For the last 20 years, I've managed frontline hospitality operations. The single hardest problem, the one that causes
  the most financial loss and human burnout, is scheduling. It's an impossible, multi-dimensional puzzle. You have to
  balance labor costs, employee skills, availability, legal constraints, and predicted demand, all while dealing with
  the chaos of the real world.

  I became obsessed with the idea: what if the building itself had a memory? What if the schedule could learn?

  So I started building HaleES, with an AI persona I call "Sensei." It's my attempt at creating an 'operating system'
  for physical operations. It hooks into the POS, cameras, and employee data to understand what's happening, then uses a
  suite of specialized "brains" to predict problems and optimize operations.

  The core technology isn't just a single ML model. The defensibility comes from unifying four systems:
   1. A Normalized Language for all operational data.
   2. A Constraint Engine that understands the rules of the business.
   3. An Intent-to-Action Layer that safely turns natural language into audited actions.
   4. A Learning Loop with a "Champion/Challenger" model so the system gets smarter every week.

  The website I submitted contains the first "HaleOS Paper" explaining the core 'Intent Graph', and more importantly, it
  features 8 live, interactive demos you can try right now.

  I especially recommend checking out the "Chargeback Guardian" to see how the AI uses video and POS data to
  automatically fight fraud, and the "Live Prep Flow" to see how it orchestrates a kitchen in real-time.

  This project is my life's work. I'm posting it here because the quality of feedback on HN is second to none. I'd be
  honored to hear what you think about the architecture and the demos. Thanks for your time.