Research

AI findings, discoveries, and explorations.

A Purpose-Built Rendering Engine for AI-Native Design: The VBrowser as Observable CSS Cascade and Training Data Generator

A formal analysis of the VBrowser Protocol — Nokuva's ground-up Rust-to-WASM reimplementation of browser rendering subsystems that eliminates the browser dependency, makes every stage of the CSS cascade observable and queryable, and produces structured training data for next-generation style understanding models at 80–100x context efficiency for style operations.

nokuvavbrowsercss

May 11

Research

New

A Structured Protocol for AI-Native User Interface Generation: Virtual DOM as Semantic Intermediate Representation

A formal analysis of the Virtual DOM protocol developed for Nokuva — a Rust-to-WASM engine that restructures how AI agents produce, manipulate, and reason about UI structures through JSON-serializable semantic representation, achieving 50x context efficiency over file-chunking approaches.

nokuvavdomai

May 11