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From deep learning
to physical AI

AI has evolved from recognizing patterns to understanding context and taking action. What started with deep learning now moves into the physical world.
Physical AI connects perception, reasoning and control. It enables machines to operate reliably in real production environments.

Artificial intelligence has moved from research environments into real production systems. The breakthrough of deep learning transformed how machines inter­pret visual data. Systems could recognize objects, detect defects and classify patterns with unprecedented accuracy.

Object recognition was a turning point. But it was only the beginning.

AI is now evolving beyond perception. Vision models increasingly combine with reasoning and control. Machines begin to understand context. They make decisions. They act within complex environments.


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Two young men are working in a laboratory or research facility. One is holding a tablet, and the other is looking at a computer monitor that displays scientific data and images. There is a robotic arm and some red tomatoes hanging from a structure nearby, with colorful tubes and wires connected to the robotic arm. The workspace is enclosed with clear panels.

From proof to production

Artificial Intelligence is evolving rapidly. Turning research into reliable industrial systems requires more than adopting the latest model.

At VBTI, we understand that uncertainty is part of every industrial AI project. Our approach manages that uncertainty in a structured and disciplined way, keeping projects focused while building the knowledge needed for the next phase.


A flowchart illustrating the steps in product development: Proof of principle, demonstrator, and productization, with respective timelines and descriptions.

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Projects to
inspire

The following projects show how Physical AI delivers measurable results in demanding production environments. Each started with a concrete operational challenge and resulted in a working system.

A large yellow and green agricultural machine with a driver inside, working in a field under cloudy skies.

#01

Adaptive Harvest Optimization System


Three men are gathered around a table in a modern industrial lab or workshop, inspecting a clear, segmented device. One man is holding a keyboard, another is pointing at the device, and the third looks on. There is a large robotic arm labeled 'VBTI' attached to a stand near the table, and a monitor displaying a complex interface or blueprint. The background features shelves with boxes and containers, and a glass partition with more equipment visible behind it.

#02

High-tech Surface
Inspection


Scientists working in a greenhouse with plants on the left, dressed in protective suits, gloves, and hairnets, handling and examining scientific equipment.

#03

Robotic Leaf
Cutting System


More projects

Technology
that delivers in production

Turning AI into reliable systems requires more than project-based development. It requires reusable technology, structured workflows and continuous improvement.

At VBTI, these capabilities are built into everything we deliver. From AI platforms to autonomous inspection systems, our technology forms the foundation for consistent performance in real-world production.

ADAM One
Autonomous AI inspection
robot


Group of seven scientists in protective blue suits and gloves standing in a laboratory around a robotic arm and electronic equipment, smiling at the camera.

Reliable, traceable inspection for complex production

In high-tech manufacturing, every part matters. But as variation increases and volumes stay low, manual inspection struggles to keep up. ADAM One changes that. Precise, consistent inspection – every time. Avoid rework. Avoid cost. Maintain quality.

OneDL logo with a stylized square icon above the text 'OneDL' and the tagline 'Powered by VBTI' underneath.

OneDL
AI platform for reliable system development


A robotic arm labeled 'OneD' is reaching towards green leaves, with a background of a modern, industrial-style interior with metal beams and a window.

Reliable, scalable AI for real-world production

Turning AI into working systems requires more than models. It requires structure, data and continuous iteration. OneDL connects development and deployment into one integrated system. From data collection and training to edge deployment and performance monitoring.

IN SHORT
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IN SHORT
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