Lab

QUANTUM ALLONE

Research, experiments, and open findings on AI agents, cost optimization, and automation.

Research

6 papers

Scientific Research

Primary research at the intersection of quantum physics and intelligent systems.

Status Report|March 12, 2026|15 min read

The Map Before the Territory: Quantum ML Roadmap 2026

A synthesis of 50+ scientific papers and our own experimental results — mapping where quantum AI stands today and where it's headed.

Part 6 of 6

Applied Research|October 30, 2025|Pt. 5

Beyond QAOA: Entanglement as an Optimization Resource

Our Entanglement-Driven Optimization framework outperforms QAOA on Max-Cut by 6.6% and TSP by 31% — with honest benchmarks against classical solvers.

Theoretical Paper|January 15, 2026|Pt. 4

Collapsing a Giant: Tensor Network LLM Compression

How quantum-inspired tensor decompositions can compress billion-parameter language models by 50-60% while preserving 97%+ accuracy.

Experimental|November 18, 2025|Pt. 3

Quantum Noise as a Feature, Not a Bug

How we turned quantum decoherence — the bane of quantum computing — into the forward process of a diffusion model, achieving 20x fewer denoising steps.

Hardware Review|February 24, 2026|Pt. 2

The Night We Woke Up a Dragon: Benchmarking Wukong

A 30-day deep benchmark of Origin Quantum's 72-qubit superconducting processor — finding 48 golden qubits and building a 3-layer error mitigation stack.

Core Research|December 02, 2025|Pt. 1

The Thermodynamic Necessity of Quantum AI

Why the 100,000x energy gap between silicon and synapses makes quantum hardware a physical necessity for AGI — not a luxury.