ABOUT FORERUNNER AI

We build the AI that builds your worlds.

Forerunner AI is a frontier AI research lab. We study the foundations of large-scale intelligence — from expert routing in trillion-parameter mixture-of-experts architectures to neural 3D reconstruction — and ship what we learn into products.

Our Mission

Forerunner AI exists to make spatial computing accessible to everyone. We believe every photograph contains a world — and our AI can reconstruct it. Using state-of-the-art neural 3D reconstruction and 3D Gaussian splatting, we transform ordinary photos into photorealistic, walkable 3D environments.

We are building an iOS app that brings our generative spatial platform to iPhone and Apple Vision Pro — powered by the Forerunner AI pipeline, from photo analysis and depth estimation through Gaussian splat generation to multi-platform spatial delivery.

Forerunner AI Research

We publish our work openly. Forerunner AI research spans mixture-of-experts (MoE) architectures, reinforcement learning dynamics, neural 3D reconstruction, and spatial AI — tested on models with hundreds of billions of parameters.

Our published work includes the first causal analysis of how scaled reinforcement learning reshapes expert routing in production MoE models, with gate-swap interventions across 229B and 671B parameter architectures revealing that routing specialization imposes a measurable tax on general-domain performance.

VIEW PUBLICATIONS

Technology

Neural 3D Reconstruction

State-of-the-art 3D Gaussian splatting reconstructs photorealistic geometry and appearance from ordinary photographs. No LiDAR, no depth sensors — just your camera.

Generative Scene Synthesis

Forerunner AI composes complete 3D environments by filling gaps, extending boundaries, and generating coherent spatial worlds from partial inputs and natural language descriptions.

Spatial Computing

Our platform targets Apple Vision Pro, iPhone, and the web. Room-scale environments you can walk through, powered by RealityKit and WebGL.

Mixture-of-Experts AI

Our research on MoE architectures with hundreds of billions of parameters informs how we build efficient, specialized AI systems that power the Forerunner generation pipeline.

Company

FOUNDED

2024

HEADQUARTERS

Mountain View, CA

CONTACT

go@forerunner.ai

Build with Forerunner AI

Whether you are interested in our research, want to see a demo of our platform, or are looking to partner with Forerunner AI — we would love to hear from you.