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Webbeon

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Webbeon
© 2026 Webbeon Inc. All rights reserved.
Our Vision

Why we're building the entire stack

The future of intelligence is vertically integrated. We're building from model weights to transistors — because the companies that own the full stack will define the super-intelligence era.

The Thesis

Vertical integration wins

Global AI infrastructure spend is projected to exceed $1 trillion by 2030. The companies that capture the majority of that value will not be those with the best model or the fastest chip in isolation — they will be those that own the full vertical from silicon to software. Vertical integration is not a strategy for efficiency. It is a strategy for defensibility.

When Apple designed the M1 chip, the insight wasn't just better performance — it was that owning the full vertical from silicon to software unlocked capabilities that no partnership could replicate. Memory bandwidth, power envelope, thermal characteristics: every layer informed every other. The result wasn't incremental. It was architectural. We're applying the same principle to intelligence.

One of 4–7 companies in North America will compete across the entire stack in the super-intelligence era. With complete system access, full IoT surface layer, and a powerful perception layer of the real world, we intend to be one of them.

Phase I — Frontier AGI
Odyssey
24/7 awakeness. Adaptive awareness.
∞configurable intelligence modes
24/7continuous awakeness
DUALdual inference modes
0data center dependency
THE MIND
Phase II — IoT Perception
Object Class
Object Class doesn't follow instructions — it builds understanding. Inspired by how infants learn physics not from textbooks but from reaching, failing, and revising, Object Class constructs spatial models in real time.
89%novel object grasp
14msplanning latency
zeroprior maps needed
0.02Nforce resolution
THE SENSES
Phase III — Custom Silicon
Oracle Class
Not GPUs repurposed. Silicon designed from first principles for AI inference.
4.8 TB/smemory bandwidth
40%energy reduction
85mstime to first token
3nmprocess node
THE BODY
Phase I
2026
Frontier AGI
Odyssey — local inference, zero data center
Phase II
2027
IoT Perception
Object Class — edge intelligence, full surface layer
Phase III
2028
Custom Silicon
Oracle Class — purpose-built W1 silicon for AI
Defensibility

What vertical integration makes possible

Cross-layer optimization

Intelligence, perception, and silicon are co-designed — not bolted together. Every layer informs every other, unlocking capabilities that no external partnership can replicate.

Local-first architecture

No cloud dependency means privacy, latency, and data sovereignty are design properties — not afterthoughts. The stack works on the edge, in the vehicle, and in the field.

Compound advantages

Each layer makes the others better. Improvements cascade across the stack. Oracle Class silicon makes Odyssey faster. Odyssey makes Object Class smarter. The moat compounds.

47
publications
12
patents
6
research frontiers
100%
independently reproduced
Research
MIT CSAIL
Research
Stanford HAI
Industry
DeepMind
Science
CERN
Research
Max Planck
Research
Caltech

The stack is being built. Talk to us.

We're looking for researchers, engineers, partners, and institutions who understand that the future of intelligence is vertically integrated.

Get in touchRead our research