Robotics
Perception-to-action review
Reason over sensor evidence, object state, task intent, confidence, and environment constraints before movement is proposed.
Robotics & Automation
Cognitive reasoning for machines that sense, decide, and act.
NARI supports robots, autonomous devices, automated workflows, and control systems by reasoning over perception, state, constraints, risk, goals, and authority before motion or execution leaves the system.
Robotics
Autonomous devices
Workflow automation
Control systems
Bounded action
Automation reasoning loop
observe sensors, task state, environment, workflow signals, and constraints
separate perception, uncertainty, risk, permission, and action limits
simulate or rehearse proposed motion, command, or workflow step
emit bounded actions, operator proposals, or stop conditions
Judgment before movement. Governance before execution.
Automation scope
Automation becomes safer when decisions are inspectable.
A robot or automation layer should not treat recognition as permission. NARI helps separate what the system sees, what it thinks is happening, what it is allowed to do, and what should be reviewed before execution.
Autonomous devices
Bounded local autonomy
Support devices that need local judgment, fallback behavior, review gates, and clear authority boundaries under changing conditions.
Workflow automation
Process-aware execution
Inspect tickets, signals, dependencies, policies, and rollback requirements before automated workflows run high-impact steps.
Control systems
Operational constraint reasoning
Help operators interpret control state, anomaly patterns, allowed responses, and stop conditions before operational change.
What NARI changes
Automation should know the difference between possible and permitted.
NARI can mark uncertainty when perception is incomplete, conflicting, stale, or outside the system's visibility.
Action proposals can carry rationale, confidence, constraints, authority status, and rollback or stop conditions.
High-impact movement, control, or workflow changes can be routed through operator review before execution.
Specialized domain brains can stay focused on one robot, facility process, device class, or automation boundary.
Cognitive architecture
Robotics and automation need more than a command generator.
Evidence sphere
Ground action in state
Bind sensor readings, environment state, workflow context, logs, and constraints before reasoning begins.
Judgment sphere
Decide what is allowed
Check risk, policies, confidence, authority, and stop conditions before a system moves or executes.
Fusion Gate
Arbitrate before output
Compare evidence, hypothesis, safety, and self-model signals before producing a proposal or bounded action.
Operator boundary
Escalate when authority is missing
Turn uncertain or high-impact decisions into review packets rather than uncontrolled execution.