Seed IQ™ Intelligence + Quantum
Explore AIX Global’s published research in adaptive intelligence, governed fault-tolerant quantum compute, mathematics, molecular science, and higher-order intelligence.
Featured Research

This paper introduces Quantum Cybernesis, the unified framework combining Seed IQ's adaptive multiagent intelligence with governed fault-tolerant quantum compute to enable higher-order intelligence. Through comparisons involving AlphaFold, AlphaEvolve, and Dream-RSI research benchmarks, AIX demonstrates how Seed IQ can recognize limitations in its own understanding, reform how it represents problems, extend its knowledge through quantum computation, and continue discovering from what it learns.
DOI: 10.5281/zenodo.22901503

This foundational paper documents AIX Global's breakthrough in governed fault-tolerant quantum compute on IBM Heron quantum processors, enabled by Seed IQ's adaptive execution-governance architecture. It presents the execution and composition of essential quantum computing primitives and highly precise molecular chemistry calculations, demonstrating AIX's approach to performing reliable quantum computation on existing hardware without depending on conventional code-distance scaling.
DOI: 10.5281/zenodo.20585365
Research Library
Quantum Compute & FTQC
June 7, 2026
This foundational paper documents AIX Global’s breakthrough in governed fault-tolerant quantum compute on IBM Heron quantum processors, enabled by Seed IQ’s adaptive execution-governance architecture. It presents the execution and composition of essential quantum computing primitives and highly precise molecular chemistry calculations, demonstrating AIX’s approach to performing reliable quantum computation on existing hardware without depending on conventional code-distance scaling.
DOI: 10.5281/zenodo.20585365
Quantum Chemistry
August 27, 2026
This paper documents AIX’s extension of the established Motta hydrogen-chain benchmark from H₁₀ to H₁₀₀, reporting exact molecular ground-state energy calculations in computational regimes beyond the practical reach of classical methods. Using Seed IQ governed quantum compute, the research demonstrates how quantum computation can move beyond known scientific benchmarks to generate new molecular knowledge.
DOI 10.5281/zenodo.22134167
Mathematics
August 30, 2026
This paper presents AIX’s proposed mathematical resolutions to the six remaining Clay Millennium Prize Problems, using Seed IQ governed quantum compute to access decisive spectral and mathematical structures previously considered computationally inaccessible. The work combines quantum-computed results with mathematical arguments and supporting formal-verification materials, illustrating a new approach to addressing some of mathematics’ most challenging open problems.
DOI: 10.5281/zenodo.22179463
Financial Compute
September 1, 2026
This paper documents AIX’s application of Seed IQ governed quantum compute to institutional financial risk calculations, including derivatives valuation, portfolio risk, and complex financial modeling. It reports deterministic, high-precision computation without conventional Monte Carlo sampling and presents a throughput comparison against NVIDIA’s audited STAC-A2 financial computing benchmark, demonstrating the potential to fundamentally change the economics of financial risk computation.
DOI: 10.5281/zenodo.22236207
Mathematics
September 15, 2026
This paper examines the relationship between AIX’s earlier quantum-computed Navier–Stokes findings and OpenAI’s independently developed forced-singularity construction. Through six additional quantum compute investigations, AIX reports identifying the mathematical mechanism governing the relationship between the two results, including how externally applied forcing drives the system toward a singularity boundary that Seed IQ had previously characterized.
DOI 10.5281/zenodo.22776953
Adaptive Intelligence + Quantum
June 7, 2026
This paper introduces Quantum Cybernesis, the unified framework combining Seed IQ’s adaptive multiagent intelligence with governed fault-tolerant quantum compute to enable higher-order intelligence. Through comparisons involving AlphaFold, AlphaEvolve, and Dream-RSI research benchmarks, AIX demonstrates how Seed IQ can recognize limitations in its own understanding, reform how it represents problems, extend its knowledge through quantum computation, and continue discovering from what it learns.
DOI: 10.5281/zenodo.22901503
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Seed IQ™ Intelligence + Quantum
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