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Fake delegative system

As explained in Delivering Machine Learning Projects: From design to deployment

A fake delegative system is a system that nominally transfers control to a human but does so too late or with insufficient authority to prevent harm.

A fake delegative system appears to transfer control to a human, but alerts the person too late or grants too little authority to prevent harm. Effective delegation requires timely awareness and genuine agency over the unfolding situation. section 9.2.2

Before treating human oversight as a safety mechanism, verify that the system:

  • Alerts the human before the situation becomes unrecoverable. section 9.2.2
  • Gives the human sufficient authority to choose an action that can avoid disaster. section 9.2.2
  • Does not use a nominal failsafe to evade the evidence and requirements needed for trustworthy autonomy. section 9.2.2

Late intervention

A nurse who learns of life-support failure only after cardiac arrest has no meaningful opportunity to delegate or repair the error. Similarly, a control system that alerts a pilot after an aircraft enters an unrecoverable stall provides only the appearance of human control. section 9.2.2

Figure 9.3 The control flow for a delegative remote control rover [1]

Use the rover control-flow figure to inspect where delegated control and human intervention occur. section 9.2.2

How Delivering Machine Learning Projects: From design to deployment covers it

How deep it goes
Defines the failure mode, gives life-support and aircraft examples, and defers full criteria for autonomous systems.
Examples
Uses life-support failure, aircraft stall, and a delegative remote-control rover as concrete control examples.
What you can do after
Evaluate whether human handoffs provide enough warning and authority to prevent harm.
How it connects
Connects delegation to human agency, failsafes, and autonomous systems.

Related concepts

This explainer was generated by Manning's knowledge graph from the text of Delivering Machine Learning Projects: From design to deployment. The section links point to the parts of the book it draws on.