Blog

Case study: from a dense PDF pipeline (Discord, LinkedIn, Unipile, Lusha, Odoo) to seven markdown files the agent can run inside—filing tiers, deduplicating nine first-draft overlaps, and writing SOUL from what the spec never said out loud.

Opening post: why this project exists, what we actually built for anyone who lands here, and how it connects OpenClaw, Resizes, and personal experiments.