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1. OpenClaw is the gateway, not the Instagram channel itself

The useful mental model is that OpenClaw routes messages, sessions, and tools. Instagram posting is not a built-in chat surface in the same sense. It is an attached publishing capability that depends on the right skill and external API setup.

2. The practical design is skill plus Meta Graph API

A clean implementation uses an Instagram publishing skill that talks to the official Meta Graph API. That keeps the workflow closer to platform rules than browser automation or unofficial scraping approaches.

3. Most setup failures come from Meta permissions, not the agent layer

The recurring blockers are business account type mismatches, token expiration, missing business account IDs, and incomplete content-publish permissions. If those are wrong, the agent can prepare the post perfectly and still fail at publish time.

4. The workflow should be draft, review, then publish

The safest path is: prepare the media, generate caption variants, convert assets to public URLs when needed, create the media container, and publish only after a human review step. That protects brand voice and reduces avoidable posting mistakes.

5. Treat posting as an orchestrated job

The agent should record status by stage: draft ready, asset uploaded, container created, publish complete, or publish failed. That makes retries, approvals, and audit trails much easier to manage.