Quantum · Fusion · Semiconductor equipment
An AI factory for precision metal parts.
ARIA Dynamics is building an AI factory that almost fully runs itself: software does each step from quote to machined part, and people check and approve the work. Precision vacuum and cryogenic parts for quantum, fusion and semiconductor equipment. We are building toward repeat production, with first articles as the starting point.
Start here
What would you like to work on?
Choose the conversation that fits your work.
I need precision parts
Discuss a part family, material, quantity and timing. We will review the requirements and proposed production route.
I can share manufacturing knowledge
Describe engineering records, process footage or inspection examples you may have permission to share.
I want to host a shop conversation
Explore an interview or demonstration about the practical decisions behind the work, with filming boundaries agreed first.
I have a research data need
Tell us about the task, missing examples and evaluation approach. We can discuss whether a collection effort makes sense.
The parts we are focusing on
Vacuum hardware
Chamber components, flanges, ports, fixtures and sealing faces.
Cryogenic parts
Copper and aluminum mounts, thermal links and brackets.
Magnet and coil hardware
Formers, clamps and tooling.
Semiconductor equipment
Repeat part families with agreed material, process and inspection requirements.
Initial material focus: aluminum, stainless steel and copper. These are target applications, not a claim of qualified production capability.
A clear production route
Agree the requirements
Part family, quantity, material, inspection and delivery needs.
Plan the job
Engineering, programming and the required checks are defined before production.
Name the shop
Our planned partner-shop model identifies the manufacturing site and operations in the quote.
Build the record
First-article acceptance and repeat-order requirements are agreed with the buyer.
ARIA is pre-revenue and does not yet own production machines. The partner-shop production route and our own automated cell are being developed. Unattended operation is an objective, not a current capability. ARIA Dynamics has not yet demonstrated it.
CNC program checking
We are developing program-checking software as an internal engineering tool. It does not replace machine prove-out, inspection or a qualified operator. Read the current limitations.
People behind the work
Founder-led. Grounded in engineering.
Jonathan Kofman is building ARIA around a practical question: how can precision parts move more reliably from an initial part into repeat production?
Technical advisor Scott Barraclough brings decades of mechanical engineering and semiconductor equipment experience.
Advised by Igor Seletskiy, Scott Blow and Scott Barraclough.
Meet the teamManufacturing data collaboration
Share the knowledge behind the work.
We are looking for shops, engineers and research teams interested in permissioned manufacturing examples: process decisions, approved shop-floor video and inspection workflows.
Start with a nonconfidential description of what you could share or what your research needs. We will agree permissions and intended use before receiving technical material.
Start a conversation
Tell us about the part family and the production problem. Do not email restricted drawings, models or CNC programs. We will agree a suitable route before technical data is exchanged.
Discuss a part