I think what you’re claiming is: a long-horizon agent given enough time (but minimal context) can match what a vertical agent does with rich context. In other words, capability can substitute for memory. Grind long enough and you’ll figure it out. You can’t substitute time for knowledge/memory. A long-horizon agent working for a century still doesn’t know that we handle Customer X differently because of what happened in 2024.