The physical foundation.
Investigate how retained state, computation, and adaptive connections can work together. Move from executable models to measured devices and repeatable assemblies.
Treavor Anthony English · A new computing architectureResearch & development · October 28, 2026
Artificial IntelligenceIntelligence belongs
Intelligence belongs
with its owner.
We are developing a new kind of computing system: the physical Cell, the computer, the server, the intelligence, and the network that helps them learn together.
A machine designed to carry your knowledge forward. A manufacturing system designed to make that machine real.
Persistent knowledge & useful local intelligenceConnected machines & evaluated shared learningProduct & production designed together
01 / The founding idea
A lifetime of knowledge.
A machine that carries it forward.
Your work should accumulate: the sources, the discoveries, the corrections, and the decisions that made the next result possible.
Humanus is the ambition to bring that continuity into an owner-controlled machine. The research connects persistent state, computation, communication, and adaptation, from the physical element to the complete system.
The hardware is the core.
The network extends it.
Manufacturing makes it repeatable.
CERO and the Cell engineering work form part of this pathway. The long-term research explores a connected three-dimensional fabric with energy, memory, communication, and maintenance designed into its physical structure.
02 / One integrated program
Build the whole machine.
From one machine to many.
Develop local computers and larger server assemblies around explicit memory, power, cooling, communication, and recovery requirements.
Learn. Retain. Improve.
Preserve exact records while testing how experience improves performance. Evaluate new learning rules against ordinary approaches on unfamiliar tasks.
Every machine contributes.
A network designed for continuous shared learning, 24/7/365. Validate contributions, test improvements, distribute accepted updates, and recover from bad ones.
Build how it is built.
Co-design assembly, calibration, inspection, and repair. Develop production tools around measured requirements and qualified processes.
Your knowledge. Your control.
Make permissions, continued local operation, access to records, and chosen connections part of the architecture from the beginning.
These are development objectives. The complete physical machine and continuously learning network have not yet been demonstrated.
03 / What exists today
Bounded software evidenceA working reference.
A working reference.
A measurable next step.
The October 28 reference demonstration combines prediction, correction, saved state, and recovery after a lost acknowledgement.
It was evaluated on 4,000 held-out synthetic cases after 3,200 training observations. The correction improved the supplied starting equation; an ordinary estimator was slightly more accurate. The result supports the integrated behavior, not a claim of superior AI or physical material intelligence.
04 / Founder
Treavor Anthony English
Author, independent journalist, and founder of Hardcore News. Developing Humanus around a larger question: what should a computer become when its hardware, intelligence, network, and production process are designed together?
Meet the founder →Engineers · Research collaborators · Manufacturing partners · Early backers
Help make the next
machine real.
We are seeking people who can help turn the architecture into measured hardware, independently reproducible evidence, and a repeatable production process.
treavor95@yahoo.com · Development-stage program. Scope, costs, and funding requirements will follow the next defined engineering milestone.