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RoboticsAI Business & IndustryThe Robot ReportPublished: Aug 22, 2026, 13:00 JST2 min read

R2 Labs brings AI vision, robotics to legacy factory equipment

R2 Labs brings AI vision, robotics to legacy factory equipment

Key takeaway

  • R2 Labs has created the RAC, a controller that adds AI vision and robotics to existing factory equipment.

  • The Georgia-based company enables software-defined manufacturing, letting plants run more flexible production without replacing legacy machines.

  • Founder Dr. Roby Lynn discussed the approach on The Robot Report Podcast.

3 Key Points

  1. What happened

    R2 Labs, a Peachtree Corners, Georgia–based smart manufacturing provider, has developed the RAC (R2 Autonomy Controller), a product that retrofits legacy factory equipment with modern industrial technology including AI vision and advanced robotics. Founder and CEO Dr. Roby Lynn, who previously worked at Formlabs and holds a Ph.D. in mechanical engineering from Georgia Tech, discussed the company's approach to software-defined manufacturing—automation that enables more flexible production—in Episode 258 of The Robot Report Podcast.

  2. Why it matters

    Software-defined manufacturing allows factories to unlock new capabilities from existing equipment without replacing entire production lines, lowering the barrier to technology adoption for manufacturers with aging infrastructure. By adding AI vision and robotics to legacy systems, companies can access modern automation without the capital cost of new equipment.

  3. What to watch

    The podcast episode, which features Lynn's full discussion of how the RAC integrates with real factory operations, is available now; the conversation begins at the 25:50 mark.

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Context & Analysis

R2 Labs addresses a real constraint in modern manufacturing: many factories operate equipment that is functionally sound but lacks access to recent advances in AI and robotics. Rather than force expensive replacement cycles, the company's RAC controller bridges this gap by retrofitting legacy systems with contemporary industrial technology. This approach aligns with the broader concept of software-defined manufacturing—production automation that prioritizes flexibility over rigid, single-purpose machinery. By enabling existing equipment to adopt AI vision and advanced robotics, R2 Labs lowers the total cost of adoption for manufacturers seeking to modernize. Lynn's background in mechanical engineering and prior experience at Formlabs positions him to understand both the technical requirements of factory integration and the product-development discipline needed to deliver a solution that works in real operating environments.

FAQ

What is the RAC and what does it do?
The RAC (R2 Autonomy Controller) is R2 Labs' flagship product that retrofits legacy factory equipment with modern industrial technology, including AI vision and advanced robotics, giving companies access to the latest automation without replacing existing machines.
Who founded R2 Labs?
Dr. Roby Lynn founded and serves as CEO of R2 Labs. He previously worked at Formlabs and holds a Ph.D. in mechanical engineering from Georgia Tech.
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