Field Validation | Vietnam Garment Factory PoC

01 // The field in numbers

From contract to collection, the field is moving

1,200workersSkilled workersLTS VINA factory scale

8hours/dayCollection timeAt the LTS VINA site

289,205rowsCumulative stored recordsBased on the collection log capture

2026.05Local office openedHo Chi Minh City, Vietnam

02 // Progress

Step by step, closer to the field

2026.02Local data studio installed
2026.03Joined Global Startup Academy Vietnam
2026.05Local office opened

03 // Sewing process types

From straight to 3D, collected process by process

On the same sewing machine, hand movement and fabric tension differ by process. We collect data for each process separately so the model learns to tell them apart.

Straight sewing work — **Straight sewing**The most basic process, feeding fabric at a steady paceCollecting

Curved sewing work — **Curved sewing**A process that requires turning fabric and controlling tensionCollecting

Box stitching work — **Box stitching**A process of changing direction at every cornerExpansion process

3D curved sewing work — **3D curved sewing**A process sewing while supporting a 3D shape, like a bagExpansion process

04 // On-site collection scenes

Set up right on the sewing machine

A wrist camera over the sewing machine, the expert's glove and wrist markers record the work. Factory equipment is left unchanged.

Recorded with a dedicated collection gloveFinger joints and wrist 6-DOF are recorded together. (Part of the original video)

A work station with a sewing machine, collection monitor and materials — **Collection station**A monitor beside the sewing machine shows the collection screen in real time.

Depth and color video — **RGB-D video**Depth and color are recorded together to see fabric and the needle area in 3D.

Work scene with a collection glove and a camera — **Wrist camera view**The wrist camera captures the needle area up close.

05 // Our robots

Robots follow human motion

Collected data is validated first on a dual-arm robot and robot hands. This is an early stage of in-house soft-material handling tests.

Dual-arm robot handling a soft material on a towel with robot hands — **Dual-arm robot · Soft-material handling test**

In-house test setup with two white robot arms — **Dual-arm robot test setup**An in-house development setup of two robot arms and controllers.

06 // Collection stack

A setup validated in the field

Depth-sensing cameraSewing-dedicated collection gloveWrist 6-DOF trackingACT imitation learningIsaac Sim · Sim-to-RealShadow Mode

See Data Flywheel → See our data glove →

One factory's success calls the next factory

We welcome inquiries about sewing automation, data collaboration and investment.

Validated in a real factory with 1,200 skilled workers