limou released the Evidence Loop Visibility Engine open-source project, an offline, deterministic framework for evidence-first SEO, AEO, GEO and LLMO workflows.

limou is being built for the step between deciding what ads to run and having them made: choosing what to test, approving it, and keeping the record of both. Start with one product and one question. Plan a batch of variants (angle, hook, format) and approve or reject each concept before anything is produced. Keep the proof: what was approved, what was made, how it was made, and where it ran. Not open yet. limou.ai holds the list; one email when it opens.