Generative Learning
of World

KNOWIN builds GLOW, a generative Embodied AI system for real homes and open environments. It connects perception, reasoning, action, and long-term improvement through world generation, world models, and behavior learning.

KnowinDream: Generative Embodied Data Engine

KnowinDream generates physically consistent data for GLOW. It learns scene dynamics from limited real interactions and creates first-person training data with 3D structure across difficult lighting, materials, layouts, and long-tail cases.

KnowinWorld: Interactive 3D World Model

KnowinWorld is the world-modeling core of GLOW. It learns interactive world representations from data and models spatial structure, object states, action effects, and task progress. It supports policy evaluation, risk assessment, and failure replay.

KnowinBrain: Embodied Cognition and Policy Core

KnowinBrain is the decision center of GLOW. It fuses vision, language, space, task context, and action feedback to understand complex environments. It plans long-horizon tasks, detects deviations, reflects on failures, and revises strategies during execution.

KnowinAct: Generative Action Encoder-Decoder

KnowinAct turns high-level policies into robot actions. Its Action Tokenizer learns generalizable action representations from KnowinDream data and decodes Action Tokens into edge-ready Action Chunks for smooth, stable, and precise operation.

KnowinAgent: Long-Horizon Task and Evolution Framework

KnowinAgent drives long-term improvement. It connects KnowinBrain with KnowinWorld to handle task decomposition, goal control, memory, monitoring, recovery, and completion assessment. It also stores home layouts, object locations, task history, user habits, and preferences.

Desktop Organization

Folding Clothes

Zero-Shot Obstacle Avoidance

Zero-Shot Grasping

Block Pick-and-Place

Folding Clothes 2

Laundry

One Model Across Complex Scenarios

Bring robots into every home

Contact

Recruiting: HR@Knowin.ai

Phone: 17610340223

Media: media@knowin.ai

Address: A2406, Building 12, Shenzhen Bay Technology Eco Park, No.18 Keji South Road, Nanshan District, Shenzhen

Generative Learningof World