Help turn ambitious systems questions into reproducible engineering.

Antshiv Robotics is currently a small, founder-led engineering company. The most useful collaborations begin with a concrete model, kernel, operating-system, controls, hardware, education, or validation problem.

There is no generic hiring funnel today. There are real contribution, research, teaching, sponsorship, and bounded project paths.

OPEN ENGINEERING · COLLABORATION

Choose the relationship that matches the work

Recognition is based on the engineering contribution, not merely retained line count. Claims, ownership, scope, and evidence should remain explicit.

COLLABORATION PATHS

Public CKE development

Reproduce an issue, add a platform lane, improve a kernel, strengthen a numerical oracle, document a circuit, or harden tooling. Start with the repository, its current contribution terms, and a concrete issue.

CONTRIBUTE

Model and systems collaboration

Bring an architecture, reference implementation, dataset question, CPU platform, or experiment that benefits from transparent kernel-level investigation.

RESEARCH

Courses and technical content

Develop notebooks, diagrams, demonstrations, or curricula that teach AI from model behavior down through circuits, kernels, memory, and hardware.

EDUCATION

Hardware and laboratory support

CPU nodes, memory, storage, networking, embedded targets, and access to specialist systems can become public reproducible validation lanes with agreed evidence boundaries.

SPONSOR

Bounded engineering work

For a commercial investigation with a defined outcome, use the consulting route rather than an open-ended collaboration request.

COMMISSION

Employment is not open today

Future paid roles will be published with scope, compensation, location, and expectations. Unsolicited resumes are not treated as consent to retain personal data indefinitely.

FUTURE ROLES

Send enough evidence to make the next decision

A short, specific message is more useful than a broad partnership pitch.

A USEFUL FIRST MESSAGE

The question

What exact behavior, limitation, model, platform, or research question are you addressing?

1

What exists

Link the source, paper, hardware, reproduction, measurements, or prior attempt.

2

Your proposed role

State what you can contribute and what you need from Antshiv Robotics.

3

The evidence boundary

Explain what result would count as progress and what remains unknown.

4