The work behind our products
A public record of the research that informs what we ship — peer-reviewed papers, forward-looking threads, and the principles behind QGI's decision-grade platform. Three focus areas: symbolic reasoning, AI & machine learning, and quantum hypergraph.
Our research focuses on intelligence that can be observed, examined, and defended.
Not faster answers.
Not louder predictions.
But systems that resolve uncertainty into clarity — before action is taken.
Symbolic Reasoning
Formal verification, theorem proving, decision structures (MDGs, HOL, SAT), symbolic simulation, assertion-based verification, and runtime monitoring — the rigorous core that makes every QGI decision provable and auditable.
Read moreAI & Machine Learning
Neural and machine-learning research in service of regulated decisioning — neurosymbolic integration, explainable architectures, uncertainty quantification, and LLM governance for high-stakes deployment.
Read moreQuantum HyperGraph
Hypergraph representations of decisions and quantum-accelerated search over combinatorial reasoning spaces — the "quantum" in Quantum General Intelligence applied to real decision infrastructure.
Read morePractical relevance
Our research is driven by real problems, not academic exercises. We focus on work that can be deployed, tested, and improved in actual mission-critical environments.
Rigorous methodology
We maintain high standards for evidence and validation. Claims are tested, assumptions are questioned, and results are documented thoroughly.
Ethical grounding
Every research direction is evaluated not just for technical merit, but for its implications for humans and society. We don't pursue capability for its own sake.
Open collaboration
Accountable AI is too important to be developed in isolation. We engage with the broader research community and share findings where appropriate — see Dr. Sammane's Scholar profile.
Research collaboration, not a sales call.
All briefs reviewed personally by Dr. Sam Sammane.