Introducing EdgeRock · Open weights. Fixed-capacity history.

Meet the model ↗
Company / Rock Matrix

Build intelligence
that keeps going.

We explore a different foundation for useful AI: compact models with persistent understanding, predictable memory, and a path toward specialized machines.

01 / Our perspective

The next chapter of AI will be shaped by what a model can carry forward. Understanding that persists. Computation that fits. Intelligence that stays close to the work.

Models. Memory. Machines.

Rock Matrix connects model research with the systems that make it useful. World-State is the common thread: an evolving representation of experience inside a fixed-capacity history state.

EdgeRock is our first open model. DiffusionRock and SiliconRock extend the research toward parallel generation and model-to-silicon co-design.

02 / Work with us

A concrete question
is a good beginning.

We welcome technical partners who want to understand a workload deeply and build something useful around it.

01

Evaluate a model.

Model + application teams

Explore bounded memory for long-running agents, reasoning workflows or multimodal tasks. Bring a representative workload and the conditions that matter to your users.

Discuss an evaluation
02

Shape a runtime.

Device + systems teams

Study the path from an open checkpoint to a real deployment constraint: memory, latency, concurrency or a specific hardware platform.

Discuss deployment
03

Explore the machine.

Architecture + hardware research

Investigate fixed-state execution, memory organization and specialized model computation. Connect model requirements with hardware design questions.

Discuss hardware research
03 / Join the conversation
Careers / Expressions of interest

Good questions.
Hands-on builders.

Explore research and engineering directions across model memory, training, inference systems and hardware architecture.

Explore future roles
Events / In planning

Open a paper.
Build a conversation.

Research sessions, practical developer labs and architecture roundtables. Help shape the conversations we host next.

Explore planned events
04 / Contact

Let’s start
with the work.

Tell us what you are building, which constraint matters, and where you would like to explore together.

General enquiries

Partnerships, recruiting and events.

support@rockmatrix.ai ↗

Research + technical collaboration

Model evaluation, systems and research conversations.

huaxu@ust.hk ↗

Licensing + commercial use

Questions about model terms and commercial licensing.

jihs@stonehill-tech.com ↗

Code + runtime issues

Reproducible technical issues for the open-source runtime.

GitHub issues ↗

Email links open your mail app. For public technical issues, include a small reproduction and the runtime revision.