Lunacy
Ultra-fast, AI-powered design software for UI/UX professionals with native Sketch support and offline capability.
IconNet represents the 2026 frontier in neural vector synthesis, moving beyond raster-to-vector conversion into native generative geometry. Unlike standard diffusion models that produce pixels, IconNet utilizes a specialized architecture—primarily leveraging Graph Neural Networks (GNNs) and Transformer-based path decoders—to predict Bezier curves and control points directly. This ensures that every output is a resolution-independent, production-ready SVG file with clean layer hierarchies. In the 2026 market, IconNet has transitioned from a research-grade implementation (originated by Google Research and later commercialized) into a robust API-first platform. It is designed for enterprise design systems that require semantic consistency across thousands of assets. The technical architecture excels at understanding 'iconic' constraints: maintaining stroke consistency, pixel-grid alignment, and stylistic uniformity. Its positioning is unique because it solves the 'messy vector' problem typically found in AI-generated graphics, providing mathematically optimized paths that require minimal manual cleanup by UI designers.
Uses NLP to map textual descriptions to specific vector geometries, ensuring 'Home' always generates a house shape rather than abstract art.
Verified feedback from the global deployment network.
Post queries, share implementation strategies, and help other users.
Algorithms that reduce node count by up to 60% while maintaining visual fidelity.
A style-transfer layer that enforces a unified aesthetic across an entire icon set.
Real-time snapping of generated paths to a specified pixel grid (8px, 16px, 24px).
Allows the user to adjust the weight of all strokes globally within the generated SVG.
Generates SVGs with logical groups and named layers based on visual components.
Applies consistent lighting and depth (skeuomorphic or glassmorphism) using neural layers.
The need for 50+ consistent icons for a new banking interface in 48 hours.
Registry Updated:2/7/2026
Different cultures require different icon metaphors (e.g., mailboxes).
Converting old raster logos into clean, high-performance SVGs.