Post-transformer compute for real-time cognitive intelligence
Stealth Mode

A deterministic
post-transformer
EBM compute fabric
for real-time cognitive intelligence

From arithmetic To Geometry.
Where intelligence aligns with nature.

DecaCell geometric compute core visualization

The new compute paradigm

Introduction to the Decatron.ai compute paradigm.

The Problem

AI is Hitting the compute Wall

Weights and tokens can only take us so far. They won’t lead us to true intelligence.

Brute-force arithmetic
Probabilistic prediction
Heavy data movement
High energy cost

The Shift

From brute-force prediction to deterministic geometric resolution.

Today’s AI depends on massive models, probabilistic prediction, dense tensor computation, and heavy data movement. Decatron.ai replaces this stack with a deterministic post-transformer EBM compute architecture — built around DecaCell, a 10D geometric compute unit that unifies state, memory, convergence, and local reasoning.

The Core

DecaCell / EBM Compute Architecture

DecaCell is the core compute architecture behind Decatron.ai
A deterministic 10D geometric, energy-based (EBM), state-aware O(1) compute architecture. Designed to resolve instead of predict.

Decacell_value

From arithmetic → to geometry.

DecaCell EBM compute architecture visual

One lawful compute substrate designed for higher certainty, lower cost, and real-time cognitive intelligence.


One compute core. Two breakthrough systems.

The DecaCell EBM compute architecture powers both GERVIS, our native AGI foundation, and DecaQ, our Quantum-Class Computation (QPU-Free).

GERVIS

Native AGI Foundation

GERVIS ia a native AGI foundation. An Orchestrated cognitive DecaCells fabric, wrapped in a unified memory lattice. Designed to observe, reason, imagine, decide, act, validate, and improve through structured feedback.

GERVIS

AI stops predicting...
It starts thinking...

DecaQ

Quantum-Class Computation

A quantum-class compute cloud and SDK service built on the same deterministic convergence architecture — designed to deliver quantum-class computation without physical qubits, quantum noise, or QPU constraints.

QPU-Free Superposition & entanglementDeterministic ConvergenceNo physical qubits, no quantum noise, no QPU constraints.

Quantum-class compute.
Scaled deterministic compute units.

What We Enable

One Living World Model. Infinite Domains.

GERVIS brings lawful cognitive intelligence into operational domains where systems must observe, reason, simulate, decide, act, and improve in real time.

Cognitive AI

Real-time reasoning through deterministic time-line and trajectory modeling.

Edge Compute & Intelligence

Run cognitive systems locally with minimal latency and energy footprint.

Quantum-Class Compute

QPU-Free quantum-class computation for complex, high-dimensional problem solving.

Digital Twin & Simulations

From simulation → to systems that evolve and operate in real time.

Robotics OS

Unified perception, planning and control in a single compute substrate.

Predictive Systems

Continuous adaptation and prediction through dynamic system behavior.

Science & Physics

Multi-domain heavy compute simulation & reasoning.

Finance Cognitive Analytics

Real-time financial insight, risk detection, and decision support from dynamic data flows.

ARC-AGI

Artificial General Intelligence problem-solving through structured reasoning and adaptive multi-step resolution.

And much more…

Why It Matters

Real-time native reasoning
Less data movement
Teaching - not training!
Energy efficient
Unmatched performance
EBM-based compute
Low footprint
Full determinism
Scales across local, cloud and edge environments.
Hardware-agnostic by design. Runs on general-purpose hardware.

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