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Field notes on evaluating
production AI.

How model-led evaluation actually works in practice. From the team building the trust layer for production AI.

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10 questions to ask before choosing a robot training data pipeline - Tasq.ai
  • Blog

10 Questions to Ask Before Choosing a Robot Training Data Pipeline

Choosing a robot training data pipeline is a vendor-evaluation decision, not an infrastructure purchase. Every provider sells collection, capture, and a claim about quality. Very few can show statistical evidence that their data was correct...

  • 20 min read
  • AI Evaluation

7 Best Open-Source Tools for Spatial Intelligence and SLAM Evaluation (2026)

A service robot enters a warehouse it has mapped a hundred times. But this time, the floor is wet, and a pallet has shifted. The...

  • 19 min read
Quadruped robot dog in front of large red AI letters at the Physical AI conference in Tel Aviv
  • AI Evaluation

No Second Chances: How Do We Know Physical AI Is Doing the Right Thing?

In the physical world, there are no second chances. Why evaluation, not just data, decides whether Physical AI is ready to move beyond the lab....
  • 4 min read
  • AI Evaluation

What Is Human-in-the-Loop AI? Explained for Enterprise Teams

Human-in-the-loop AI (HITL) is a system architecture where human judgment is integrated into an AI pipeline at defined decision points. Despite common misconceptions, its role...

  • 23 min read