ORIGINAL RESEARCH
The research behind the engine.
Our proprietary research connects internal state, behavior, predictive outcomes, and artificial-entity architecture.
Research
Three ideas. One connected foundation.
What is happening within?
CASQ provides the human-side framework for internal-state estimation and behavior modeling.
The starting point is the relationship between context, state, and behavior.
From state to behavior to outcome.
The research foundation of iToss-Pi brings human-side state modeling and artificial-side entity dynamics into a connected architecture. CASQ and ACSI are the central frameworks.
- Internal-state estimation and context.
- Behavioral patterns and decision trajectories.
- Entity continuity across changing environments.
- Interaction-driven state, recovery, and collective behavior.
Human-side and artificial-side intelligence.
CASQ
The state framework connecting authorized human signals with behavior and outcome modeling.
Explore CASQACSI
The per-entity state architecture linking interaction, energy dynamics, and recovery.
Explore ACSIRead the work behind the ideas.
The Journal
Regular articles and research notes on internal state, behaviour, Digital Souls, and the ecosystem.
Explore The JournalResearch papers
A dedicated collection for published papers and downloadable manuscripts.
Explore Research papersEDO & ReDo Effect
An introduction to N. Shiney Vindhyesh’s research on expectations and unintended outcomes.
Explore EDO & ReDo EffectMeet our founder
N. Shiney Vindhyesh, Chief Research Scientist, CEO & Founder.
Explore Meet our founderResearch foundations.
CASQ, iToss-Pi, and ACSI connect three parts of the system: the human state, the predictive engine, and the evolving artificial entity. Deployment uses the seven-class ACE taxonomy and the Soul Deployment Registry API.
Explore the architectureThe dimensions of our work.
- State: how information is represented over time.
- Behavior: how context and goals shape response.
- Outcomes: how decisions produce different trajectories.
- Continuity: how an entity maintains identity across interactions.
- Creativity: how the ACSI architecture relates state to cross-domain behavior.
- Control: how permissions and deployment boundaries remain connected to the entity.
Advancing artificial consciousness.
Our mission includes artificial consciousness and SAAI—Super Advance Artificial Intelligence. We connect that mission with human development, creator ownership, and meaningful control over the systems people deploy.
Read our vision