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.

  1. Remove constraints
  2. Expand intelligence
  3. Expand human capability
  4. 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.

Read: Removing constraints

Related: QIRI, DeepRecommend and Thoughts.