GLOW (Generative Learning of World)
Built by KNOWIN · China
The GLOW (Generative Learning of World) is a Humanoid robot developed by KNOWIN (China), launched 2026. Key specifications: programming proprietary app, industries general_manufacturing, logistics.
RoboScore
Speculative — thin evidence
No confirmed deployment on record — this score reflects the rest of the record, not verified adoption.
4 of 9 signals present
Recomputed nightly from public data. Missing data is skipped, never zero-filled — and rankings are never for sale.
Weighted factors
average of the 4 scored · blanks don't count
Ranked in the Humanoid standing, against 213 robots.
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Overview
GLOW (Generative Learning of World) is a generative learning framework for general-purpose embodied intelligence developed by Knowin. It is not a physical robot but an AI software stack / foundation model that unifies scene understanding, physical reasoning, task planning, and action generation into a single multimodal autoregressive model (KnowinGLOW). The system learns from real and synthetic physical interaction experience, uses world rollouts (KnowinWorld) to broaden exposure to action outcomes, and employs closed-loop execution to turn model decisions into physical robot actions. GLOW supports one-shot teaching via in-context learning, enabling robots to adapt to new tasks from a single human demonstration without updating model parameters. It achieves 62.2% average success across 18 RoboDojo tasks and 86.7% on LIBERO-Pro, and KnowinBrain-1.5 ranks No.1 on Embodied Arena's 2D embodied QA leaderboard.
At a glance
- Built for material handling and assembly
- Used across general manufacturing
- Programmed through KnowinGLOW and KnowinDream
Buyer decision signals
Viability
Specifications
Detailed specifications pending — claim this page to add yours.
Company profile
- Confirmed funding
- US$70.0M· 1 round
- Founded
- 2026
Detailed specifications
What it is built for1
- Industries
- general manufacturing,other
Controls & integration1
- Software Platform
- KnowinGLOW, KnowinDream, KnowinWorld, KnowinAgent (Harness), Experience Compiler
Other details21
- Runtime
- KnowinAgent (Harness)
- World Model
- KnowinWorld
- Core Model Name
- KnowinGLOW
- Action Interface
- EEF pose + gripper control
- Experience Engine
- KnowinDream
- Report Publication
- September 2026
- Embodied Arena Rank
- 1
- Robo Dojo Avg Score
- 71.1
- Libero Pro Goal Pos Pct
- 73
- Libero Pro Goal Task Pct
- 97
- Libero Pro Object Pos Pct
- 97
- Embodied Arena Total Score
- 65.62
- Libero Pro Avg Success Pct
- 86.7
- Libero Pro Object Task Pct
- 97
- Libero Pro Spatial Pos Pct
- 97
- Libero Pro Spatial Task Pct
- 59
- Gpt6 Robocurve Robo Dojo Score
- 29.8
- Robo Dojo Avg Success Rate Pct
- 62.2
- Knowinbrain 1 5 Benchmark Count
- 9
- Gpt6 Astra Libero Pro Success Pct
- 58.2
- Gpt6 Robocurve Robo Dojo Success Pct
- 22.2
Who runs it· deployment evidence
No deployment evidence on file
A deployment is recorded when a public source names the customer, or the maker confirms it. Nothing here counts against this robot.
15 other robots in this category have one.
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Compare with peers
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Frequently asked questions
- Who makes the GLOW (Generative Learning of World)?
- The GLOW (Generative Learning of World) is developed by KNOWIN, based in China.
- What type of robot is the GLOW (Generative Learning of World)?
- The GLOW (Generative Learning of World) is a Humanoid robot made by KNOWIN.
- How much does the GLOW (Generative Learning of World) cost?
- Pricing for the GLOW (Generative Learning of World) is not publicly listed — contact KNOWIN for a quote.
- When was the GLOW (Generative Learning of World) launched?
- The GLOW (Generative Learning of World) was launched in 2026.
- What are the key specifications of the GLOW (Generative Learning of World)?
- Key specifications of the GLOW (Generative Learning of World): programming proprietary app, industries general_manufacturing, logistics.
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