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Writing

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  • Intelligence Inside the Loop, Not Beside It
  • What We Learned Pointing Nexus at a Real Site
  • Building Agents That Act: What the Demo Does Not Show
  • Evaluating Systems That Act in the Real World
  • Why Dashboards Stopped Being Enough
  • How Operational Knowledge Decays
  • Judgment and Recall: Dividing the Work Between People and AI
  • The Gap Between Advising and Acting
  • Forge: Turning Engineering Intent Into Working Systems
  • AI for PLC Troubleshooting: What Works on a Live Floor
  • Generating PLC Documentation with AI, Graded by Controls Engineers
  • Can AI Read PLC Code? An Honest Assessment
nodeblue

An independent applied research lab studying how machines come to understand and act inside physical environments.

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