THE GRID
IS DETERMINISTIC

Invariant-PIKAN calculates what others cannot predict. Zero historical data required.

CURRENT STATUS: LIMITED DEPLOYMENT
48hrs
ZERO-DATA DEPLOY
100%
PHYSICS-BASED
ATTACK
RESISTANT

THE COMPETITION IS CLEANING CSVs

STANDARD APPROACH

  • × 6 months data collection
  • × Black-box predictions
  • × Fails under sensor noise
  • × Correlation, not causation
“We need more data before we can optimize.”

INVARIANT-PIKAN

  • 48 hours to production
  • Symbolic derivations
  • Stronger under attack
  • Maxwell's equations
“We already know. We don't need your history.”

CURRENTLY DEPLOYED: 3 GRID OPERATORS. WAITLIST OPENING Q2 2026.

THE ARCHITECTURE IS CLASSIFIED

Invariant-PIKAN embeds Maxwell's equations into neural architectures. The result: a system that knows physics before it sees data.

KAN
KOLMOGOROV-ARNOLD
PINN
PHYSICS-INFORMED
HWF
HARDWARE-AWARE

PATENT PENDING • DO NOT DISTRIBUTE

“I optimize grids that don't exist yet.”

No historical data. No sensor infrastructure. No problem. Invariant-PIKAN derives capacity from first principles.

DR. GELAVIZH AHMADI • QUANTUM PHYSICS • INVARIANT SYSTEMS

DEPLOYMENT TIERS

TIER 01

GRID ORACLE

Zero-data DLR for transmission operators. Deploy in 48 hours without sensor infrastructure.

BY APPLICATION ONLY
TIER 02

THERMAL SOVEREIGN

EV battery pre-heating optimization. Per-chemistry parameter learning.

LICENSED TO 2 TIER-1s
TIER 03

DARK GRID

Optimization for data-scarce environments. One SCADA point per 100km.

WORLD BANK PRIORITY
THE EVIDENCE

PHYSICS DOESN'T LIE

Numbers from active deployments. No historical data required.

3
ZERO-DATA DEPLOYMENTS
0.0004
PHYSICS RESIDUAL
+2.3%
ATTACK RESISTANCE
48hrs
DEPLOYMENT TIME
“We tested Invariant against our existing ML pipeline. It performed better with zero training data than our model did with 2 years of history.”
— GRID OPERATOR, CONFIDENTIAL DEPLOYMENT

ACCESS IS LIMITED

Invariant-PIKAN is currently deployed with select grid operators. We are accepting applications for Q2 2026 deployment slots.

Average response time: 48 hours. Not all applications are approved.