A DecaCell compute core
- 99% less Energy
- Unmatched Performance
- Deterministic - no FP limit
Stealth Mode
Fast, energy-efficient
EBM computation
for AGI, Beyond LLM
From arithmetic
→
To Geometry.
Where intelligence aligns with nature.
The new compute paradigm
Introduction to the Decatron.ai compute paradigm.
The Problem
AI is Hitting the compute Wall
The world cannot brute-force its way to AGI.
ENERGY COST
BRUTE-FORCE ARITHMETIC
PROBABILISTIC PREDICTION
HEAVY DATA MOVEMENT
The Shift
A new category of computation.
The DecaCell Architecture — a patented, energy-based, state-aware software compute core.
Harnessing natural physical forces to converge toward the most stable, lowest-energy state.
A New Compute Paradigm
- No clock-driven execution
- No fetch-and-execute pipeline
- No brute-force tensor execution
- Deterministic solver-based compute
How It Works
10D geometric, energy-based compute architecture.
Lawful energy dynamics resolving to stability.
The Result
A new class of computation where solutions converge rather than being executed.
A fundamental shift in how AI computation is performed,
enabling a deep technological moat.
GERVIS
Next-generation AGI foundation.
We are building the first operational cognition runtime.
Operational Cognition Runtime
Turns unknown tasks into validated, replayable, reusable capabilities.
Orchestrated DecaCell Fabric
A multi-cell cognitive fabric delivering real-time cognitive intelligence at scale.
Geometric Memory Lattice
A unified memory lattice that keeps context, behavior, and operational knowledge resident.
Closed Cognition Loop
Observe, reason, simulate, decide, act, learn, and improve through structured feedback.
What We Enable
Real-time Cognitive Applications
Delivering an all-in-one AGI foundation, orchestrated through the DecaCell architecture, and a unified memory lattice.
Enabling a new class of intelligent systems:
Cognitive & Agentic AI
Real-time reasoning through deterministic time-line and trajectory modeling.
Edge Compute & Intelligence
Run cognitive systems locally with minimal latency and energy footprint.
Compute Acceleration
Solve complex problems via O(1) search performance.
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.
Hardware-agnostic by design. Runs on general-purpose hardware.
Latest from
Company updates, research notes, and product milestones
Follow Decatron.ai on LinkedIn for the latest posts and announcements.
Decatron.ai updates
Company announcements, product progress, and technical insights from the Decatron.ai team.
Welcome to the AGI era.
Fast, energy-efficient computation for real-time cognitive intelligence.
A deeper computational framework aligned with the structure of the real world. This will reshape how we think about intelligence, simulation, scientific computing, robotics, and physical systems.
DecaCell - EBM compute core
Like the soap bubble finding its perfect shape, we are harnessing natural physical forces to converge toward the most stable, lowest-energy state.
Welcome to the EBM post-transformer era.
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