Research Matrix

The science engineered inside the lattice.

edmxlabs operates four active research units spanning silicon, simulation, operations, and alignment — each instrumented to laboratory precision.

Custom AI Accelerator Co-Design
Unit 01 / Silicon

Custom AI Accelerator Co-Design

We co-optimize hardware and software for sparse, low-precision training. Our kernels target next-generation accelerators with topology-aware scheduling, squeezing maximum utilization from every transistor.

Sparse ComputeKernel FusionFP8 Training
AI World Simulation
Unit 02 / Simulation

AI World Simulation

High-fidelity synthetic environments for embodied agents and scientific discovery. We generate, perturb, and validate millions of simulation rollouts with full lineage and reproducibility.

Embodied AISynthetic DataDigital Twins
LLM Operations Platform
Unit 03 / Operations

LLM Operations Platform

A hardened operations layer for serving, evaluating, and continuously fine-tuning frontier models. Speculative decoding, autoscaling, and live telemetry are first-class primitives.

Inference MeshEvaluationObservability

Lab protocol