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Smart Factory Solution

Flexible Assembly Embodied AI Robot

Autonomous intelligence for the industrial world

For multi-variety, small-batch and frequent changeover manufacturing, the robot builds reusable embodied AI assembly methods instead of replacing a single station.

Multi-variety, small-batch production
Assembly quality and traceability
Fast new product adaptation
Reusable embodied assembly method
Flexible assembly robot station
Robot station
Delivery scope
Highlights

Business Challenge

Build reusable capability for non-standard parts and flexible assembly

The project serves pre-assembly and flexible assembly capability building for advanced equipment manufacturers.

Build reusable capability for non-standard parts and flexible assembly

Industry fit

Designed for photovoltaic, lithium battery and semiconductor equipment manufacturers.

Production pattern

Multi-variety, small-batch production with frequent changeovers.

Quality requirements

Higher requirements for assembly quality, process traceability and product adaptation.

Reusable method

The goal is a reusable embodied AI assembly method, not one isolated station.

Key Metrics

Assembly process and key metrics

First-pass yield, changeover time, utilization, payload, bolt compatibility and model import form the key targets.

Assembly process and key metrics

>=98%

First-pass assembly yield

Target for single component first-pass assembly yield.

<=10min

Inline changeover time

Target for formal production changeover.

>=95%

Equipment technical utilization

Calculated by technical failure time in continuous test.

10kg

Robot payload

Meets maximum material handling requirements.

M3 - M8

Bolt compatibility

Covers common stainless steel and galvanized materials.

<=3 days

New component model import

Complete import and configuration within the defined boundary.

Highlights

Embodied perception plus reliable execution

Decouple physical error, use vision localization and fixture compensation, and use VLA zero-shot generalization for fast adaptation.

Embodied perception + rigid execution

Perception handles complexity while execution remains stable and verifiable.

Error decoupling

Vision localization and fixture compensation keep assembly robust.

VLA zero-shot generalization

Robots adapt quickly to different part loading and unloading tasks.

Build flexible assembly capability with embodied AI

Talk to LinkedData experts and turn non-standard assembly into reusable intelligent capability.