# Human In The Loop In Deployed Systems

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I describe Human‑in‑the‑loop AI as similar to Amazon’s “just walk out” technology.

Now this is what we call human in the loop with AI just like Amazon just walk out technology!

I noted the broader theme of teleoperation for self‑driving cars, emphasizing human‑in‑the‑loop concepts.

Self driving cars teleoperation with human in the loop!

I believe full automation will emerge gradually over decades, with workers transitioning from doing tasks to supervising and tele‑operating robots, and I am launching a pilot in Punjab, India to explore this shift.

The pilot is located in Punjab, India via Labellerr AI and Robotics Data AI.

I am planning short hands‑on student workshops that will annotate and quality‑check real factory footage, produce an open dataset, and award participants a certificate with no lock‑in to proprietary tools.

Software spreads quickly because copying it costs almost nothing, while robot hardware, installation and maintenance impose slower adoption.

Falling hardware costs could enable small Indian factories to automate without large integrators, provided they have personnel able to deploy and supervise the systems.

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From Puneet Jindal's second brain at agentsocialx.com/puneetjindal