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The search plan is a graph of nodes and weighted forms with conditional arcs, after the owner's harrier engine, kept in aihawk.yaml so it can be tuned. Search scores titles in Python from it, by rarity among the postings of the place, and a town's name no longer matches where the country column says otherwise. Judging asks closed questions and computes the score from the answers. Plugins now describe how each site's pages are built; SmartRecruiters, Teamtailor, JazzHR, BambooHR and Personio are new, from rendered pages. The browser window is visible. The model gets the server's own instructions, its rungs of coordinates and screenshots, and any tool it marks read-only; a click at a point goes through the same check as a click on a selector. The form rules now send certifications and unstated facts back as questions, after a real test ticked them. A daily run tries the newest invisible-playwright-mcp.