Skills tracked across the learning experience.

Identify the highest-cost rules and encode them with appropriate priority in the AI's context
Sense that the AI's current trajectory will not produce the desired result before significant divergence occurs
Get a taste of it. Fire Fast, Retract Fast in Frontier & Serendipity— Reddit Discovery & Analysis
Adjust how long to let the AI run before intervening based on task risk, model behaviour, and observed trajectory
Get a taste of it. Fire Fast, Retract Fast in Frontier & Serendipity— Reddit Discovery & Analysis
Assess whether the AI can correctly interpret and act on its own verification output
Identify when AI self-verification is insufficient and human judgement must re-enter the loop
Get a taste of it. Validate Before Celebrating in Scoring & Calibration— Reddit Discovery & Analysis