrap skill before you optimize further.

OpenClaw Skills and SOP Tutorial | DepthPilot AI