SOURCE-LINKED INTELLIGENCE

Designer-RSI: Evolving Procedural Memory from User Traffic for Agentic Graphic Design

arXiv · AI, language, vision and robotics · article · Sep 18, 2026 · UTC

Professional graphic design is a long-horizon agentic task in which structured, editable artifacts emerge from many interdependent actions, yet outcomes admit no reliable programmatic oracle. We introduce a continual adaptation framework in which a frozen frontier model operates professional design software through more than 230 tools, while an external procedural memory of natural-language skills accumulates and refines reusable design procedures from experience. The memory widens by acquiring procedures for recurring uncovered subtasks and deepens by revising existing procedures against thei

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