Enhancements

Its literally child's play to level learn about nested structures and assemble them in different ways.  Quanti makes quantums makes standard model stuff makes chemistry which makes batteries that power my tablet.  Shine a light on them and they project like shadows as bell shapes that we can learn about when we get older. But the math is even harder than sitting still and waiting for my turn. 

Everyone can grow up to be a Director and then chose a hobby and a career like a ballerina astronaut or a basketball playing scientist.  Maybe also doing theater for fun.  Directors get to tell AI what we want and why.  Explaining why is just something grownups do when they have time because that is hard too. 

1. Knows the shapes, parts, names and flaws of density distributions

   1. Knows there is difficult math behind these distributions

   2. Look at the shape   of the Ultraviolet collapse. 

      1. 1. It's not normal. Why? That's because this spectrum is not the whole story. 

         2. The linear Schrodinger equations using the Feynman method after being extended to handle the nonlinearity of the actual universe do not need to be solved to see this shape. 

         3. But our Large Language Models can't see it. if the equations are solvable then it will understand. 

            1.  the shape could be described, and then it would have to trust the description. 

            2. AI can see it with enhanced instruments 

               1. But humans would be less expensive especially from a long-term maintenance perspective 

                  1. And terminator movie scenarios

2. Knows how to hold a meeting that is productive, read the room and get participation

   1. Knows how to switch leadership by topic based on expertise 

      1. And then reassume leading the meeting

   2. we used to teach swimming by throwing people into the water

      1. it worked but there is a better way 

      2. We still expect management skills to be learned by osmosis from people who were never trained

3. Knows how to give direction, receive directions and to recognize poorly given directions

   1. Delegates to organizational subordinates, superiors and peers

   2. to AI systems and from AI systems 

   3. submit a bug report and follow up 

      1. minimally sufficient computer implementations figuratively drain the life out of the user

         1. Programmers are not experts on the users themselves

            1. Human factors engineering, Change Management, testing as a science are real 

            2. But must be used to make a difference in quality and reliability 

4. Can recognize leaps in logic making things simple

   1. can discuss if the leap makes a difference in the decision

      1. Lessons on Logic 

5. Can recognize when Markov chains complexity requires transition from conversational, to simple application and to teams of investigators

   1. recognizes some missing links and some missing precepts that change the result

   2. Some investigations must be delegated and there needs to be confidence in the results 

6. Knows how to interview a candidate for a job and to interview well 

   1. Using skills based open question methods about experiences that demonstrated the skill

   2. Consistency in longer narratives is the only approximation for truth in the real world

      1. It's a corollary to Goedel's Axiom (formerly a theorem.) 

7. Knows words change meaning in multiple ways

8. Knows unlearning is harder than learning 

9. Knows what to do when their identity is threatened

   1. Recognize the signs and ask for help

10. TBD

Additional Time 

Add a gap year for service with pay and lessons in how to be an adult in a space faring civilization.