Protosampling: Enabling Free-Form Convergence of Sampling and Prototyping through Canvas-Driven Visual AI Generation

2026-01-08

arXiv.org

AI Summary

This work addresses the disconnect between sampling and prototyping in traditional creative workflows, which hinders rapid exploration and problem framing in the generative AI era. To bridge this gap, the paper introduces “protosampling”—a novel paradigm that unifies sampling and prototyping within a cohesive creative practice. Implemented through Atelier, an interactive canvas system, this approach integrates multimodal generative models, intelligent search, and visual collection management to enable users to instantly generate, blend, and organize visual content within a shared workspace. Atelier facilitates dynamic ideation by allowing creative practitioners to synthesize fragmented concepts fluidly, thereby supporting a seamless transition from divergent thinking to the consolidation of actionable design solutions.

Technology Category

• Cognitive Modeling & Cognitive Systems: Computational Creativity
• Humans and AI: Game Design — Procedural Content Generation & Storytelling
• Computer Vision: Computational Photography, Image & Video Synthesis

Application Category

• Social Networks and Social Media: Generative AI / large language models and their impact on social systems
• Search and Retrieval-Augmented AI: Agentic search
• Economics, Online Markets and Human Computation: Economic ramifications for generative AI infrastructure and applications

Abstract

As an emergent process, creativity relies on explorations via sampling and prototyping for problem construction. These activities compile knowledge, provide a context enveloping the solution, and answer questions. With Generative AI, practitioners can go beyond sampling existing media towards instantly generating and remixing new ones. We refer to this convergence as'protosampling'. Using existing literature we ground a definition for protosampling and operationalize it through Atelier, a canvas-like system that leverages a variety of generative image and video models for visual creation. Atelier: (1) blends the spaces for thinking and creation, where both references and generated assets co-exist in one space, (2) provides various encapsulated technical workflows that focus on the activity at hand, and (3) enables navigating emergence through interactive visualizations, smart search, and collections. Protosampling as a lens reframes creative work to emphasize the process itself and how seemingly disjointed thoughts can tightly interweave into a final solution.

Problem

• protosampling
• generative AI
• creative process
• visual generation
• problem construction

Innovation

• Protosampling
• Generative AI
• Canvas-based interface
• Creative workflow
• Visual prototyping