What’s new in Apera Vue 9.52 and Forge: programmable autopilot, easy calibration validation, and up to 4X faster AI training
With the January 2026 release of Apera Vue 9.52 and new Forge, we’re empowering users with greater control over robot motion, deeper calibration insights for unmatched accuracy, and faster-than-ever AI neural network asset training—delivering a complete 4D Vision program ready to deploy on the plant floor in as fast as six hours!
“In 2026, 4D Vision-guided robotics has become the fastest path to higher uptime and global competitiveness for major manufacturers,” said Sina Afrooze, CEO and Founder at Apera AI. “With our latest release, we continue to bridge the gap between advanced AI and the factory floor. Physical AI is helping our customers transform problematic robotic stations and build new lines into high-speed, autonomous assets that drive millions in savings, unlocking line performance.”
Whether you’re optimizing picks, commissioning new de-racking applications, or training new assets in Forge, these updates are designed to save you time and help you drive vision-guided robotic (VGR) performance to supercharge your world-class manufacturing operations. It’s never been easier and faster to deploy 4D Vision to unlock robotic speed, accuracy, and reliability across your plant.
Apera Vue 9.52 makes installation faster and optimization easier
Apera Vue 9.52 offers new advanced features that give you more control, make optimization easier, and setup even faster.
Programmable Autopilot
Apera Vue’s robot guidance tool, Autopilot is optimized for the lowest possible cycle time. The new Vue 9.52 introduces Programmable Autopilot, allowing you to customize robot pathing to meet your specific application safety and complexity requirements.
While Autopilot continues to prioritize fast cycle times by default, you can now configure motion for greater predictability and collision avoidance by:
- Selecting Joint (J) or Linear (L) moves for each motion segment,
- Adding multiple waypoints for approach, grasp approach, and grasp retreat,
- Defining movement relative to bins or parts to clear bin walls and avoid obstacles.
This added flexibility enables smoother paths, safer motion, and more consistent picking—especially in constrained or complex cells.
Easy and Quick TCP Visualization
Full TCP calibration delivers for the highest accuracy picking. New 2D and 3D visuals on the TCP Calibration page show any difference between the ideal gripper tool center-point (TCP) and the real-world end-of-arm tooling.
It’s now easier to validate calibration accuracy and gripper CAD correctness, speeding up installation and optimizing pick performance.
Range Finding Pipelines
Designed for high performance in de-racking applications, the new Range Finding Pipelines help robots autonomously find the optimal distance and position before capturing an image.
When used in concert with de-racking pipelines, Range Finding delivers more repeatable and performant results—even in shifting and unstructured racks where part positioning varies. This feature is designed for use with Eye-in-Hand (EOAT-mounted) VuePort XS cameras.
Robot Mechanical Error Histogram
When running Hand-Eye calibration, Vue 9.52 now provides a histogram of robot mechanical (intrinsic) error. This new diagnostic insight allows you to:
- Troubleshoot accuracy issues more effectively,
- Identify when robot mastering or quick-mastering is required, and
- Improve long-term picking consistency and reliability.
Additional Vue Enhancements
- Auto-Configure Cameras | Simplifies camera networking during setup.
- Automatic Pattern Board Detection | Vue now detects Apera calibration boards automatically during calibration.
Apera Forge accelerates field deployment with up to 4X faster asset training and smarter setup
Apera Forge is our no-code simulation and AI training design studio that enables you to quickly build, validate, and derisk 4D Vision-guided robotic applications. In mere minutes, you can simulate and optimize your VGR application, including parts, gripper, robot, and cell environment, followed by now faster-than-ever AI training.
Up to 4X Faster Asset Training
With the latest release of Apera Forge, asset training is up to 4X faster, completing in as fast as six hours. Forge trains an AI neural network with synthetic parts through a million digital cycles to achieve >99.9% reliability in recognizing objects and performing tasks—delivering a complete vision program ready to deploy on the plant floor in just six to 24 hours. It’s never been faster for you to deploy 4D Vision across your plant.
Structured Training Setup for Real-World Consistency
The latest release of Forge features a major upgrade to structured training, allowing you to create structured picking setups that mirror real-world robotic cells, yielding more consistent results in both simulation and training for better performance.
With Apera Forge, you can now:
- Create loosely or tightly structured bins,
- Auto-fill bins, place parts one by one, or place 2D/3D grids and patterns, and
- Define multiple ‘structures’ with distinct origins—ideal for tightly packed bins with mixed part orientations.
Additional Forge Enhancements
- Shared Vision Solutions | Vision solutions can now be shared across Forge accounts, simplifying collaboration with colleagues.
“With our latest release, our goal was making the deployment and installation process fast and simple. We’re continuing to advance our state-of-the-art AI vision model training, ensuring our pose estimation is the best in the world,” says Jamie Westell, Director of Engineering at Apera AI. “With Vue 9.52, we’re giving engineers the control and power to program robotic trajectories via Autopilot to support a variety of applications. Combined with our 4X faster AI training in Apera Forge, we are delivering the fastest, most reliable path to production in the industry.”
Get more from your 4D Vision system today!
With these releases, 4D Vision delivers on it promise to unlock performance across your plant floor.
🔴 Already using Apera Vue?
Contact your expert Apera Support team to upgrade to Vue 9.52.
And, explore the release notes to dive into each new feature!
🔴 Would like to try Apera Forge?
Request access today!
🔴 Curious about 4D Vision?
Get started with Apera Vue today!