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Notes from the workcell.

How physical AI works in practice, and what it takes to put a robot to work.

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Insights
Featured Insights · 1 min read

Why shiny parts break most bin-picking robots

Reflective and metal parts defeat conventional 3D vision. Here is why, and how ThRiVer picks them anyway.

E Effecon 24 Jun 2026 Read →
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Engineering
Engineering · 1 min read

Setting up a cell by describing the job

No teach pendant, no robot programming. You tell the cell what the job is in plain language, and it composes the plan.

E Effecon 4 Jul 2026
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Use Cases
Use Cases · 1 min read

Packing an order without a fixed recipe

When every order is a different mix, a fixed packing program does not cut it. Here is how a cell decides the layout on the spot.

E Effecon 2 Jul 2026
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Insights
Insights · 1 min read

What "ROI in under a year" means for one cell

A plain look at where the return comes from when you automate a single job, and how to prove it before you scale.

E Effecon 30 Jun 2026
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