Kraken Systems

Built by us.
Operated by us.
Pushed to the edge.

We are an independent, founder-led technology organization. We design, build, run, and maintain the systems small businesses and teams depend on — websites and growth, AI and automation, and technical operations — all engineered in-house, with a public Research Lab and a Humanitarian Systems program behind them. Human authority stays in command; the work is measured and published honestly.

Why we do it this way

Disciplined engineering. Human command. Measured work.

We build capable systems through disciplined engineering, automation, experimentation, and intelligent use of available resources.

Resourceful by design — mixed-generation and unconventional hardware can still deliver serious capability when engineered around the right workloads. That engineering is what the Research Lab documents, and what the practice areas are built on.

Authority is never delegated away. Agents assist with research, organization, testing, and proposals; humans approve publication, credentials, money, legal claims, destructive changes, and sensitive records.

More about how Kraken operates →

The system

Human authority. Orchestrated systems. Measured results.

Simplified architecture diagram. Human authority governs every layer; detailed compute inventory and experimental evidence live in the Research Lab.

Research Lab · technical evidence

Claims are backed by build records.

Million-token context researchExperimental million-token local context configurations validated on self-hosted infrastructure — with boundaries documented honestly where a model or runtime caps what is possible.
Multi-GPU engineeringMeasured model comparisons and long-context deployments on a 4× Tesla P100 node, including a 524K-context load of a 35B-A3B model.
Thermal and lifecycle automationIdle lanes gracefully unload after 15 quiet minutes and auto-wake with GPU-binding verification — including a latent-bug fix found along the way.

Visit the Research Lab Browse projects

Humanitarian Systems · Project KATIA

A mission with a legal boundary.

A developing research and humanitarian initiative.

Project KATIA explores whether technology can help families find information, navigate complex systems, prevent international child abduction where possible, and support lawful efforts toward reunification. It is a developing initiative — not a service, and not a substitute for lawyers, courts, or law enforcement.

Hire or support

Start a conversation.

Whether you need a website built or fixed, an AI workflow automated, infrastructure operated, a hardware partnership explored, or want to support the humanitarian program — the direct route is a conversation. Kraken replies via email and prioritizes by mission, safety, and available capacity.