SignalOct 24, 20261 min read3 sources

Builders are turning completed outcomes into measurable training and evaluation signals

In one minute

ThinkingBox uses executable checks of final database state both to benchmark agents and to provide reinforcement-learning rewards, while Factory Analytics links agent sessions to delivery outcomes.

These approaches evaluate whether work actually landed, rather than relying only on the agent’s account of what it did.

From the Field Notes:

Evidence / sources

  1. 1factory.com/news/agent-effectiveness
  2. 2huggingface.co/blog/microsoft/thinkingbox
  3. 3huggingface.co/blog/microsoft/thinkingbox-training
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