EchoKey TQN MatrixForge

Whitepaper Edition • May 21, 2025

What It Is

MatrixForge is a highly optimized, 200-line CUDA kernel for fused-band matrix multiplication across arbitrary precision domains. It integrates the EchoKey framework’s principles of ethical compression, quantum coherence, and recursive reuse into a blazing-fast tensor compute engine. Operating on NVIDIA Tensor Cores with phase-tuned execution, MatrixForge introduces a new dimension of computational alignment—harmonizing hardware, precision, and energy ethics.

Performance

  • Up to 6102.87 TFLOPS @ 32768×32768 FP32 with band-synergistic execution
  • Verified against NumPy — zero error (RMSE: 0.00000) in reference benchmarks
  • Sub-millisecond runtime on 16384×16384 and lower for 2–4 bands
Example - RTX 3090:
4096×4096 @ 2 bands → 135.16 TFLOPS (0.0010s)
16384×16384 @ 2 bands → 2493.52 TFLOPS (0.0035s, RMSE = 0.0)
32768×32768 @ 2 bands → 6102.87 TFLOPS (0.0115s, NumPy verified)

Scalability & Portability

  • Minimal Dependencies
    Uses only native CUDA, with pybind11 bindings. No frameworks. No overhead.
  • Arbitrary Precision Phases
    Phase control supports near-infinite resolution via floating-point modulation. Tunable to 1e-512 and beyond.
  • Phase-Precision Mapping
    Precision and error can be dynamically controlled through phase harmonics, making it adaptive and efficient.

Why It Matters

  • Beyond FLOPS
    MatrixForge isn’t just fast — it aligns computation with physical substrate behavior, discovering new patterns in phase-space execution.
  • Quantum-Sympathetic Design
    Every component functions like an instrument in a quantum symphony—band-aligned, phase-harmonic, precision-controlled.
  • Proven Accuracy
    RMSE: 0.0 under benchmarked NumPy validation across massive input ranges (up to 32K×32K).

The Ask

Seeking immediate funding to secure, scale, and ethically deploy EchoKey TQN MatrixForge.

Source is proprietary, available only under NDA.

We are open to joint ventures, academic partnerships, and AI governance alliances.

Looking for a business/strategy co-founder to lead commercialization and represent MatrixForge globally.

Request Access

Contact us to receive the whitepaper, detailed plots, and phase-tuning benchmarks. Demo videos and phase-coupled wave propagation maps available on request.