Research / Frontier
Where intelligence
meets matter.
organizes his work around one trunk, Intelligence Engineering: removing constraints on intelligence, then on human capability. Areas are grouped by maturity so that explorations and future interests are never mistaken for established results.
Research
Areas of active work through his companies.
- Artificial intelligence
Recommendation and decision systems that understand people, applied through DeepRecommend.
- Quantum reservoir computing
Applying quantum reservoir computing to industrial problems through QIRI.
- Time-series intelligence
Prediction and anomaly detection on sequential data, the natural use of reservoir computing.
Exploration
Areas under study and experiment. Not claims of completed results.
- Physical AI
Intelligence that acts in the physical world: robotics, sensing and industrial systems.
- Quantum and advanced computing
Beyond reservoir computing: following computing paradigms that can raise the ceiling of intelligence.
- Human–machine interaction
How people and intelligent systems can work together without one replacing the other.
- Technology strategy
Management of technology (MOT): how organizations turn invention into durable business.
Future interests
Directions with a long horizon. These are visions, not products.
- Invasive brain–computer interfaces
A long-horizon direction, not a product. The conviction: no human ability should be permanently lost because the biological connection failed.
- Human augmentation, longevity and space
The widest horizon of the same trunk: extending human ability, healthy lifespan and the domain of human activity. Interest only; no claims.
The trunk
Intelligence Engineering.
The measure is not company size, wealth or followers. It is irreversible change: something humanity once treated as a limit, permanently removed.
- Remove constraints
- Expand intelligence
- Expand human capability
- Expand civilization
Engineering ladder
- Artificial intelligence
- Quantum & advanced computing
- Physical AI
- Brain–computer interfaces
Long horizon
- Human augmentation
- Longevity
- Space
Principle
One trunk, held for decades. Companies, technologies and countries may change; the trunk does not.
Related: QIRI, DeepRecommend and Thoughts.