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Know why, what, when, where and how of the AI, ML & Training dataset

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Physical AI

Data Strategy

Build vs Buy: When to Outsource Physical AI Training Data Collection

DROID took 50 collectors and 12 months. Another team hit 90% with four people in an afternoon. The difference decides your build or buy call.

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1 October 2026
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Physical AI

Simulation

Which Parts of the Sim-to-Real Gap Can Simulation Actually Close?

The sim-to-real gap is four separate gaps. Which ones close with measurement, which ones no simulation budget closes, and how to tell them apart.

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28 September 2026
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Physical AI

Simulation

Simulation vs Real-World Data: Building a Sim-to-Real Data Strategy That Holds Up

Every vendor quotes a different simulation ratio and they span two orders of magnitude. What the one published sweep found, and where the performance cliff sits.

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18 September 2026