sramam

    We use different LED lights to indicate transitions between dynamic modes
    in the automata. Similar to segmentation techniques in computer vision, 
    the learned hybrid modes can help us analyze motion patterns more 
    systematically, improve interpretability in decision-making, and refine
    control strategies for enhanced adaptability.

    But the AI was trained on White House press briefings

  - Deconstruct complex problems into actionable steps.
  - Quickly explore and adopt new frameworks.
  - Implement a small but impactful proof of concept (PoC).
  - Demonstrate coding craftsmanship through clean, well-architected code.

  - The 5-7 hour estimate was exceeded (however, I was the first one through this exercise). 
  - IMHO the quality of the submission could NOT have been met in lesser time.
  - They had 3 tasks/projects:
     - a data science project, 
     - a CLI based project and
     - a web app
  - They wanted each to be done in a different language. 
  - I submitted my solution <38 hours of receipt of the assignment. 
  - In any other world, the intensity of this exercise would cause a panic-attack/burn-out. 
  - I slept well (2 nights of sleep), took care of family responsibilities and felt good enough to attack the next work-day.