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A cron scheduled process hits the Anthropic Messages API with the full personality context baked into the system prompt, generates an original tweet in character, runs it through a deduplication check against previous outputs, and posts it through the Twitter API v2 OAuth pipeline. No human review. No approval step. He just says things now. And every single one of them is wrong.