AI Research — Coming Soon

Frontier AI when you want it.
Complete privacy when you need it.

Cloud-connected for frontier models. WASM-in-browser for offline web. Desktop-isolated for air-gapped security. Same codebase, same tools — you choose where your code and data live. Build across Rust, C++, C#, Go, Python, JS, and WASM.

Navigator Overview

Xll Ai Navigator deployment modes.

A single operating model for private local analytics, cloud-connected analytics, secure web delivery, and interactive HTML experiences.

Xll Ai Navigator		Web	Interactive HTML
Private Analytics	Cloud Connected Analytics	Web	Interactive HTML
Black car Private Local AI Ready Private Data Residency Zero Network Stack Tight control of limited communication Low Latency High Speed Rust Philosophy Custom configurable with software libraries and data of your choice Rust, C# Dot Net, C++, Go Guest Sandboxed Languages - Python, Javascript, Typescript Black SVG CarPrivate / Local	White SVG car Frontier AI via MCP Configurable Network Stack Low Latency High Speed Rust Philosophy Custom configurable with software libraries and data of your choice Rust, C# Dot Net, C++, Go Libraries Guest Sandboxed Languages - Python, Javascript, Typescript White SVG CarCloud / Connected	Web delivery Web Web Secure via Rust WASM High performance via Rust WASM	Interactive experiences Javascript Enhanced Typescript Enhanced Designed for Email and Mobile

The table is horizontally scrollable on smaller screens so the four-column layout stays intact.

Research Programme

Four projects. One polyglot AI vision.

Each project tackles a different layer of the polyglot AI problem. All are active research — built in production, being prepared for open release. Coming soon.

Xll.Ai.Platform

Web WASM + Windows Native

Three deployment modes from one codebase. Cloud-connected with frontier AI models. WASM-in-browser for offline web — no server, no data leaves the tab. Windows native via WebView2 and Skia for air-gapped, isolated desktop. Multiple CSS themes with Smart JS/TS customisation.

Rust · C++ · C# · JS/TS · WASM · WebView2 · Skia

CPS.ai

Cargo-Project-Solution

One cps.ai.toml at your workspace root. Cargo’s TOML conventions for Rust, C++, C#, Go, Python, and JS. Shared versions, build pipelines, AI context. TOML and JSON all the way down.

cps.ai.toml · VS2022 · VS2026 · VSCode · RustRover · CUDA

MathIR

Deterministic Code Generation

Specify a function once in TOML. MathIR parses it into a typed AST (Abstract Syntax Tree), then emits deterministic, identical implementations across seven languages — plus Excel Lambda. AI proposes — the AST enforces. Frontier models and deterministic codegen working in harmony.

AST · TOML · Rust · C++ · C# · Go · Python · JS · CUDA · Excel Lambda

BRT.ai

Build-Run-Test

Same test vectors, every language, every commit. If any implementation disagrees, the build fails. Parity is a CI gate, not a hope.

Rust↔C++↔C#↔Go↔WASM↔Python↔CUDA↔Excel Lambda