The Technology Behind CyForge Labs

Smarter Primes, Proven Performance

CyForge Labs builds precision cryptographic tools based on a proprietary heuristic framework for prime number sieving and candidate scoring.

Our technology bridges advanced number theory with practical engineering, creating an efficiency layer that accelerates cryptographic key generation — without altering the mathematical proof chain that underpins security.

The CyForge Heuristic Framework

A Modern Approach to Prime Sieving

Traditional sieves, such as the Sieve of Eratosthenes or wheel factorisation, eliminate multiples of small primes.

CyForge extends this concept by introducing a heuristic probability model that evaluates the structural relationships between numeric residues and modular symmetries across dimensions.

Each candidate is assigned a “Prime Likelihood Score”, computed through a deterministic scoring function that combines modular patterns, vertex-based relations, and weighted frequency analysis.

Numbers exceeding a defined threshold are passed to full primality testing (e.g., Miller–Rabin), dramatically reducing redundant computation.

Key Advantages

  • ⚡ Efficiency: Reduces unnecessary primality tests by up to 5× in benchmark scenarios.

  • 🔋 Sustainability: Decreases CPU time and energy use during key generation.

  • 🔒 Integrity: Does not replace or alter any cryptographic proofs.

  • 🧩 Compatibility: Works with RSA, ECC, and lattice-based algorithms.

  • 🧠 Adaptability: Designed for future integration with AI-based optimisation.

Architecture Overview

The Core Engine

The heuristic engine runs as a lightweight pre-filter written in C/C++ with Python, Rust, and Go bindings. It integrates seamlessly with cryptographic libraries such as OpenSSL, GMP, and LibTomMath.

The CyForge Stream API

For developers, our cloud API exposes endpoints for prime scoring and candidate generation.
Results are returned in JSON format with confidence levels, enabling high-speed integration with blockchain, research, and data science pipelines.

Security & Validation

CyForge’s algorithms are validated against comprehensive prime corpora and Carmichael numbers to ensure zero false negatives in safe mode.

All builds are signed, reproducible, and conform to FIPS-aligned development practices.

Why It Matters

By making cryptographic key generation faster and more energy-efficient, CyForge Labs contributes to a more scalable and sustainable security ecosystem.

We believe the next era of cryptography will be defined not only by strength, but by efficiency, transparency, and adaptability — and CyForge is built for that future.

Learn More

  • CyForge Core — Enterprise Library

  • CyForge Stream — Developer API

  • Request Technical Paper