Citation
If you use this work in your research, please cite:
@article{murray2025biotranscendent,
title={Mathematical Framework for Bio-Transcendent Intelligence: with Phase-4 Application Results},
author={Murray, Jeff N},
year={2025},
month={August},
note={Personal research project. Available at: https://huggingface.co/jmurray10/phase4-quantum-compression}
}
Paper Abstract
We present an application-validated framework for intelligence beyond biological constraints, combining quantum search, adaptive computation, reliability-first memory, and efficiency-driven compression. New Phase-4 experiments demonstrate:
- Grover's search executed end-to-end on real quantum hardware (IBM backend), achieving marked-state success of 59.9% over 2048 shots (simulator: 95.3%)
- Near-theoretical 4� model compression on MLPs (3.92� measured from serialized weights) with minimal output drift (MAE 0.0018)
- An energy proxy reduction of 62.1% for INT8 vs FP32 with a small latency trade-off on CPU small batches
- Genuine optimization trade-offs where SGD is 3.9� faster while Evolution attains 128� lower final loss