Human-to-robot skill transfer
Learning reusable behaviours from demonstrations and operational data.
Research / News
Intelligence grounded
in physical reality.
Technical perspectives, research directions and company developments from GappAI's work on learning systems for real-world robotics.
Latest / Research note 01
14 August 2026 · 8 min read
From human demonstration to reliable robot skill
An engineering framework for capturing expert work, learning multimodal policies and building a controlled path from demonstration to deployment.
Research directions
Multimodal perception
Connecting vision, depth, touch, force and task context.
Adaptive autonomy
Reasoning, recovery and calibrated escalation in changing environments.
Evaluation & assurance
Measuring reliability before and throughout real-world deployment.
Company news
Updates will be published here.
GappAI will use this space for verified company developments, research collaborations, pilot announcements and technical releases.